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"size_similarity": 0.8, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.029, + "left_pr_number": 46958, + "right_pr_number": 47235, + "code_similarity": 0.655, + "size_similarity": 0.373, + "file_overlap": 0.667, + "area_overlap": 1.0, + "patch_similarity": 0.2, "shared_filenames": [ - "src/transformers/modeling_flash_attention_utils.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "src/transformers/modeling_flash_attention_utils.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 667, - 692 + 22, + 28 + ], + [ + 638, + 645 ] ], "right_ranges": [ [ - 316, - 323 + 22, + 28 ], [ - 366, - 373 + 638, + 645 ] ] - } - ] - }, - { - "left_pr_number": 46696, - "right_pr_number": 47215, - "code_similarity": 0.138, - "size_similarity": 0.022, - "file_overlap": 0.2, - "area_overlap": 0.191, - "patch_similarity": 0.043, - "shared_filenames": [ - "src/transformers/modeling_flash_attention_utils.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/modeling_flash_attention_utils.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 667, - 692 + 16, + 22 + ], + [ + 501, + 508 ] ], "right_ranges": [ [ - 33, - 39 - ], - [ - 317, - 324 - ], - [ - 368, - 375 - ], - [ - 491, - 499 + 16, + 22 ], [ - 680, - 702 + 501, + 508 ] ] } ] }, { - "left_pr_number": 47134, - "right_pr_number": 47215, - "code_similarity": 0.144, - "size_similarity": 0.018, - "file_overlap": 0.2, - "area_overlap": 0.224, - "patch_similarity": 0.015, + "left_pr_number": 47090, + "right_pr_number": 47235, + "code_similarity": 0.419, + "size_similarity": 0.318, + "file_overlap": 0.667, + "area_overlap": 0.4, + "patch_similarity": 0.102, "shared_filenames": [ - "src/transformers/modeling_flash_attention_utils.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "src/transformers/modeling_flash_attention_utils.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 316, - 323 - ], - [ - 366, - 373 + 637, + 649 ] ], "right_ranges": [ [ - 33, - 39 + 22, + 28 ], [ - 317, - 324 - ], + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 368, - 375 - ], + 500, + 512 + ] + ], + "right_ranges": [ [ - 491, - 499 + 16, + 22 ], [ - 680, - 702 + 501, + 508 ] ] } @@ -4069,7 +2020,7 @@ "cluster_id": "cluster-46159-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #46159.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 46159, "canonical_pr_number": 46174, "issue_numbers": [ @@ -4081,8 +2032,7 @@ 47234 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -4612,57 +2562,191 @@ 158 ], [ - 161, - 171 + 161, + 171 + ], + [ + 174, + 180 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46821-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46821.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46821, + "canonical_pr_number": 46834, + "issue_numbers": [ + 46821 + ], + "pr_numbers": [ + 46834, + 47223, + 47229 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46834, + "right_pr_number": 47223, + "code_similarity": 0.242, + "size_similarity": 0.644, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.088, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 564, + 570 + ], + [ + 651, + 671 + ] + ], + "right_ranges": [ + [ + 101, + 106 + ] + ] + } + ] + }, + { + "left_pr_number": 46834, + "right_pr_number": 47229, + "code_similarity": 0.59, + "size_similarity": 0.632, + "file_overlap": 1.0, + "area_overlap": 0.4, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "left_ranges": [ + [ + 777, + 783 + ] + ], + "right_ranges": [ + [ + 777, + 783 + ] + ] + }, + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 564, + 570 ], [ - 174, - 180 + 651, + 671 ] ], "right_ranges": [ [ - 152, - 158 - ], - [ - 161, - 171 - ], - [ - 174, - 180 + 564, + 570 ] ] - }, + } + ] + }, + { + "left_pr_number": 47223, + "right_pr_number": 47229, + "code_similarity": 0.187, + "size_similarity": 0.407, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ { - "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", "left_ranges": [ [ - 62, - 68 - ], - [ - 71, - 81 - ], - [ - 84, - 90 + 101, + 106 ] ], "right_ranges": [ [ - 62, - 68 - ], - [ - 71, - 81 - ], - [ - 84, - 90 + 564, + 570 ] ] } @@ -5020,6 +3104,73 @@ } ] }, + { + "cluster_id": "cluster-46693-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46693, + "canonical_pr_number": 47215, + "issue_numbers": [ + 46693 + ], + "pr_numbers": [ + 46696, + 47215 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46696, + "right_pr_number": 47215, + "code_similarity": 0.138, + "size_similarity": 0.022, + "file_overlap": 0.2, + "area_overlap": 0.191, + "patch_similarity": 0.043, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 667, + 692 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 317, + 324 + ], + [ + 368, + 375 + ], + [ + 491, + 499 + ], + [ + 680, + 702 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -5288,11 +3439,11 @@ { "left_pr_number": 47218, "right_pr_number": 47219, - "code_similarity": 0.635, - "size_similarity": 0.755, - "file_overlap": 0.909, - "area_overlap": 0.46, - "patch_similarity": 0.333, + "code_similarity": 0.559, + "size_similarity": 0.4, + "file_overlap": 0.87, + "area_overlap": 0.599, + "patch_similarity": 0.055, "shared_filenames": [ "tests/models/aimv2/test_modeling_aimv2.py", "tests/models/aria/test_modeling_aria.py", @@ -5358,16 +3509,16 @@ 63 ], [ - 478, - 484 + 477, + 485 ], [ - 512, - 518 + 513, + 521 ], [ - 543, - 549 + 546, + 554 ] ] }, @@ -5418,15 +3569,15 @@ ], [ 322, - 328 + 330 ], [ - 360, - 366 + 362, + 370 ], [ - 400, - 406 + 404, + 412 ] ] }, @@ -5449,7 +3600,7 @@ ], [ 204, - 212 + 211 ] ] }, @@ -5496,27 +3647,27 @@ ], [ 174, - 180 + 182 ], [ - 217, - 223 + 219, + 227 ], [ - 233, - 239 + 237, + 245 ], [ - 270, - 276 + 276, + 284 ], [ - 319, - 325 + 327, + 335 ], [ - 365, - 371 + 375, + 383 ] ] }, @@ -5571,27 +3722,27 @@ ], [ 219, - 225 + 227 ], [ - 261, - 267 + 263, + 271 ], [ - 318, - 324 + 322, + 330 ], [ - 374, - 380 + 380, + 388 ], [ - 420, - 426 + 428, + 436 ], [ - 462, - 468 + 472, + 480 ] ] }, @@ -5626,7 +3777,7 @@ ], [ 283, - 289 + 291 ] ] }, @@ -5649,7 +3800,7 @@ ], [ 402, - 408 + 409 ] ] }, @@ -5680,7 +3831,7 @@ ], [ 179, - 185 + 186 ] ] }, @@ -5711,7 +3862,7 @@ ], [ 150, - 156 + 157 ] ] }, @@ -5742,7 +3893,7 @@ ], [ 285, - 291 + 292 ] ] }, @@ -5765,7 +3916,7 @@ ], [ 266, - 272 + 273 ] ] }, @@ -5796,7 +3947,7 @@ ], [ 148, - 154 + 155 ] ] }, @@ -5827,11 +3978,11 @@ ], [ 211, - 217 + 218 ], [ - 295, - 301 + 297, + 304 ] ] }, @@ -5898,15 +4049,15 @@ ], [ 368, - 374 + 376 ], [ - 419, - 425 + 421, + 429 ], [ - 472, - 478 + 476, + 484 ] ] }, @@ -5933,7 +4084,7 @@ ], [ 697, - 703 + 704 ] ] }, @@ -5956,7 +4107,7 @@ ], [ 99, - 107 + 106 ] ] }, @@ -5983,7 +4134,7 @@ ], [ 293, - 299 + 300 ] ] }, @@ -6006,7 +4157,7 @@ ], [ 296, - 302 + 303 ] ] }, @@ -6029,7 +4180,7 @@ ], [ 232, - 238 + 239 ] ] }, @@ -6064,7 +4215,7 @@ ], [ 174, - 180 + 181 ] ] } @@ -6190,31 +4341,77 @@ ] }, { - "cluster_id": "cluster-47077-2", + "cluster_id": "cluster-43656-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47077, + "canonical_pr_number": 43656, "issue_numbers": [], "pr_numbers": [ - 47077, - 47181 + 43656, + 43842 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47077, - "right_pr_number": 47181, - "code_similarity": 0.029, - "size_similarity": 0.086, - "file_overlap": 0.0, + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, "area_overlap": 0.0, - "patch_similarity": 0.077, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] } ] }, @@ -6496,13 +4693,12 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-8", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -6525,28 +4721,13 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-18", - "canonical_pr_number": 46834, + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, "duplicate_pr_numbers": [ - 43451, - 46376, - 46658, - 46836, - 47034, - 47096, - 47143, - 47163, - 47166, - 47184, - 47210, - 47216, - 47223, - 47229, - 47241, - 47242 + 43842 ], - "target_issue_number": 46821, - "reason": "PRs in cluster-43451-18 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -6618,7 +4799,7 @@ 47234 ], "target_issue_number": 46159, - "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, { "cluster_id": "cluster-46305-4", @@ -6631,14 +4812,36 @@ "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46693-4", - "canonical_pr_number": 47134, + "cluster_id": "cluster-46376-6", + "canonical_pr_number": 46836, "duplicate_pr_numbers": [ - 46696, - 47215 + 46376, + 47143, + 47163, + 47181, + 47210 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46376-6 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-3", + "canonical_pr_number": 47215, + "duplicate_pr_numbers": [ + 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-4 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46821-4", + "canonical_pr_number": 46834, + "duplicate_pr_numbers": [ + 47223, + 47229 + ], + "target_issue_number": 46821, + "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -6650,25 +4853,15 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-8", - "canonical_pr_number": 46903, + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46895, "duplicate_pr_numbers": [ - 46895, 46958, 47090, 47235 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47077-2", - "canonical_pr_number": 47077, - "duplicate_pr_numbers": [ - 47181 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47205-3", @@ -6681,15 +4874,15 @@ } ], "best_issue": { - "cluster_id": "cluster-43451-18", - "issue_number": 46821, - "reason": "Issue #46821 is the strongest global issue candidate because it is open, belongs to a cluster with 18 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 286.0 + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 174.0 }, "best_pr": { - "cluster_id": "cluster-43451-18", - "pr_number": 46834, - "reason": "PR #46834 is the strongest global PR candidate because it is open, belongs to a cluster with 18 artifacts, links to 1 issues, and carries 8 review/discussion events.", - "score": 320.962 + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 8ba60780f6167f22729207e340b3432de08ac2ac..065f82213428bba86fbe7a876d550ade81fc4275 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": "20260710T120019Z", - "generated_at": "2026-07-10T12:07:27Z", + "snapshot_id": "20260710T180030Z", + "generated_at": "2026-07-10T18:13:05Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:24643", "issue:30277", @@ -98,8 +98,8 @@ "issue:44292|issue:44457", "issue:44841|issue:46661", "issue:24643|issue:30277", - "issue:34928|issue:44805", "issue:43716|issue:46869", + "issue:34928|issue:44805", "issue:45685|issue:46869", "issue:45859|issue:45902", "issue:34928|issue:36331", @@ -132,94 +132,94 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "2d9aabd2687fc757c99d89071f4208952117f4d0810ee02a8f8bbbd8cc43431f", + "prepared_review_unit_hash": "f724c9ea54c1eef90cea6e07cd44614987ad3c37f7acc476b75c700900048df4", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46573, - "estimated_input_tokens": 11644, - "estimated_eval_tokens": 23544 + "serialized_chars": 46579, + "estimated_input_tokens": 11645, + "estimated_eval_tokens": 23546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated and should not be merged. The only strong duplicate signal is the pair of DeepSpeed ZeRO-3/Bert index errors (issue:43596 and issue:43638), which appear to describe the same underlying failure mode.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43638 is the more specific of the duplicate ZeRO-3/Bert reports, explicitly covering the non-pretrained Bert case and the same \"index 0 is out of bounds for dimension 0 with size 0\" failure.", + "summary": "Mostly unrelated issues. The packet supports two likely near-duplicate issue pairs with very similar failure signatures, but the evidence is stronger for similarity than for confirmed duplication.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43596 is the best representative of the likely ZeRO-3/Bert index-out-of-bounds cluster; issue:43638 appears to be a near-duplicate/narrower variant with the same failure signature.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the best representative issue because it is the clearest, most specific description of the shared DeepSpeed ZeRO-3/Bert index error.", + "best_issue_reason": "issue:43596 is the strongest global issue candidate because it most clearly captures the shared ZeRO-3/Bert out-of-bounds failure at the center of the likely duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and different failure modes: missing config attribute vs streaming API failure." + "reason": "Different failure classes: config attribute error vs streaming chat/completions behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both mention GPU/MoE-related problems, but the errors and likely code paths are different (AMD GPU support vs MPS histogram on int)." + "reason": "Both involve model/runtime problems, but one is AMD GPU support and the other is an MPS Int histogram limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different symptom surfaces: image-preprocessor dtype mismatch vs AMD GPU incompatibility for GPT-OSS." + "reason": "Different models and different device/mixed-dtype problems." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same underlying issue as GPT-OSS on AMD GPUs." + "reason": "Autocast dtype mismatch is not the same as GPT-OSS failing on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated models and code paths: GPT-OSS on AMD GPUs vs a broken Nemotron example." + "reason": "Different model families and different execution paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Both are MoE-related, but one is AMD GPU execution and the other is an invalid method call in GraniteMoEHybrid." + "reason": "AMD GPU failure is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated failures." + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and Qwen3Moe FineGrainedFP8 failure do not share the same underlying bug." + "reason": "Both are model-specific errors, but on different models and different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different model families and different errors: ONNX export vs auto device-map CUDA assert." + "reason": "ONNX export and device-map CUDA assert are unrelated failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are different documentation/runtime problems." + "reason": "Table QA crash and RAG documentation issues are unrelated." }, { "left": "issue:35545", @@ -231,292 +231,310 @@ "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup issues, but they cover different removed documentation topics and are not clearly the same bug." + "reason": "Both are docs cleanups, but they target different removed features and are not the same change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL embedding unpacking failure is unrelated to resuming training with local models and trust_remote_code." + "reason": "TRL SFT embedding unpacking and resume-training/trust_remote_code are unrelated." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Training-resume issue and YOLO multi-GPU device-map issue are unrelated." + "reason": "Resume-training issue is unrelated to multi-GPU YOLO device mapping." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape indexing error does not match the Gemma4 PLE device-mismatch forward failure." + "reason": "Different model-specific tensor-shape/device-mapping problems." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are indexing errors, but one is a ZeRO-3/Bert zero-sized tensor issue and the other is a mask/tensor shape mismatch." + "reason": "Both mention IndexError, but the failing code paths and causes differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to resume/trust_remote_code behavior." + "reason": "ZeRO-3 Bert loading and training-resume code are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signatures: zero-sized index error in ZeRO-3 initialization vs mask shape mismatch." + "reason": "ZeRO-3 Bert loading error is not the same as a mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor indexing error is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Mask shape mismatch and Qwen3.5 video token/feature mismatch are different bugs." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "No shared underlying code path: training resume with remote code vs broken example script." + "reason": "Resume-training issue is unrelated to the Nemotron example breakage." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failures in different subsystems: tensor mask mismatch vs GPT-OSS tensor-parallel MoE issue." + "reason": "Shape-mismatch error and GPT-OSS TP failure are different problems." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3-vl is unrelated to model-training resume behavior." + "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to training resume behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "Processor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the Jamba collective mismatch is a different failure from the Bert zero-sized index error." + "reason": "DeepSpeed collective mismatch and Bert ZeRO-3 index error are different failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/Bert bug: both report the same zero-sized tensor/index-0 out-of-bounds failure, with the later issue being the more specific report." + "reason": "Likely same underlying ZeRO-3/Bert out-of-bounds index bug; 43638 looks like a near-duplicate variant with the same failure signature." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization mismatch and LoRA merge/save/load mismatch are different bugs." + "reason": "Detokenization bug and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA weight merge inconsistency are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are different problems." + "reason": "Processor failure for Voxtral and remote-code config_class error are different code paths." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct training failures." + "reason": "Different DeepSpeed-related errors: weight dimensionality vs collective mismatch." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:43716", + "right": "issue:46869", "accept": false, - "reason": "FSDP activation-checkpointing recompute mismatch is not the same as the mask indexing error." + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43716", - "right": "issue:46869", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map issue are unrelated." + "reason": "Activation-checkpointing/FSDP tensor recomputation and mask indexing mismatch are not the same bug." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram-on-int error and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS Int histogram issue is unrelated to YOLO device-map auto failures." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both are about Qwen3_5MoeTextRotaryEmbedding, but the reported failures differ enough (CPU offload compatibility vs uninitialized memory after to_empty) that they are not clearly the same bug." + "reason": "Same model family, but the titles point to different symptoms and root causes are not clearly identical." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "FSDP recomputation mismatch and CustomTrainer signature break are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert index error and GPT-OSS tensor-parallel issue do not share the same code path." + "reason": "ZeRO-3 Bert loading error and GPT-OSS TP failure are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different runtime paths: Bert ZeRO-3 init vs GPT-OSS TP/MoE." + "reason": "Different models and different failure mechanisms." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and different errors: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Inputs_embeds reverse embedding lookup inefficiency is unrelated to video chat-template feature/token mismatch." + "reason": "inputs_embeds reverse-lookup cost and video chat-template mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and GPT-OSS on AMD GPUs are different issues." + "reason": "Qwen NVFP4 runtime error and AMD GPU support issue are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3TextConfig sliding_window_pattern and Mistral regex patch crash are unrelated." + "reason": "Gemma3TextConfig/vLLM attribute error and Mistral regex patch crash are different bugs." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both mention torch 2.4.1, but the incompatibility reports are not the same concrete bug." + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; 46515 appears to be a near-duplicate with the same version mismatch." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are different forward-path problems." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP activation-checkpointing recompute mismatch is unrelated to Qwen3 auto device-map CUDA assert." + "reason": "Device-map forward mismatch and reverse embedding lookup are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are not the same issue." + "reason": "Torch 2.10 compatibility and Qwen-3 NVFP4 runtime failure are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel behavior." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and Mistral-3 dtype mismatch are unrelated." + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and different error classes: autocast dtype mismatch vs Qwen-3 NVFP4 runtime error." + "reason": "Different model-specific dtype/runtime issues." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to a broken Nemotron example." + "reason": "Mistral image-preprocessor dtype mismatch and Nemotron example breakage are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram-on-int error are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram Int support are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking failure are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models and different device/backend issues: Mistral-3 dtype mismatch vs MPS histogram limitation." + "reason": "Mistral dtype mismatch and MPS Int histogram issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure types." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to GPT-OSS tensor parallelism." + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy being called and Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger Kernel cross-entropy call and Qwen3.5 input embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and Bert ZeRO-3 index error are similar in shape but clearly different model-specific issues." + "reason": "Gemma3 ZeRO-3 loading and Bert ZeRO-3 loading share a broad theme but not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but one is about removed pipeline tasks and the other about the transformers run command; not the same artifact." + "reason": "Both are docs issues, but they concern different removed v5 topics." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram-on-int are unrelated." + "reason": "Different model/runtime failures." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and autocast dtype mismatch are different code paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and RAG documentation cleanup are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to mask/tensor shape mismatch." + "reason": "Liger Kernel cross-entropy call and mask shape mismatch are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:43596 vs issue:43638, is supported by nearly identical error signatures and titles; the rest are reasonably rejected as different bugs or code paths." + "accept": false, + "feedback": "The pair-level judgments are mostly conservative and grounded, but the top-level reasoning overstates the evidence. In particular, calling issue:43596/issue:43638 a \"confirmed duplicate pair\" is stronger than what the packet shows: it supports a likely duplicate/same-failure pairing from titles and similarity, not confirmation. Similarly, \"best global issue candidate\" is not fully grounded as stated. Please tone those claims down to likely/near-duplicate language." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -532,7 +550,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:36010", "issue:39290", @@ -626,256 +644,262 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "f651ef2da37aa20609db83a32c2c1d7e88688da98687220a506c5f6dc50da0b7", + "prepared_review_unit_hash": "7c62f7e878b4b74bdc2ad7667367959583d645e85cfb164c672c924f2b7288a9", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39735, - "estimated_input_tokens": 9934, - "estimated_eval_tokens": 20124 + "serialized_chars": 39725, + "estimated_input_tokens": 9932, + "estimated_eval_tokens": 20120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Two true duplicate pairs stand out: the cross-model AutoTokenizer regression pair and the ZeRO-3 zero-sized index error pair. Most other soft matches are only loosely similar and should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45920 is the best canonical issue: it describes a broad, cross-model tokenizer regression and subsumes the narrower Granite-specific report in 45812.", + "summary": "Most items in this cluster are unrelated model- or environment-specific bug reports. The only clear duplicate groups are the AutoTokenizer wrong-token-id regression and the DeepSpeed ZeRO-3 index-out-of-bounds loading failure; everything else is too model- or symptom-specific to merge.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative report of the AutoTokenizer v5 regression, covering multiple model families rather than a single Granite-only instance.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest global issue candidate because it captures the same concrete regression across multiple model families and is the most representative duplicate target in the set.", + "best_issue_reason": "Issue 45920 best captures the shared underlying tokenizer regression and has the widest blast radius in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are torch/version compatibility complaints, but they describe different breakages and code paths." + "reason": "Both mention torch/transformers incompatibility, but they describe different failures and different triggers; not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failure modes: vLLM model loading vs distributed/pytorch support breakage." + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated code paths." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are loading problems, but one is a corrupted checkpoint report and the other is missing text-encoder weights." + "reason": "Different models and different load failures; one is a corrupted Ovis2 checkpoint, the other missing Sam3 text-encoder weights." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Unrelated symptoms and subsystems: vLLM config attribute error vs device-map CUDA assert." + "reason": "Both are vLLM/model-loading errors, but Gemma3 config attr loss and Qwen3 auto-device-map cuda asserts are distinct bugs." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same concrete ZeRO-3 loading failure pattern: index 0 out of bounds with size 0 during model init, differing mainly by model." + "reason": "Both are DeepSpeed ZeRO-3 loading failures with the same index-0-out-of-bounds symptom, likely the same init path bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern unrelated documentation changes." + "reason": "Both are docs issues, but they cover different API/docs regressions." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different product areas and failures; no shared code-path bug." + "reason": "AMD GPU support for GPT-OSS-20B and table-question-answering crashes are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Completely different issue types: storage type lookup vs distributed build/runtime compatibility." + "reason": "Float8 storage lookup failure is a different runtime/serialization issue from torch distributed build support." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different model/runtime behaviors; only broad library usage overlap." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are different problems." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal/model-loading regressions, but the specific failures and components differ." + "reason": "Device-map mismatch in Gemma4 PLE and Qwen3.5 video-token/template mismatch are different failures." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug vs outdated docs; not the same underlying change." + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure mechanisms." + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch are not the same underlying bug." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption/loading issue vs hardware/modelopt compatibility; not the same bug." + "reason": "Corrupted checkpoint vs. ModelOpt compatibility are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint loading bug vs docs/example issue." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both mention regressions in recent versions, but the concrete breakages are unrelated." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regression classes." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression: wrong token IDs across multiple model families; 45920 is the broader report." + "reason": "Same underlying AutoTokenizer regression producing wrong token IDs; 45920 is the broader superset report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different models and different load failures." + "reason": "Different model families and different load issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime error vs unrelated docs problem." + "reason": "Qwen-NVFP4 runtime error and RAG docs are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is a distinct issue from torch/distributed support." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed-build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window-related config, but they are different model-specific failures and code paths." + "reason": "Both mention sliding window, but Gemma3 config attr mismatch and Qwen3-MoE sliding_window behavior are different bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar error class, but different stack/context and not clearly the same bug." + "reason": "Mask-shape mismatch and ZeRO-3 index-out-of-bounds are not the same concrete failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure vs table-question-answering crash; unrelated." + "reason": "Whisper load/run failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and no evidence of the same underlying defect." + "reason": "GLM-4.7-Flash unit-test loading issue and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic config regression are unrelated." + "reason": "Torch 2.10 compatibility and PretrainedConfig pydantic field breakage are different regressions." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are compilation/tracing regressions, but they affect different models and ops." + "reason": "Grouped_mm tracing failure and Sam3 bf16 compilation regression are different compiler/runtime bugs." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and failure modes." + "reason": "DeepSeek detokenization and table QA crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "No shared code-path problem; one is model loading, the other config schema breakage." + "reason": "Whisper loading failure and pydantic-model breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different endpoints and symptoms; not enough to treat as one bug." + "reason": "Both involve Qwen3.5 and chat, but the crashes are different APIs and symptoms, so not safely the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading index error vs torch/distributed compatibility; unrelated." + "reason": "ZeRO-3 loading failure and torch/transformers version incompatibility are unrelated." }, { - "left": "issue:43541", - "right": "issue:46869", + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram unsupported for Int are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Different model/runtime contexts and failure mechanisms." + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Dynamo tracing grouped_mm failure vs autocast dtype mismatch are distinct." + "reason": "Torch dynamo grouped_mm tracing error and autocast dtype mismatch are different failures." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor/model loading issue vs template compilation error; unrelated." + "reason": "Processor loading and template-node compilation errors are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model families and distinct runtime issues." + "reason": "GraniteMoEHybrid invalid method call and YOLO auto device-map failure are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug vs checkpoint corruption; not the same defect." + "reason": "Mistral3 lm_head tying and Ovis2 checkpoint corruption are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index/mask errors, but the shapes, context, and loading paths differ." + "reason": "Both are IndexError reports, but the mask-shape mismatch and ZeRO-3 zero-size index error arise from different paths." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Different bug classes: flash-attn fallback gating vs remote-code class metadata handling." + "reason": "flash-attn2 fallback gating and remote-code config_class errors are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The two accepted duplicate pairs are well supported by the packet titles: the AutoTokenizer regression pair (45812/45920) and the zero-sized index/ZeRO-3 loading pair (41762/43596). The remaining soft-edge rejections are appropriately conservative and do not overclaim identity from only broad symptom similarity." + "feedback": "The cluster summary is grounded in the packet metadata and stays mostly conservative. The two accepted pairs are defensible from the shared error signatures, especially the AutoTokenizer regression pair. Rejections are generally cautious and well-supported by the differing model paths or symptoms." }, "evaluator_used": true, "retried": false, @@ -894,7 +918,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:39186", "issue:40990", @@ -965,8 +989,8 @@ "issue:43054|issue:43994", "issue:44479|issue:46294", "issue:46468|issue:46869", - "issue:45759|issue:45902", "issue:43596|issue:46165", + "issue:45759|issue:45902", "issue:46640|issue:46661", "issue:43716|issue:44918", "issue:39186|issue:44918", @@ -982,254 +1006,251 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "871acc32de4412ad86ac9684062757c0b1a62227591c2a0003dc80a4c0559eee", + "prepared_review_unit_hash": "040c395399b7f71dd4c9708a0cf8c2d40c434ba87ab375990cba0bc82182010c", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38032, - "estimated_input_tokens": 9508, - "estimated_eval_tokens": 19272 + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions. Only two soft pairs look plausibly duplicate enough to merge: the remote-code/custom-module loading reports, and the input_ids/inputs_embeds validation/error-message reports. Most other pairs are different models, different code paths, or just share broad subsystem language.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45632 is the clearest concrete bug report in the closest duplicate subcluster: a remote_code cache-path collision causing the wrong module to be loaded for local models.", + "summary": "This cluster is heterogeneous: most items are model-specific regressions or compatibility bugs, and none of the soft pairs look like the same underlying bug/change. A few are loosely similar by theme (v5 regressions, remote_code, dtype issues), but they remain distinct.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the best umbrella issue for the cluster\u2019s recurring v5/custom-model regression theme: it is broad, concrete, and closer to a family of breakages than the more narrowly scoped reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the strongest representative because it names a specific, actionable failure mode rather than a vague symptom or a docs/example issue.", + "best_issue_reason": "issue:45020 is the most representative high-level issue in this set; it captures a broad compatibility regression affecting model loading paths without being as narrowly tied to one model or one symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both mention v5/config breakage, but one is StableLm pad_token_idx and the other is a broader PretrainedConfig/pydantic regression; not the same bug." + "reason": "Both are v5-era regressions, but one is missing `pad_token_idx` in `StableLmConfig` while the other is a `PretrainedConfig` pydantic-field break; different code paths and fixes." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version incompatibility and Gemma4 device mismatch are different failures with different code paths." + "reason": "One reports a torch/transformers version incompatibility; the other is a Gemma4 device-mismatch during forward. Same broad area, not the same bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are unrelated model-compatibility requests." + "reason": "`PaddleOCR-VL` loading failure and `gpt-oss` GGUF architecture support are different model families and different failure modes." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init argument breakage is unrelated to the Sam3 bf16 compilation regression." + "reason": "bitsandbytes constructor incompatibility is unrelated to the Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related, but one is a generic mask/index mismatch and the other is a Qwen3.5/trl embedding unpacking issue." + "reason": "Both mention shape-related errors, but one is a mask/index mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT; not the same underlying bug." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image-preprocessor dtype mismatch and bf16 compilation regression are different bugs." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 BF16 compilation." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are different model/runtime issues." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different model and path than Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference failure are unrelated." + "reason": "GGUF `gpt-oss` support and Qwen3.5 streaming inference are different features and failure points." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both involve recent-version breakage, but one is init_empty_weights/_is_hf_initialized and the other is a PretrainedConfig field regression." + "reason": "`init_empty_weights` kwarg failure is a constructor/weight-init issue; `PretrainedConfig` pydantic break is a config-model serialization issue." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM and tied-weights translation-model issues do not share the same concrete failure mode." + "reason": "int4 OOM from reserved memory growth and tied-weights translation-model issues are not the same defect." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig/pydantic breakage." + "reason": "Qwen3-MoE sliding_window behavior and a pydantic `PretrainedConfig` field regression do not share a concrete code path." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device_map problem and Sam3 compilation regression are different code paths." + "reason": "Multi-GPU `device_map='auto'` YOLO failure is unrelated to Sam3 bf16 compilation." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is mask length mismatch and the other is zero3/BertModel initialization; not the same issue." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is empty-tensor access under DeepSpeed ZeRO-3 init; different bugs." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls are unrelated to the Sam3 bf16 compilation regression." + "reason": "GraniteMoEHybrid invalid method call is unrelated to Sam3 bf16 compilation regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and unrelated to treat as the same bug." + "reason": "Remote-code breakage in recent transformers and torch/transformers version incompatibility are distinct compatibility problems." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different multimodal failures." + "reason": "Image-preprocessor dtype mismatch and video-token/feature mismatch are different multimodal pipelines and errors." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are about Siglip2 quality, but one is a relative embedding-quality complaint and the other is a pipeline/AutoModel wrong-output report; not clearly the same bug." + "reason": "SigLIP2 embedding quality regression and a wrong-results pipeline issue are related only by vision models, not by the same bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Video-input regression in Qwen models and Qwen3.5 video template mismatch are related only by modality, not by a specific shared bug." + "reason": "Qwen3.5 video regression in v5.3.0 and Qwen3.5-9B video/chat_template mismatch are separate video-input failures." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU loading are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure affect different models and code paths." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:43596", + "right": "issue:46165", "accept": false, - "reason": "Composite-config unwrapping and uninitialized inv_freq after meta->to_empty are different model-initialization bugs." + "reason": "DeepSpeed ZeRO-3 init IndexError is not the same as resuming training with a local model and `trust_remote_code`." }, { - "left": "issue:43596", - "right": "issue:46165", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "Deepspeed zero3/BertModel index error is unrelated to trust_remote_code resume-loading behavior." + "reason": "Unwrapping `text_config` in multimodal configs and uninitialized `inv_freq` after `to_empty(cuda)` are different Qwen3.5 MoE issues." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are different failures." + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and different symptoms: image dtype mismatch vs Qwen3.5/TRL embedding unpacking." + "reason": "Different model families and failure modes: Mistral-3 dtype mismatch vs Qwen3.5 embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5 mask/embedding mismatch." + "reason": "FSDP `'weight' must be 2-D` is unrelated to Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model-in-notebook breakage and flash-attn2 fallback blocking are different issues." + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are separate changes, not the same bug." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific reports." + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific report titles with no shared code path." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same remote_code/custom-module resolution problem: a bad cache/path selection leads to loading the wrong module after save/load." + "accept": false, + "reason": "One is a cache-path collision for local models; the other loads the wrong custom module after save/load. Related remote-code area, but different underlying bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback behavior are unrelated." + "reason": "Qwen3MoE FineGrainedFP8 failure and flash-attn2 fallback blocking are different issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are both about weights, but not the same concrete code-path problem." + "reason": "Tied `lm_head` bug in Mistral3 conditional generation is not the same as translation-model tied-weights regression in v5." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs typo do not duplicate each other." + "reason": "A DSA indexer discussion and a docs typo are not duplicates or the same change." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weights translation-model regressions are different." + "reason": "Quantization offloading behavior and tied-weights translation issues are different subsystems and fixes." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command docs mention are unrelated documentation issues." + "reason": "Cache-strategy typo and docs command removal are unrelated documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are different bugs." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are different failures." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method-call are different model-specific bugs." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "These look like the same validation family bug: XOR-based input_ids/inputs_embeds checks producing wrong or misleading decoder-validation errors across models, with T5 as one instance." + "accept": false, + "reason": "The XOR input validation bug and T5 decoder-input error-message bug are related only by validation messaging, not by the same concrete defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it correctly treats this as a mostly heterogeneous cluster, and the two accepted soft pairs are plausible same-bug families. The remote_code/custom-module pair is a clear match, and the input_ids/inputs_embeds validation pair is a reasonable conservative merge candidate. No soft-edge verdict overstates the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1241,10 +1262,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:24643", "issue:28530", @@ -1259,7 +1280,6 @@ "issue:43493", "issue:43643", "issue:43644", - "issue:43782", "issue:43824", "issue:43828", "issue:43856", @@ -1277,7 +1297,6 @@ "issue:44863", "issue:44910", "issue:44928", - "issue:44960", "issue:44991", "issue:45005", "issue:45020", @@ -1289,11 +1308,13 @@ "issue:45902", "issue:45920", "issue:45987", + "issue:46032", "issue:46489", "issue:46491", "issue:46858", "issue:46899", - "issue:46932" + "issue:46932", + "issue:47246" ], "soft_pairs": [ "issue:44863|issue:45005", @@ -1301,6 +1322,7 @@ "issue:46489|issue:46491", "issue:39692|issue:43054", "issue:43950|issue:44534", + "issue:46032|issue:47246", "issue:36331|issue:41762", "issue:43644|issue:43950", "issue:43872|issue:44589", @@ -1324,226 +1346,225 @@ "issue:42947|issue:43856", "issue:41553|issue:43883", "issue:44991|issue:45399", - "issue:43824|issue:43872", - "issue:43782|issue:44960" + "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "d43eb3062a80d68a617efbdcd3123cdab14ab3317b74354869069485030365b2", + "prepared_review_unit_hash": "6d71b5f2d6c7cba79d2b29d618dc75237ddc9b734bd06435b3363ab78c445df9", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36879, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "serialized_chars": 37053, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy cluster of distinct Transformers issues, but the non-persistent-buffer regression subcluster is broader than initially noted: issue:43950, issue:43644, issue:44534, and issue:45902 all describe the same v5 buffer-corruption/fill-with-junk problem. The other accepted duplicate subclusters remain StaticCache.get_seq_length return-shape issues and Gemma4 quantized embedder dtype casting.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43950 is the clearest and broadest representative of the non-persistent-buffer regression, and it matches the closely related reports in issue:43644, issue:44534, and issue:45902.", + "summary": "Most soft pairs are false positives: they share a subsystem or theme, but not the same concrete bug. Clear duplicates show up in three small clusters: non-persistent buffer corruption in v5, StaticCache/get_seq_length shape/regression, and Gemma4 quantized embedders dtype casting.", + "confidence": 0.84, + "canonical_issue_reason": "#43950 is the best canonical issue among the duplicate clusters: it states the non-persistent-buffer regression clearly, with #43644 and #44534 as near-identical follow-ups/variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best anchor because it states the regression most directly and covers the full duplicate family around non-persistent-buffer corruption in Transformers 5.x.", + "best_issue_reason": "#43950 is the strongest overall issue candidate because it is precise, regression-focused, and directly subsumes the other non-persistent-buffer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights behavior in translation models." + "reason": "Both are model-loading regressions around weights/tied weights, but they describe different failure modes and code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Unrelated model-specific failures: DeepSeek-Coder detokenization vs Qwen-3-8B-NVFP4 loading." + "reason": "Different models and different failures; one is a tokenizer/detokenization regression, the other is an NVFP4 runtime error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and likely different code paths." + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder-specific output and the other is a CodeLlama round-trip space-loss bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors for SigLIP2 vs a text-embedding quality regression; not the same bug." + "reason": "Both mention SigLIP2, but one is documentation/model-processor mismatch and the other is a model quality/embedding complaint." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption/fill-with-junk regression." + "reason": "Same underlying regression: transformers v5 corrupts non-persistent buffers registered with persistent=False." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Related Mamba2-family recurrence issues, but one is a generic use_cache bug and the other is a NemotronH-specific slow-path propagation problem." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different issues: custom trainer argument mismatch vs DeepSpeed ZeRO-3 load-time IndexError." + "reason": "Different errors in unrelated training/loading flows; no shared concrete bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption regression; both describe junk-filled/corrupted non-persistent buffers." + "reason": "Same bug: non-persistent buffers are being filled/corrupted during from_pretrained in v5.x." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both involve quantization/storage, but the concrete failures and code paths differ." + "reason": "Both are quantization/storage failures, but they involve different object types and different root causes." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads like a duplicate/fix-up report." + "reason": "#46932 is explicitly the same Gemma4 quantized embedder dtype-casting bug reported in #46899." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs a generic tokenization-change report; not the same defect." + "reason": "Shared tokenization/performance theme only; one is SigLIP2 text embeddings, the other is a general tokenization-change report." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Tokenizer regressions for different model families; too little evidence they share one concrete code-path bug." + "reason": "Both concern tokenizer regressions, but #45920 is broad across many models while #46489 is a DeepSeek-Coder-specific gap in a prior fix." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different failures: autocast dtype mismatch for Phi MoE vs Qwen3.5 FlashAttention/position_ids crash." + "reason": "Different symptoms and different code paths: autocast dtype mismatch vs RLHF gradient explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Related SigLIP2 complaints, but one is a quality symptom and the other is a broader HF-vs-JAX discrepancy." + "reason": "Same model family, but one reports zero probabilities and the other reports worse text embeddings; not enough to prove the same bug." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache.get_seq_length contract bug: returning a tensor/device-bound value instead of a plain int-like scalar." + "reason": "Same underlying API regression: cache.get_seq_length() returns a tensor/shape-(1,) value instead of a plain int, breaking callers." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer corruption family; 45902 is a concrete manifestation after meta -> to_empty(cuda) materialization." + "accept": false, + "reason": "Both involve buffer/materialization behavior, but one is from_pretrained corruption and the other is meta-to-empty uninitialized-memory reading." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related SigLIP2 reports, but one is a symptom and the other is a broader HF-vs-JAX implementation discrepancy." + "reason": "Both are about SigLIP2, but one is a quality comparison and the other is an HF-vs-JAX implementation discrepancy; too broad to merge confidently." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility." + "reason": "Different failures: flash-attention illegal memory access vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to non-persistent-buffer initialization." + "reason": "Unrelated bugs: FSDP2 KeyError in Gemma4 attention vs uninitialized rotary embedding memory after materialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different memory/training regressions: LoRA checkpointing ineffectiveness vs int4 quantization OOM." + "reason": "Both concern training/memory, but one is gradient checkpointing behavior and the other is int4 CUDA reserved-memory/OOM regression." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load-time noise vs a distinct model-loading failure for ScandiBERT." + "reason": "One is a noisy log-message complaint; the other is a specific model-loading failure for ScandiBERT." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training/early-stopping issues." + "reason": "Completely different training errors: DeepSpeed weight shape runtime error vs early-stopping metric configuration." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs FlashAttention import error on Python 3.13." + "reason": "Both are loading/tokenizer issues, but one is a detokenization bug and the other is a Python 3.13 flash_attn import error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs a distinct model-loading failure for cjvt/sleng-bert." + "reason": "Both are loading-related, but one is generic logging noise and the other is an actual model-loading failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is broad model-loading breakage." + "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is a broad report that recent versions break remote_code models." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/configuration failures: ZeRO-3 load IndexError vs FineGrainedFP8Config failure." + "reason": "Different model/load failures: Gemma3 ZeRO-3 index error vs Qwen3MoE FineGrainedFP8Config failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different causes and symptoms: LoRA checkpointing vs MoE training memory inefficiency." + "reason": "Different memory-related training complaints; no shared concrete failure mode." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad error message for AutoTokenizer loading Voxtral is unrelated to Molmo tied-weights metadata." + "reason": "Different issues: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys attribute." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs FlashAttention2 fallback gating logic." + "reason": "Both involve tokenizer/model loading, but one is an actual tokenizer load failure and the other is a flash-attn fallback blocking issue." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a Qwen VL class vs bitsandbytes Int8Params incompatibility." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight_only loading error vs GLM5; no clear shared bug." + "reason": "Different incompatibilities: missing Qwen2_5_VL import vs bitsandbytes Int8Params constructor mismatch." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the soft-edge verdict for issue:43644 vs issue:43950 is not grounded in the packet. The titles are both about Transformers v5 filling/corrupting non-persistent buffers, so this looks like the same regression subcluster, not a different bug. The provided reason also references remote-code field loss, which is a different issue (issue:43643), suggesting a mismatch. As a result, the summary undercounts the non-persistent-buffer duplicate set." + "accept": true, + "feedback": "The summary is well grounded in the packet and the soft-edge decisions are conservative. The three accepted duplicate clusters are supported by the issue titles and descriptions: non-persistent buffer corruption (#43644/#43950/#44534), StaticCache/get_seq_length tensor-vs-int regression (#45987/#46858), and Gemma4 quantized embedder dtype casting (#46899/#46932). The other pairs are reasonably rejected as related-but-not-same-bug cases. " }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1556,10 +1577,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:24643", "issue:30064", @@ -1570,6 +1591,7 @@ "issue:42947", "issue:43257", "issue:43404", + "issue:43782", "issue:43792", "issue:43827", "issue:43828", @@ -1588,7 +1610,7 @@ "issue:44805", "issue:44863", "issue:44928", - "issue:44991", + "issue:44960", "issue:45020", "issue:45081", "issue:45305", @@ -1603,7 +1625,6 @@ "issue:45823", "issue:45923", "issue:46315", - "issue:46402", "issue:46489", "issue:46661", "issue:46869", @@ -1612,6 +1633,7 @@ ], "soft_pairs": [ "issue:45081|issue:45399", + "issue:43782|issue:44960", "issue:45685|issue:45823", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1636,219 +1658,211 @@ "issue:43854|issue:44863", "issue:24643|issue:30064", "issue:44479|issue:44560", - "issue:44928|issue:45588", "issue:41093|issue:44805", - "issue:41553|issue:44991", - "issue:44863|issue:46402" + "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "e45cff73187509af410e2450b4caca93097e2922275acfa5353339d09562a5e0", + "prepared_review_unit_hash": "27b84e8a1e445192a635934e14fe21d01a2445b73030fe38384c0953ec6f62bb", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36987, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "soft_pair_count": 28, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and not a single duplicate cluster. I only see four believable duplicate pairs: two exact/near-exact bug reports, one docs cleanup pair, and one likely shared Qwen video regression; the rest look like adjacent but distinct failures.", - "confidence": 0.84, - "canonical_issue_reason": "There is no single canonical issue for the whole set because the items span many unrelated bugs. If one representative has to be chosen, 46894 is the best anchor because it is the clearest, broader report for the only strong duplicate pair and is still open/reusable for triage.", + "summary": "Mostly unrelated issues. Two soft edges look like true duplicates: stale v5 docs about removed pipeline tasks, and the pair of training-loss double-shift reports for different models. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 46894 is the clearest canonical candidate: it describes a concrete training-loss double-shift bug pattern and is the broader reference point for the matching Florence2 report.", "canonical_pr_reason": null, - "best_issue_reason": "46894 is the strongest global issue representative: it is detailed, open, and directly matches 46897\u2019s same underlying training-loss double-shift bug, making it the best triage anchor among the true duplicates.", + "best_issue_reason": "Issue 46894 is the best overall representative issue in this set because it is specific, actionable, and matches another near-identical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Related tokenizer/attention internals, but these are different bugs: Mistral regex loading vs flash-attn2 fallback gating." + "reason": "Different problems: tokenizer regex crash vs flash-attn2 fallback gating." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model/load failures with different symptoms and code paths." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS int histogram in MoE vs Gemma4 PLE device mismatch." + "reason": "Unrelated bugs: MPS histogram int support vs device-map forward mismatch." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are compatibility regressions, but one is remote-code loading and the other is a forward/device-map issue." + "reason": "Broadly about version regressions, but distinct failures and models." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-registration helper bug and remote-code loading breakage are different code paths." + "reason": "Different regression classes: tokenizer mapping helper bug vs remote-code model breakage." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and errors; one is a bad tokenizer message, the other is a GLM load failure." + "reason": "Both are bad load errors, but for different models and likely different root causes." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Gemma4 device placement." + "reason": "Different issue areas: autocast dtype mismatch vs device-map/model placement failure." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is weight conversion on hf4.x and the other is a config warning about tie_word_embeddings." + "reason": "Related to Qwen LoRA warnings, but one is a cross-version incompatibility and the other is a config warning." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Tokenizer-related, but remote-code breakage and Kimi codec handling are distinct regressions." + "reason": "Both are regressions, but one is remote_code breakage and the other is tokenizer codec handling." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different methods and likely different hot spots." + "reason": "Both concern tokenizer conversion performance, but different directions/methods and likely different fixes." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Two separate model-loading failures with different missing pieces." + "reason": "Different model load failures: glm-4v-9b load failure vs missing all_tied_weights_keys." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes init-arg incompatibility is unrelated to YOLO multi-GPU device-map behavior." + "reason": "Different incompatibilities: bitsandbytes constructor change vs YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite config unwrapping and remote-code config_class handling are different loader bugs." + "reason": "Both involve model factory/config handling, but one is composite multimodal config unwrapping and the other is remote-code model_class metadata." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: stale references to removed pipeline tasks after the v5 removals." + "reason": "These report the same stale v5 documentation problem: removed pipeline tasks still referenced in docs." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both touch DeepSeek tokenization, but one is a ByteLevel/Metaspace override bug and the other is a separate DeepSeek-Coder output regression." + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same code-path bug." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote-code models, but the failures are different and not the same bug." + "reason": "One is a remote_code compatibility regression; the other is a missing config_class attribute in AutoModel loading." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are unrelated regressions." + "reason": "Different weight/buffer handling bugs: untied lm_head vs corrupting non-persistent buffers." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug pattern reported for two models; clearly the same underlying issue." + "reason": "Same underlying training-loss double-shift bug pattern reported for two models; could plausibly be fixed together." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is ZeRO-3 weight loading and the other is gradient averaging with loss kwargs." + "reason": "Both mention DeepSpeed, but one is weight loading and the other is gradient averaging." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Likely audio-related, but the reports are too different to call duplicate from titles alone." + "reason": "Different audio/data-processing failures with no clear shared root cause." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different bugs: Trainer API TypeError vs tensor/mask shape mismatch." + "reason": "Unexpected kwarg in custom trainer vs tensor-mask shape mismatch are unrelated." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing symptoms differ: PEFT/LoRA ineffectiveness vs missing supports_gradient_checkpointing flag." + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing support flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 load failures on Qwen variants, but the model families and failure details differ." + "reason": "Both are Qwen/DeepSpeed loading issues, but they target different models and failure modes." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures." + "reason": "Different model-specific loading/test failures with different root causes." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed weight-shape error vs image processor void-segmentation failure." + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Likely the same v5.3.0 video-input regression in the Qwen3/Qwen2.5 VL family, with 44560 as a model-specific manifestation." - }, - { - "left": "issue:44928", - "right": "issue:45588", "accept": false, - "reason": "Gradient explosion NaNs and flash_attention s_aux=None crashes are different failure modes." + "reason": "Both are video-related regressions, but the affected model sets and symptoms differ." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask/index shape mismatch IndexError; these read like duplicate reports of the same bug." - }, - { - "left": "issue:41553", - "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading issues, but they concern different models and different error behavior." + "reason": "Same error template, but not enough evidence they share the same underlying bug or code path." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Different models and different loader failures; not the same bug." + "reason": "Unrelated failures: RLHF gradient explosion vs flash-attention auxiliary-state crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The four accepted soft pairs are all plausible from the titles/bodies, and choosing 46894 as the representative issue is reasonable because it is open and clearly matches 46897. No obvious overstatement." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles/body framing (stale v5 docs, and the shared training-loss double-shift pattern). No evidence appears overstated, and there are no PR-pair concerns here." }, "evaluator_used": true, "retried": false, @@ -1864,10 +1878,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:36010", "issue:38175", @@ -1879,7 +1893,6 @@ "issue:43531", "issue:43550", "issue:43596", - "issue:43632", "issue:43638", "issue:43645", "issue:43646", @@ -1902,6 +1915,7 @@ "issue:44877", "issue:44910", "issue:44918", + "issue:44991", "issue:45030", "issue:45325", "issue:45584", @@ -1912,12 +1926,15 @@ "issue:45823", "issue:45834", "issue:45902", + "issue:46402", "issue:46489", "issue:46515", "issue:46858", "issue:46899" ], "soft_pairs": [ + "issue:41553|issue:44991", + "issue:44863|issue:46402", "issue:44530|issue:44863", "issue:43366|issue:43828", "issue:43366|issue:43531", @@ -1926,16 +1943,16 @@ "issue:43366|issue:44589", "issue:43638|issue:46515", "issue:44155|issue:45584", - "issue:45663|issue:45823", "issue:41553|issue:44488", + "issue:45663|issue:45823", "issue:42915|issue:43957", "issue:43824|issue:43957", - "issue:43950|issue:45834", "issue:43716|issue:44560", - "issue:43645|issue:43646", + "issue:43950|issue:45834", "issue:42617|issue:43366", - "issue:44910|issue:46858", + "issue:43645|issue:43646", "issue:44560|issue:45685", + "issue:44910|issue:46858", "issue:36010|issue:42915", "issue:43550|issue:44910", "issue:44683|issue:46515", @@ -1948,249 +1965,254 @@ "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:45672|issue:46899", "issue:42491|issue:43720", - "issue:43632|issue:45834", + "issue:45672|issue:46899", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "3765715a0b1766995130bc82003112b3a8de5edd412aec9e75a975ea2e694f52", + "prepared_review_unit_hash": "cbf040a3cd9281dc7747bd87579c2affd9dcbfe37f89163da55e60f81674df1b", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37490, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38375, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical group around Transformers regressions, but only a few pairs look like true duplicates; the rest are different model/code-path failures despite superficial similarity.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "Most pairs are clearly unrelated model-specific failures and should stay separate. I\u2019d accept only three duplicate/near-duplicate pairs: the two Siglip2 wrong-output reports, the two Transformers 5 custom-model initialization reports, and the two Gemma4 4-bit quantization dtype-cast reports.", + "confidence": 0.78, + "canonical_issue_reason": "43994 is the best anchor among this set because it describes the broader Siglip2 regression in a user-facing, model-agnostic way (AutoModel and pipeline), subsuming the narrower zero-probabilities symptom.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43994 is a strong standalone issue: it is specific, reproducible, and describes a concrete wrong-output regression with clear API surfaces, making it easy to deduplicate against.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading/weight-initialization problems, but for unrelated models and likely different root causes." + }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache/linear_attention crash vs NemotronH checkpoint loading." + "reason": "PagedAttentionCache/linear_attention crash vs. NemotronH checkpoint loading failure; unrelated bugs." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated bugs: GGUF gpt-oss architecture support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF support for gpt-oss vs. Phi-tiny-MoE autocast dtype mismatch; different code paths and symptoms." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen/MoE-ish areas, but one is GGUF architecture support and the other is a sliding_window behavior bug." + "reason": "Model support request for gpt-oss vs. a Qwen3-MoE sliding_window bug; not the same issue." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Bert/Zero3 init IndexError is a specific loading bug; the other is a broad torch 2.4.1 incompatibility report." + "reason": "Specific Bert/DeepSpeed ZeRO3 IndexError vs. a broad torch 2.4.1 incompatibility report; too different to merge." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen families and different bugs: rope scaling for Qwen2.5-VL vs uninitialized inv_freq after meta->to_empty on Qwen3_5Moe." + "reason": "Both involve position/rotary logic, but they affect different models and fail in different ways." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared code path; GGUF gpt-oss support is unrelated to a missing Float8 storage type error." + "reason": "gpt-oss GGUF support request vs. Float8 storage TypeError; unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different scope and root cause: Zero3/Bert index error vs general torch version incompatibility." + "reason": "Bert/ZeRO3 IndexError vs. generic torch version incompatibility; different concrete bugs." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track-leak bug and Whisper empty-transcription bug are separate pipelines." + "reason": "AudioFlamingo3 batched-inference state leak vs. Whisper empty-transcription failure after token alignment; unrelated." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states rebuild KeyError and the other is a device mismatch in PLE forward." + "reason": "Different model-loading failures for different models, with no clear shared root cause." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Both are loading issues, but Voxtral AutoTokenizer error and cjvt/sleng-bert load failure are different models and symptoms." + "reason": "Both are Gemma4, but one is an FSDP2 KeyError in attention and the other is a device-mapping mismatch; not the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading regressions are distinct problems." + "reason": "Qwen3Moe FP8 failure vs. meta-device loading breakage; distinct problems." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration is an export/API issue; meta-device loading is a separate code path." + "reason": "Missing Qwen2.5-VL export import error vs. meta-device loading bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs. Qwen3-vl StopIteration on video input; different failure mechanisms." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Non-persistent buffer corruption during from_pretrained vs. long-OCR index error; not the same code-path issue." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "Mistral-3 dtype mismatch in image preprocessing and Qwen3-vl StopIteration are different multimodal bugs." + "reason": "A script execution failure vs. a model-architecture support request; no overlap in the underlying bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report Transformers 5.0.0 breaking custom model initialization; the notebook case is just a narrower manifestation of the same regression." + "reason": "Both report Transformers 5 breaking custom model initialization; the notebook-specific report is just a narrower presentation of the same root cause." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss model support." + "reason": "Qwen3-vl video StopIteration vs. MPS histogram-on-Int error; unrelated." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Qwen3.5 flash-attention memory access and static-cache seq_length tensor arithmetic are different bugs." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Qwen3-vl video StopIteration and MPS histogram_mps Int support are unrelated." + "reason": "Both involve attention/cache arithmetic, but one is Qwen3.5 flash-attention misinterpreting 3D position_ids and the other is static-cache seq-length tensor handling on non-CUDA backends." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 loading failure do not share the same bug." + "reason": "GenerationMixin import error vs. Qwen3Moe FP8 failure; unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention crash are separate code paths." + "reason": "Bamba torch.compile/SDPA bug vs. Qwen3.5 flash-attention memory access bug; different code paths." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "torch>=2.9 flex_attention compile failure is not the same as a torch 2.4.1 incompatibility report." + "reason": "Compiled flex_attention failure on torch >=2.9 vs. torch 2.4.1 incompatibility; different incompatibilities." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.5-adjacent, but one is a video embedding StopIteration and the other is an SFT embedding unpacking failure." + "reason": "Video StopIteration vs. SFT trainer embedding-unpack failure; not the same bug." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder v1 output are different model-specific bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 PLE device mismatch is a specific forward-path bug; the other is a generic torch version incompatibility." + "reason": "Gemma4 device mismatch during forward vs. generic torch version incompatibility; unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to Gemma4 device placement in forward." + "reason": "Tokenizer-mapping constraint failure vs. Gemma4 device mismatch; different issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-vl video StopIteration and a generic mask/index shape mismatch are not the same failure." + "reason": "StopIteration in Qwen3-vl video handling vs. a mask-shape IndexError; no shared root cause." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying Siglip2-base-patch16-224 regression: wrong/zero probabilities and nonsensical outputs from AutoModel/pipeline." + "reason": "Same Siglip2 model regression: both describe wrong/zero outputs from the same model, and 43994 is the broader, more explicit report." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both describe model loading broken by stricter config validation; same regression class, just different affected configs." + "accept": false, + "reason": "Both are config-validation load failures, but they concern different models and no concrete shared bug is evident." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3 Bert index error and TOKENIZER_MAPPING_NAMES add-new-model-like failure are distinct issues." + "reason": "DeepSpeed ZeRO3/Bert IndexError vs. tokenizer-mapping restriction; unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Bert Zero3 initialization crash is unrelated to add-new-model-like token mapping handling." - }, - { - "left": "issue:45672", - "right": "issue:46899", - "accept": true, - "reason": "Same Gemma4 4-bit quantization/dtype-cast problem in multimodal/audio-vision embedders; the latter is a broader symptom set of the same bug." + "reason": "DeepSpeed ZeRO3/Bert IndexError vs. tokenizer-mapping restriction; unrelated." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility across hf4.x/hf5.x and BitNet packed-weight unpacking are different loading regressions." + "reason": "LoRA/Qwen3_MoE hf4.x vs hf5.x incompatibility vs. BitNet packed-weight loading under accelerate; different bugs." }, { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index errors are unrelated." + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization dtype-cast problem: one reports the audio-module torch.finfo TypeError, the other the broader multimodal embedder breakage." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Token-mapping model registration failure and mask/tensor shape IndexError are different bugs." + "reason": "Tokenizer-mapping failure for add-new-model-like vs. an unrelated mask-shape mismatch IndexError." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is suitably conservative: it frames the cluster as mostly topical noise around Transformer regressions, and the accepted soft pairs are all plausibly same-regression cases from the titles alone. The rejected pairs also avoid overclaiming duplicates across different models/code paths. No evidence of overstating the links." + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative overall. The three accepted pairs are plausibly same-bug/near-duplicate based on the issue titles, and the rest are reasonably kept separate." }, "evaluator_used": true, "retried": false, @@ -2206,10 +2228,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:38175", "issue:39692", @@ -2218,6 +2240,7 @@ "issue:42915", "issue:43257", "issue:43317", + "issue:43632", "issue:43644", "issue:43645", "issue:43708", @@ -2230,7 +2253,6 @@ "issue:44164", "issue:44291", "issue:44387", - "issue:44402", "issue:44451", "issue:44488", "issue:44534", @@ -2251,6 +2273,7 @@ "issue:45507", "issue:45588", "issue:45812", + "issue:45834", "issue:46050", "issue:46459", "issue:46468", @@ -2260,6 +2283,7 @@ "issue:46901" ], "soft_pairs": [ + "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:43644|issue:44534", @@ -2288,223 +2312,216 @@ "issue:46897|issue:46901", "issue:45488|issue:45812", "issue:45362|issue:45406", - "issue:44910|issue:45588", - "issue:44402|issue:44488" + "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "813f8bcec6d10bccbe50b6887062af01c51679819e10848eb6bb69b0641ac2de", + "prepared_review_unit_hash": "4cea09995c2515b17def7cfa7ea91c444f69de086918f97f741ee7e32de10365", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36058, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with a few near-duplicate issue pairs around the same v5 behavior. The only clear duplicates are the non-persistent-buffer junk regression and the resize_token_embeddings output-embedding regression.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43644 is the broadest, most central representative of the cluster\u2019s clear duplicate subset: it describes a general Transformers 5.0.0 regression and has a near-identical duplicate in 44534.", + "summary": "Mostly a heterogeneous set of unrelated model/regression issues, not one true duplicate cluster. The only clear duplicate is the Transformers v5 non-persistent buffer regression; the rest are model-specific or code-path-specific and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical for the whole set; if one representative is needed, issue #43644 is the cleanest general regression report and is duplicated by #44534.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best global issue anchor because it states the regression at the highest level, is not model-specific, and cleanly captures one of the strongest duplicate groups.", + "best_issue_reason": "#43644 is the strongest representative issue: broad, clearly stated regression, and it matches the exact duplicate wording in #44534.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs and models: `_is_hf_initialized` regression vs Kosmos2.5 OCR index error." + }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are memory/offload-related, but they describe different failures: dequantized model loading with device_map=auto vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Both are memory/offload-related, but they describe different failure modes and code paths." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a zero-probability inference bug and the other is a docs example/model-processor/quantization issue." + "reason": "SigLIP2 zero-probabilities bug vs documentation example errors; one is model behavior, the other is example/quantization problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers 5 regression: non-persistent buffers being initialized with junk; titles are essentially the same bug." + "reason": "Near-exact title match and same Transformers v5 non-persistent buffer bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is an auto-device-map CUDA assert and the other is a FineGrainedFP8Config failure." + "reason": "Both mention Qwen3/Qwen3MoE, but the failures are different: device-mapping assert vs FineGrainedFP8Config loading." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Completely different bugs: Qwen3Moe FP8 config failure vs mmap/offload OOM behavior." + "reason": "Unrelated: Qwen3 MoE FP8 loading failure vs Strix Halo mmap/OOM workaround." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different symptoms and code paths: LoRA model compatibility across HF versions vs resize_token_embeddings not updating embeddings." + "reason": "Different model families and symptoms; LoRA checkpoint compatibility on hf5.x is not the same as Gemma4 resize-token-embedding behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "Different models and different failure surfaces; GLM5 issue is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Similar load-failure wording, but different model repos and no clear evidence they share the same concrete bug." + "reason": "Similar loading complaints, but different models and insufficient evidence of one shared root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 TP plan omissions." + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel plan omissions." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different operations: ZeRO-3 weight loading for language_model vs save_pretrained saving wrong visual encoder keys." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "Different models and issues: GraniteMoEHybrid invalid method call vs broken Nemotron example." + "reason": "Both are Qwen3.5 multimodal issues, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key serialization." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both dtype-related, but one is loading composite checkpoints with ignored dtype and the other is from_config(dtype=...) leaving config stale." + "reason": "Both mention dtype, but one ignores dtype on load while the other leaves config.dtype stale after from_config; different bugs." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer-initialization regression; the other is a Jupyter/custom-model initialization breakage." + "reason": "Different regressions: buffer initialization vs custom-model initialization in Jupyter." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading reports, but they affect different repositories and the concrete failure modes are not established as the same." + "reason": "Both are tokenizer/model loading failures, but they affect different model families and likely different causes." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE loading under accelerate/deepspeed is unrelated to a GLM-4.7-Flash unit-test load problem." + "reason": "Different models and different failures: Qwen3 MoE accelerate/deepspeed conversion vs GLM-4.7 unit-test loading." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but the first is a documentation example with processor/quantization errors and the second is nonsensical model outputs via AutoModel/pipeline." + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough to treat as one bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading or memory, but one is Qwen3 MoE training inefficiency and the other is quantization offloading not behaving as expected." + "reason": "Qwen3 MoE training memory inefficiency is not the same as quantization offloading misbehavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA checkpoint compatibility issue vs a generic resize_token_embeddings output_embeddings bug." + "reason": "Different projects and different problems; LoRA checkpoint incompatibility is unrelated to resize_token_embeddings output mapping." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different bug classes: LoRA model incompatibility after HF upgrade vs T5Gemma embedding resize not propagating." + "reason": "Same general area of model loading, but distinct architectures and a different resize_token_embeddings manifestation." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures: GLM-4.7-Flash test failure vs Qwen3-VL weight shape mismatch." + "reason": "Different models and failure modes: GLM-4.7 test load vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume step calculation vs SGD optimizer arguments not being used." + "reason": "Trainer checkpoint-resume math bug is unrelated to SGD argument handling." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency in Qwen3 MoE and the other is a 5.x int4 CUDA reserved-memory OOM regression." + "reason": "Both concern memory, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue vs sinq save/load corruption; unrelated models and code paths." + "reason": "Different bugs: GLM5 vs sinq save/load breakage." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate loading/saving bugs." + "reason": "Both are loading/save issues, but extra_state handling and unexpected _is_hf_initialized argument are different defects." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings regressions, but one is Gemma4-specific output/embedded-layer syncing and the other is T5Gemma decoder.embed_tokens; not clearly the same code path." + "reason": "Both involve resize_token_embeddings, but Gemma4 embed_tokens_per_layer/output_embeddings and t5gemma decoder.embed_tokens are separate model-specific symptoms." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are training-loss double-shift reports, but they are for different models and no evidence shows they share the same implementation." + "reason": "Same high-level pattern, but different model families and no clear evidence of one shared code path." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer behavior regressions, but one is LlamaTokenizer overriding ByteLevel pre-tokenization and the other is AutoTokenizer producing wrong IDs for Granite models." + "reason": "DeepSeek V3/R1 tokenizer pre-tokenizer regression is unrelated to Granite tokenizer ID regression." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures: Qwen3.5 chat generation crash vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Qwen3.5 chat crash and Gemma4 processor _tokenizer AttributeError are different bugs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention crashes, but one is Qwen3.5 illegal memory access from 3D position_ids and the other is s_aux=None AttributeError on sink-less models." - }, - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer vocab-size mismatch for a specific model vs a separate model-loading regression; not the same underlying bug." + "reason": "Both touch flash attention, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft edges. The chosen anchor issue 43644 is a reasonable broad representative for the non-persistent-buffer regression cluster, and the only accepted pair (43644/44534) is strongly supported by nearly identical titles. One minor note: the resize_token_embeddings cluster is also a strong duplicate set and should be thought of as including 45276/45335 (and 45292 as a related report), but the analyst\u2019s phrasing still captures that safely." + "feedback": "The summary is grounded in the packet and stays conservative. The 43644/44534 pair is the only clearly supported duplicate-style match from the titles, and the other soft-edge rejections avoid overclaiming shared root cause from weak similarity alone." }, "evaluator_used": true, "retried": false, @@ -2523,7 +2540,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:36010", "issue:39404", @@ -2548,8 +2565,8 @@ "issue:44292", "issue:44387", "issue:44402", - "issue:44451", "issue:44479", + "issue:44488", "issue:44589", "issue:44756", "issue:44863", @@ -2575,6 +2592,7 @@ "issue:47228" ], "soft_pairs": [ + "issue:44402|issue:44488", "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:44291|issue:44756", @@ -2592,8 +2610,8 @@ "issue:44155|issue:45823", "issue:43335|issue:45663", "issue:44387|issue:44756", - "issue:45276|issue:45292", "issue:44863|issue:46468", + "issue:45276|issue:45292", "issue:44479|issue:44877", "issue:43381|issue:44928", "issue:44164|issue:44756", @@ -2605,235 +2623,234 @@ "issue:43828|issue:43957", "issue:43645|issue:44164", "issue:43425|issue:47228", - "issue:44589|issue:44756", - "issue:44402|issue:44451" + "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "bd6e17b1d2fd21634dbd22b52bdb38117248aaa364d71539d8418960db1f7130", + "prepared_review_unit_hash": "5bfc332a3016f6ad5a30b4d0ebad70a8d4519b715828b1bf6fe59ba4c257fd30", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37299, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "serialized_chars": 37306, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports that were only loosely matched by text similarity. The only clear duplicate family is the `resize_token_embeddings` / `output_embeddings` regression, with a generic report and two model-specific variants.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45292 is the cleanest generic report of the `resize_token_embeddings` bug, and it subsumes the more specific `gemma4` and `t5gemma` variants in the cluster.", + "summary": "The cluster is mostly heterogeneous, with no strong evidence that the soft-paired issues are true duplicates except for the `resize_token_embeddings` subgroup. No PRs were present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the broadest representative of the only clear duplicate-like family here: it covers `resize_token_embeddings` failing to update both `embed_tokens_per_layer` and `output_embeddings`, while the nearby issues are narrower manifestations of the same regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue because it describes the underlying bug in the broadest, most reusable way and matches the strongest duplicate candidates.", + "best_issue_reason": "issue:45276 is the best single issue to stand in for the cluster\u2019s duplicate-style subgroup because it is the most complete and diagnostic description of the shared embedding-resize bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading problems: token vocab mismatch vs a separate `cjvt/sleng-bert` loading failure." + }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are version/load regressions, but they describe different failures (`torch 2.10` incompatibility vs `torch.device('meta')` loading break) and different affected paths." + "reason": "Different root causes: Torch 2.10 incompatibility vs `torch.device('meta')` load breakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different models and different problems: SigLIP2 doc example errors vs a generic GLM5 issue." + "reason": "Unrelated models and failures: SigLIP2 docs errors vs GLM5 loading/troubleshooting." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` TypeError and Strix Halo mmap OOM are unrelated load-time bugs." + "reason": "Different issues: `init_empty_weights` argument handling vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different model families and different failure modes: Qwen3 device-map CUDA assert vs AudioFlamingo3 token/embedding leakage." + "reason": "Separate bugs in different subsystems/models: Qwen3 device-map crash vs AudioFlamingo3 embedding/token leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "One is an FSDP2 attention state bug in Gemma4; the other is an `AutoModelForCausalLM.from_config` text_config unwrap issue for Qwen multimodal configs." + "reason": "Different code paths: Gemma4 FSDP2 attention state rebuild vs Qwen multimodal `from_config` text_config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head`, but they are separate model-specific reports rather than the same concrete code-path bug." + "reason": "Both mention tying lm_head weights, but they are distinct model families and likely separate fixes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated issues." + "reason": "Unrelated: gradient checkpointing with PEFT/LoRA vs T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization-related, but one is an offloading problem and the other is increased reserved memory/OOM; not the same bug." + "reason": "Both involve quantization/OOM themes, but the symptoms and likely fixes differ (offloading vs reserved-memory growth)." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Different output-structure bugs: `ModelOutput` key assignment vs VideoPrism returning the wrong tensor in `hidden_states`." + "reason": "Different output-shape/metadata bugs in unrelated components." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 key error and Qwen3.5 MoE CPU-offload rotary embedding incompatibility are unrelated." + "reason": "Different bugs: Gemma4 FSDP2 attention state vs Qwen3_5 MoE rotary embedding CPU offload." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and quantization paths (`NVFP4` load error vs `MXFP4` fallback to bf16)." + "reason": "Both are quantization-related, but they affect different models and failure modes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both concern gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." + "reason": "Shared topic only; one is about ineffective checkpointing with LoRA, the other about eval-mode restriction." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are distinct issues." + "reason": "Completely unrelated: import path regression vs Whisper pipeline `return_language` behavior." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "A `meta`-device model-loading regression and a Strix Halo mmap/OOM workaround are different bugs." + "reason": "Different loading issues: `meta`-device initialization vs mmap-induced OOM on a specific platform." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batching corruption and Gemma4 PLE device mismatch are unrelated." + "reason": "Different model-specific bugs: batch leakage in AudioFlamingo3 vs device mismatch in Gemma4 PLE." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are different code paths." + "reason": "Unrelated bugs in different model/config paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both involve memory pressure, but int4 reserved-memory growth is not the same as mmap-related OOM on Strix Halo." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying `resize_token_embeddings`/`output_embeddings` bug; 45292 is the broader generic report and 45276 is a model-specific manifestation." + "reason": "Both mention memory/OOM, but the causes are distinct (int4 reserved memory vs mmap on Strix Halo)." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is a broken official example; not clearly the same fix." + "reason": "Same broad model family, but one is checkpoint loading and the other is a broken example; not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression; issue 45276 just spells out an additional affected embedding path." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen VL video regression and strict `granite_speech` config loading are unrelated." + "reason": "Different regressions: video input handling vs strict config loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and RLHF NaNs from 3D position_ids/SDPA fallback are different bugs." + "reason": "Both mention training/checkpointing behavior, but one is eval-mode checkpointing and the other is RLHF gradient explosion." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated." + "reason": "Different bugs: `save/from_pretrained` extra_state handling vs mmap/OOM on Strix Halo." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but BPE marker handling and `continue_final_message` for `mistral_common` are different issues." + "reason": "Tokenizer-related, but different failures: BPE marker handling vs `continue_final_message` behavior." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared-kv-state rebuilding are unrelated." + "reason": "Different subsystems: flash-attention sink-less crash vs Gemma4 FSDP2 shared-kv state handling." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both touch save/from_pretrained around custom models, but one is permissions propagation and the other is wrong-module loading." + "reason": "Both touch save/load for custom models, but one is permissions propagation and the other is wrong-module loading." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regressions: model loading in unit tests vs Qwen3.5 checkpoint save correctness." + "reason": "Different models and regressions: GLM-4.7-Flash loading vs Qwen3.5 save_pretrained correctness." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` regression affecting output embedding updates; 45335 is just the t5gemma-specific report." + "reason": "Same `resize_token_embeddings` bug family; both report the embedding weights not being updated after resize." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and `meta`-device loading break are unrelated." + "reason": "Different failure modes: autocast dtype mismatch vs `meta`-device model loading breakage." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model initialization in Jupyter and `extra_state` save/load failure are different problems." + "reason": "Unrelated save/load problems: Jupyter custom-model initialization vs extra_state handling." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both are version-related regressions, but Torch 2.10 incompatibility and Sam3 bf16 compilation regression are not the same bug." + "reason": "Different compatibility issues: Torch 2.10 incompatibility vs Sam3 bf16 compilation regression." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing `Float8` storage and Strix Halo mmap OOM are separate runtime issues." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same underlying bug, even if they may be related at a high level." + "reason": "Different low-level storage/runtime issue vs mmap/OOM workaround; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug reports despite text similarity, and the only well-supported duplicate family is the `resize_token_embeddings` / `output_embeddings` regression centered on issue 45292 with the two model-specific variants. The accepted soft edges are conservative and appear mergeable into a single fix family." + "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly supported duplicate-like family is the `resize_token_embeddings` subgroup (45276/45292/45335), and the rest of the pairings are reasonably rejected based on the issue titles alone. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -2849,10 +2866,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:36032", "issue:39404", @@ -2872,6 +2889,8 @@ "issue:44079", "issue:44164", "issue:44265", + "issue:44402", + "issue:44451", "issue:44479", "issue:44509", "issue:44530", @@ -2898,11 +2917,11 @@ "issue:46821", "issue:46869", "issue:46894", - "issue:46897", "issue:46899", "issue:46901" ], "soft_pairs": [ + "issue:44402|issue:44451", "issue:43646|issue:43708", "issue:46894|issue:46901", "issue:43425|issue:43828", @@ -2912,16 +2931,16 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:46869", - "issue:39404|issue:46665", "issue:44683|issue:45823", + "issue:39404|issue:46665", "issue:43425|issue:43716", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:43906|issue:44530", - "issue:44164|issue:45759", "issue:36032|issue:43452", + "issue:44164|issue:45759", "issue:44265|issue:44898", "issue:46050|issue:46326", "issue:43906|issue:46326", @@ -2932,233 +2951,229 @@ "issue:45479|issue:46894", "issue:44164|issue:46821", "issue:43856|issue:44756", - "issue:43596|issue:44683", - "issue:45479|issue:46897" + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "6b5e6ada28271c42022ff21aa53e798507cd82727a6c15d56fdbc0f688aa6e3e", + "prepared_review_unit_hash": "036e2db9a7b4edd0afa2998c469ccff6172bc00f6186a4cbcd0ae730c969771e", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36685, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 37245, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with a few loose same-family regressions. I would anchor the cluster on the broad Transformers 5.0 custom-model initialization regression, and only treat the training-loss double-shift pair as a likely duplicate match.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative report of the repeated Transformers 5.0 custom-model initialization regression family.", + "summary": "Mostly heterogeneous Transformers v5 regression reports with no clear duplicate cluster. The closest anchor is the generic custom-model initialization issue, but the soft pairs are mostly related-at-a-distance rather than true duplicates.", + "confidence": 0.35, + "canonical_issue_reason": "43646 is the broadest generic Transformers 5.0 custom-model initialization regression and the closest anchor among the mostly init/loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 best captures the main user-facing regression theme here and is the most suitable anchor for triage among the issues provided.", + "best_issue_reason": "Same as canonical: it is the most general issue here, but the overall set is too mixed to treat as one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer loading problems, but the affected models and failure modes differ." + }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different failure modes: custom model initialization/loading versus Trainer checkpoint-resume step counting." + "reason": "Custom model init regression vs Trainer checkpoint step \u0997\u09a3culation; unrelated code paths." }, { "left": "issue:46894", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift / labels[..., 1:] misalignment pattern, so they look like the same underlying bug." + "accept": false, + "reason": "Same loss-shift pattern, but different models and no evidence of one shared bug fix." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility breakage and autocast dtype mismatch are different code-path problems." + "reason": "Torch version incompatibility vs autocast dtype mismatch; distinct issues." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer conversion slowdown and CodeLlama space-stripping regression are unrelated symptoms." + "reason": "Slow tokenizer performance regression vs CodeLlama round-trip tokenization bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer regressions." + "reason": "Wrong Granite token IDs vs convert_tokens_to_ids slowdown; different defects." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template compilation failure are different subsystems and bugs." + "reason": "PagedAttention cache crash vs template compilation TypeError; unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and broad tokenization changes are not the same bug." + "reason": "Whisper pipeline return_language regression vs general tokenization change; not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading failure and notebook-specific custom model initialization are related only at a very high level." + "reason": "Related v5 init complaints, but one is base_model_prefix loading and the other is notebook-specific custom model init." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are separate issues." + "reason": "Torch compatibility issue vs YOLO multi-GPU device_map behavior; different symptoms and fixes." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline behavior change and from_pretrained-inside-classes inconsistency do not share a concrete code path." + "reason": "Compiled flex_attention failure vs Gemma4 device mismatch; different subsystems." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated failures." + "reason": "Pipeline Whisper regression vs from_pretrained behavior inside Python classes; unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch compatibility and Mistral-3 dtype mismatch are different problems." + "reason": "Torch incompatibility vs Mistral-3 dtype mismatch; not the same problem." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression and a generic mask shape IndexError are not the same underlying bug." + "reason": "Video input regression vs mask-shape IndexError; distinct bugs." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + "reason": "Float8 storage lookup error vs compile-template node error; unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs regressions, but they cover different removed/changed API mentions and should not be merged as duplicates." + "reason": "Docs mismatch vs removed-pipeline-task docs; both doc-related but not the same issue." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 wrong outputs and ModelOutput key assignment are different layers of behavior." + "reason": "Model inference correctness for Siglip2 vs ModelOutput key assignment; different code paths." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are not the same change or bug." + "reason": "Reproduction of a separate issue vs PagedAttention cache crash; no overlap." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "save/from_pretrained extra_state handling and composite-config unwrapping are different loading/saving issues." + "reason": "Tokenizer add_special_tokens conflict vs gguf_file load failure; different loading bugs." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated tokenizer/model-loading failures." + "reason": "Serialization extra_state handling vs composite Qwen config unwrap; distinct save/load issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure on torch_compilable_check and Perceiver interpolation failure are different code paths." + "reason": "torch.export failure on torch_compilable_check vs Perceiver interpolation failure; unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "sinq save/load breakage and continue_final_message behavior are unrelated." + "reason": "Quantized model save/load breakage vs mistral_common continue_final_message bug." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "This is an isolated repro of a different issue, not the same tokenizer bug as continue_final_message." + "reason": "Separate reproduction issue vs tokenizer message-continuation bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex patch backend_tokenizer error are separate tokenizer-loading problems." + "reason": "Tokenizer load failure for a specific model vs Mistral regex patch crash; different causes." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM regression and tokenizer loading failure on another model are not the same bug." + "reason": "CamemBERT masked-LM regression vs tokenizer loading regression; not the same defect." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline bug vs MXFP4 quantization fallback; unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device-map forward mismatch and unsafe dtype casting in multimodal embedders are different bugs." + "reason": "Both involve Gemma4 device/dtype issues, but they affect different modalities and likely different fixes." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate zero-loss classification bug and training-loss double-shift bug are not the same concrete failure." + "reason": "Zero-loss classification bug vs training-loss double-shift; different loss mechanics." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." + "reason": "Serialization extra_state issue vs TimesFM window_size attribute error; unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM avoidance are different performance/memory issues." + "reason": "MoE memory inefficiency vs disabling mmap on Strix Halo to avoid OOM; different memory problems." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel indexing failure and compiled flex_attention torch>=2.9 breakage are unrelated." - }, - { - "left": "issue:45479", - "right": "issue:46897", - "accept": false, - "reason": "Zero-loss sequence-classification bug and Florence2 training-loss double-shift bug are distinct code-path problems." + "reason": "Zero3/BertModel index error vs compiled flex_attention failure; distinct failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly centers the clear Transformers 5.0 custom-model initialization family, and the only accepted soft-edge pair (46894/46901) is plausibly the same double-shift bug pattern. The remaining soft-edge rejections are cautious and well-justified from the issue titles/body metadata." - }, - "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 }, @@ -3170,10 +3185,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:32090", "issue:34567", @@ -3185,7 +3200,6 @@ "issue:42796", "issue:42915", "issue:43299", - "issue:43317", "issue:43404", "issue:43421", "issue:43452", @@ -3214,7 +3228,7 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45507", + "issue:45479", "issue:45584", "issue:45859", "issue:46178", @@ -3222,13 +3236,15 @@ "issue:46326", "issue:46402", "issue:46489", + "issue:46897", "issue:47050" ], "soft_pairs": [ - "issue:43299|issue:43931", "issue:44488|issue:44987", - "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:43299|issue:43931", "issue:44488|issue:45081", + "issue:43632|issue:47050", "issue:43611|issue:43644", "issue:36032|issue:42915", "issue:44462|issue:46489", @@ -3245,235 +3261,203 @@ "issue:40990|issue:43421", "issue:34567|issue:40444", "issue:43644|issue:43646", - "issue:42175|issue:46178", "issue:40444|issue:46326", + "issue:42175|issue:46178", "issue:36032|issue:43645", - "issue:43582|issue:43632", "issue:44206|issue:44220", + "issue:43582|issue:43632", "issue:43452|issue:43482", "issue:44987|issue:44991", - "issue:44811|issue:45584", - "issue:45084|issue:45507", - "issue:43317|issue:43482" + "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "2d44c95f647e66d3b17960c87ad0a00c17eb3f79605eb10f0a4f87aa972c05c5", + "prepared_review_unit_hash": "e499ed2b2b224a8a26d240a23309717fa5fce7ba0c5d5049c6769521f3bb7882", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36710, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 29, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of distinct Transformers regressions, especially around v5 model/tokenizer loading, initialization, and a few model-specific failures. Only a couple of soft pairs look close enough to be true duplicates; most are related thematically but not the same underlying bug.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43646 is the broadest and most representative user-facing regression in the set: it describes generic custom model initialization breakage in Transformers 5.0.0 and overlaps conceptually with several other v5 init/loading complaints.", + "summary": "This cluster is still mostly a loose collection of unrelated Transformers v5/model-loading regressions. The Qwen3-VL pair (43299/43931) is only superficially similar and lacks enough concrete overlap to treat as a duplicate.", + "confidence": 0.68, + "canonical_issue_reason": "43646 remains the broadest representative of the cluster because it describes a generic Transformers v5 initialization regression, while most other issues are narrower model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single issue to anchor the cluster because it is general, clearly phrased, and covers the core v5 initialization regression theme better than the model-specific reports.", + "best_issue_reason": "43646 is the best triage anchor because it is the most general v5 breakage and least tied to one specific model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Both are Qwen3-VL loading failures, but one is a generic v5 breakage report and the other is a specific weight-shape mismatch; too likely to be different root causes." + "reason": "Both are loading failures, but they involve different repos and different symptoms; too broad to treat as the same bug." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Both mention model loading regressions, but they target different models and do not point to the same concrete code path." + "reason": "Both are training-loss bugs, but the failure modes differ and they do not point to the same code path." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Unrelated failures: one is an internal flag regression, the other is an ONNX dtype mismatch in Canine attention." + "reason": "They both mention Qwen3-VL, but the packet does not show the same concrete bug or shared code path; the shape-mismatch report is not grounded as a duplicate of the loading regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different subsystems and symptoms: general tokenizer loading vs a Mistral regex patch crash." + "reason": "Different tokenizer-related problems on different model families; no clear shared underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated regressions: one is an hf-initialization flag issue, the other is an ONNX attention dtype mismatch." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 model-init regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same bug." + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token method conflict vs Qwen3Moe FP8 config failure; no shared code-path." + "reason": "Tokenizer method-name conflict vs Qwen3Moe FP8 config failure; different subsystems and failure modes." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder tokenizer output regression; too different." + "reason": "Both are tokenizer-related, but the model-specific failures and symptoms differ too much to merge." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Different model families and problems: BPE marker handling vs untied lm_head weights." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are distinct bugs in different parts of the stack." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different CLIP structure vs SAM3 text encoder weight loading; not a duplicate." + "reason": "Different model classes and different loading/structure failures; not the same underlying issue." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and a template compilation error are unrelated." + "reason": "No substantive overlap beyond both being errors; the code paths are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "One is a model-registration edge case, the other is a torch flex_attention compilation regression." + "reason": "Tokenizer-mapping behavior and compiled flex_attention are unrelated." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are unrelated." + "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache invalid group type; different layers entirely." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different bugs." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both involve model loading failures, but they appear to be separate model-specific regressions." + "reason": "Both are model-loading complaints, but they reference different models and no shared concrete failure mechanism." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-related, but one is FP8 config handling and the other is cache/group-type handling; not the same issue." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 cache crash are separate problems." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different runtime failures: Dynamo tracing grouped_mm error vs template-node compilation error." + "reason": "Torch dynamo grouped_mm tracing error and non-template-node compile error are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device/offload concerns, but they affect different models and different code paths." + "reason": "Both are device-related, but one is a CPU arange placement bug and the other is CPU-offload incompatibility in a different model." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime post-processor update behavior are unrelated." + "reason": "High perplexity on a model and runtime special-token post-processor updates are not the same issue." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counting bug vs Qwen2.5-VL iterable dataset failure; no overlap." + "reason": "Trainer token-count tracking and multimodal iterable-dataset failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions around model initialization, but one is a buffer-initialization issue and the other is a generic custom-model init failure; not the same bug." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "Different backend/package problems: missing tensorflow in extras vs unsupported tensorflow_text backend mapping." + "reason": "Both are v5 initialization regressions, but one is junk non-persistent buffers and the other is custom model initialization; too different to merge." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure and Mistral-common continue_final_message behavior are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer method name conflict vs custom model initialization in notebooks; different failures." + "reason": "Multimodal dataset handling and mistral_common continue_final_message behavior are unrelated." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Apple Silicon allocator TypeError and _is_hf_initialized regression do not share a concrete bug." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction path; the unsupported center argument crash is plausibly the same `_torch_extract_fbank_features()` bug." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": true, - "reason": "Both are GGUF loading regressions under Transformers v5 and look like the same loader-path breakage affecting different entry points/models." + "reason": "Packaging/extras omission and BACKENDS_MAPPING validation failure are different backend issues." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 tokenizer loading failures, but they involve different repositories and likely different tokenizer configs." + "reason": "Both are versioned loading regressions, but they affect different models and appear to be separate loader problems." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty transcription after align_special_tokens are not the same bug." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Completely different issues: template compilation error vs GraniteMoEHybrid calling an invalid method." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Device-map/offload loading failure vs GGUF loading failure; different code paths and symptoms." + "reason": "Both involve Whisper special-token behavior, but the reported bugs are different enough to keep separate." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The cluster summary accurately reflects a loose grouping of mostly distinct v5 loading/initialization regressions, and the two accepted soft pairs are plausibly the same bugfix area without overclaiming. No clear evidence of overstated duplicates." + "accept": false, + "feedback": "The overall clustering summary is mostly conservative, but the accepted soft-edge pair 43299/43931 is overstated. The packet only shows that both affect Qwen3-VL models; it does not ground the claim that they are the same bug or that the shape-mismatch report is just a manifestation of the broader loading regression. With no shared targets, filenames, or body evidence, this should stay a tentative maybe, not an accept. Because of that overclaim, I would reject the result." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3485,25 +3469,25 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28530", "issue:34567", "issue:36032", "issue:41720", "issue:42915", - "issue:43089", "issue:43208", "issue:43262", + "issue:43317", "issue:43322", "issue:43377", "issue:43404", + "issue:43482", "issue:43531", "issue:43540", - "issue:43632", "issue:43645", "issue:43646", "issue:43742", @@ -3531,25 +3515,27 @@ "issue:45081", "issue:45084", "issue:45325", + "issue:45507", "issue:45987", "issue:46326", "issue:46661", - "issue:46821", "issue:46869", "issue:46899", "issue:47013" ], "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", "issue:43208|issue:47013", "issue:44403|issue:45081", "issue:43792|issue:46869", "issue:43645|issue:46661", - "issue:43646|issue:44534", "issue:42915|issue:45084", - "issue:44849|issue:45325", + "issue:43646|issue:44534", "issue:43377|issue:43819", + "issue:44849|issue:45325", "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:43404|issue:44466", @@ -3558,229 +3544,224 @@ "issue:44451|issue:45081", "issue:43994|issue:44610", "issue:44062|issue:44987", - "issue:44464|issue:45987", "issue:43883|issue:44488", - "issue:44008|issue:46899", - "issue:44265|issue:44610", + "issue:44464|issue:45987", "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:44008|issue:46899", "issue:43531|issue:44877", - "issue:43322|issue:43540", "issue:36032|issue:41720", - "issue:43632|issue:46821", - "issue:44479|issue:45325", - "issue:43089|issue:45987" + "issue:43322|issue:43540", + "issue:44479|issue:45325" ], - "prepared_review_unit_hash": "24a662f149c0c97ecda94acb9c4f3cf351203668fdc7272025aaf162540936c2", + "prepared_review_unit_hash": "e6e442d3bac43c3924c633e6ff7c02cfdeaefc33ed8d3413dd62e5c7752bea2e", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "serialized_chars": 36589, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports. The Qwen VL items are only loosely family-related, but the packet does not justify treating them as the same duplicate bug; 44849 is a separate hidden-states symptom, and 44479 vs 45325 is still too weak to merge confidently.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44479 is the best representative of the Qwen VL regression family: it is broader than 45325 and explicitly covers multiple affected Qwen VL variants in v5.3.0.", + "summary": "The candidate pairs are mostly superficial keyword matches across unrelated bugs. They span different models, different subsystems, and different failure modes, so I rejected all soft edges and found no meaningful canonical duplicate target in this set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor this small Qwen VL subgroup because it is the broadest and clearest regression description.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different problems: template compilation failure vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading failures, but one is dequantized device-map offload and the other is GGUF/v5 compatibility." + }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different components and failure modes: GraniteSpeech PEFT checkpoint loading vs tokenizer chat-template continuation behavior." + "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are unrelated code paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a 16kHz default mismatch in chat templating and the other is missing padding-mask support in MIMI batching." + "reason": "Audio chat-template sampling-rate defaulting is not the same bug as MIMI batch vs single-output mismatch." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Related xLSTM area, but 43208 is a broad multi-bug training report while 47013 is a specific return_last_states unpacking crash." + "reason": "Both mention xLSTM, but one is a bundle of training bugs and the other is a specific return_last_states unpacking crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unrelated bugs: loading noise vs Mistral regex patch crash." + "reason": "Generic loading noise and a Mistral regex patch crash are different issues." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Completely different models/subsystems: Whisper runtime failure vs YOLO multi-GPU device-map failure." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both involve model initialization, but one is a Jupyter/custom-model regression and the other is a remote-code config_class AttributeError in from_pretrained." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Both concern v5 model initialization changes, but the second is specifically about non-persistent buffer serialization, not the same bug." + "reason": "Jupyter custom-model init regression is distinct from remote-code models missing config_class." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "No shared code path beyond both being Transformers errors; Qwen3MoE FP8 loading is unrelated to template compilation errors." + "reason": "Qwen3MoE FP8 loading and non-template-node compilation are not the same failure mode." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "The titles point to different symptoms: output_hidden_states=True in Qwen3.5 vs get_rope_index temporal position scaling in Qwen2.5-VL, with no evidence they are the same bug." + "reason": "Custom-model init regression and junk-filled non-persistent buffers are different v5 bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness issues, but they affect different model families and different mechanisms (padding mask vs STE mismatch)." + "reason": "Both are audio-model consistency issues, but they affect different models and different internals." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen models and different bugs: hidden-state output vs RoPE temporal \u0564\u056b\u0580 scaling." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading failures with no clear shared bug beyond both touching tokenizer/model loading." + "reason": "Model loading on v5.1.0 and Mistral tokenizer regex patching are unrelated." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Both are Trainer-related, but early stopping metric selection and num_input_tokens_seen tracking are unrelated." + "reason": "Early stopping metric selection and token-count tracking are separate Trainer issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head tying, but one is a specific model class missing tied weights and the other is device-dependent serialization behavior." + "reason": "One is a missing weight tie in Mistral3; the other is device-dependent serialization of tied weights." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different regressions: Qwen3MoE FP8 config failure vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "FP8 config handling and init_empty_weights/_is_hf_initialized are different loading bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer construction error for T5 vs key error loading a specific MobileLLM model." + "reason": "T5 tokenizer method-name conflict and MobileLLM key error do not share the same code path." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model loading failures; no evidence they share the same underlying bug." + "reason": "ScandiBERT loading failure and Mistral regex patching are unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision issues: nonsensical outputs from AutoModel/pipeline vs processor/model input-size mismatch." + "reason": "Different models and root causes: nonsensical Siglip2 outputs vs OmDet-Turbo processor size mismatch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision is unrelated to loading physical-intelligence/fast." + "reason": "AddedToken keyword collision is not the same as a model-loading failure for physical-intelligence/fast." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both touch generation/cache behavior, but one is chunked generation inconsistency under compilation and the other is a cache-length return-type contract bug." + "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are separate issues." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Different problems: missing all_tied_weights_keys vs inability to load a specific BERT model." + "reason": "Compiled forward chunked generation inconsistency is different from StaticCache sequence-length type mismatch." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Both are multimodal, but the failures are in different model families and unrelated code paths." + "reason": "FP8 model loading and missing Float8 storage registration are different bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export + torch_compilable_check is unrelated to OmDet-Turbo processor image-size handling." + "reason": "torch.export export failure and processor image-size regression are unrelated." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "FP8 quantization/model config failure is unrelated to missing Float8 storage deserialization." + "reason": "Gemma3n variable collision and Gemma4 4-bit multimodal dtype casting are different defects." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window bug is unrelated to strict config loading for granite_speech." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Different multimodal failures: Llava Next loading crash vs Qwen3OmniMoe video-input processing error." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load-time exception vs GPU device-map runtime assert are unrelated." + "reason": "Tokenizer loading conflict and Qwen3 auto device-map CUDA assert are not the same bug." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both mention v5-era regressions, but one is _is_hf_initialized flag behavior and the other is a TimesFM window_size attribute error." + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are different multimodal failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "These look like the same Qwen VL regression family, but the packet only supports a shared-family relation, not a confident same-bug duplicate merge." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation performance overhead is unrelated to a StaticCache return-type bug." + "reason": "These are both Qwen VL-family regressions, but one is a video-input regression and the other is a still-image temporal-position bug; not the same concrete fix." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly conservative, but one soft-edge verdict is too strong: `issue:44849` \u2194 `issue:45325` is not well grounded by the packet. The titles point to different symptoms (`output_hidden_states=True` in Qwen3.5 vs `get_rope_index` temporal position scaling in Qwen2.5-VL), and the packet does not provide evidence they are the same bug. `issue:44479` \u2194 `issue:45325` is a more plausible shared-family relation, but even that is only weakly supported. Because the analyst accepted a likely non-duplicate pair, I can\u2019t accept the output." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3793,10 +3774,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:33666", "issue:35707", @@ -3805,6 +3786,7 @@ "issue:41720", "issue:42175", "issue:42796", + "issue:43089", "issue:43296", "issue:43381", "issue:43421", @@ -3835,11 +3817,11 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45538", "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:45987", "issue:46315", "issue:46491", "issue:46710", @@ -3847,24 +3829,26 @@ "issue:46899" ], "soft_pairs": [ + "issue:43632|issue:46821", "issue:43425|issue:44403", + "issue:43089|issue:45987", "issue:45216|issue:45357", "issue:43296|issue:43531", "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:44991|issue:46315", "issue:44220|issue:44683", + "issue:44991|issue:46315", "issue:43872|issue:44291", "issue:43716|issue:46899", "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:43883|issue:44991", - "issue:45812|issue:46491", "issue:42796|issue:43746", + "issue:45812|issue:46491", "issue:33666|issue:40444", "issue:44291|issue:44589", - "issue:43632|issue:44756", "issue:43792|issue:44589", + "issue:43632|issue:44756", "issue:40990|issue:44811", "issue:42796|issue:46710", "issue:35707|issue:40444", @@ -3874,232 +3858,226 @@ "issue:43421|issue:44568", "issue:41720|issue:45081", "issue:42175|issue:45542", - "issue:44462|issue:45812", - "issue:43482|issue:45538", - "issue:43296|issue:46821", - "issue:44079|issue:44534" + "issue:44462|issue:45812" ], - "prepared_review_unit_hash": "ac96bc0c33327a68a93c4bbbbd365a1789dbbd732d08dfb5f52d51afe6fe3c3f", + "prepared_review_unit_hash": "8f75691de1620a842e9450d96d9a9c2c13f0ad91d696efac2bca009ce3c27892", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36488, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is an over-broad mix of mostly unrelated Transformers v5 regressions (tokenizers, model loading, multimodal, packaging, and torch-compatibility). None of the soft pairs look like the same concrete bug/change, so I rejected all soft edges.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44991 is the most centrally connected and broadly framed in this set, and it best represents the tokenizer/regression-heavy portion of the cluster.", + "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only strong duplicate-like pairs are around the `_is_hf_initialized` load regression and the Qwen3.5 `save_pretrained` regression; the rest are broad false positives by topic similarity.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43872 is the clearest high-signal regression in the cluster: it has external references, substantial discussion, and a close near-duplicate in 44291 around the same `_is_hf_initialized` failure path.", "canonical_pr_reason": null, - "best_issue_reason": "44991 is the best overall issue representative here because it is the most connected node and captures the common v5 regression theme better than the more model-specific reports.", + "best_issue_reason": "issue:43872 is the best representative issue overall because it captures the most concrete and widely applicable failure mode in the cluster, with the strongest duplicate evidence and the most signs of cross-issue impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: `_is_hf_initialized` loading regression vs TimesFM `window_size` attribute error." + }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Different problems: torch-version compatibility vs. noisy logging when loading a transformer." + "reason": "Unrelated: Torch 2.10 compatibility vs noisy transformer loading logs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different code paths: generation sync/dispatch overhead vs `StaticCache.get_seq_length()` contract bug." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both concern Qwen3.5 save_pretrained, but one is general checkpoint correctness and the other is incorrect visual-encoder key naming; not the same concrete bug." + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression: both report incorrect saved checkpoint/visual encoder keys." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM vs. a Qwen3-MoE sliding_window issue; different code paths and symptoms." + "reason": "Different issues: PaddleOCR-VL load failure vs Qwen3-MoE `sliding_window` behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image finetuning/dataset handling vs. Qwen2.5-VL still-image rope indexing; related model family, different bug." + "reason": "Both are Qwen2.5-VL, but the bugs differ: multi-image finetuning failure vs still-image rope-index scaling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading regression vs. non-persistent buffer initialization; different underlying failures." + "reason": "Different regressions: `base_model_prefix` loading breakage vs junk in non-persistent buffers." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer loading failure vs. slow convert_tokens_to_ids performance; not the same bug." + "reason": "Different subsystems: fbank extraction vs compiled flex attention on newer torch." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Audio feature extraction issue vs. compiled flex_attention failure on newer torch; unrelated." + "reason": "Tokenizer loading failure for one model vs slow `convert_tokens_to_ids` regression." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both mention _is_hf_initialized, but one is a bitsandbytes Int8Params compatibility problem and the other is an init_empty_weights loading error; related, not duplicate." + "accept": true, + "reason": "Same underlying `_is_hf_initialized` regression during model init/load; one manifests in bitsandbytes, the other in `init_empty_weights`." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different multimodal dtype bugs in different models and code paths (Mistral-3 preprocessor/model mismatch vs. Gemma4 4-bit cast issue)." + "reason": "Different models and failures: Mistral dtype mismatch vs Gemma4 4-bit multimodal casting bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Extra loading noise is not the same as a tokenizer load failure." + "reason": "Different topics: generic loading noise vs tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction vs. missing supports_gradient_checkpointing flag; different bugs." + "reason": "Both mention gradient checkpointing, but one is eval-mode prohibition and the other is a missing capability flag." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys vs. tokenizer loading regression; unrelated." + "reason": "Unrelated: missing `all_tied_weights_keys` on Molmo vs tokenizer loading regression." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Granite token-ID regression vs. CodeLlama leading-space round-trip regression; both tokenizer bugs, but different behavior and root cause." + "reason": "Different bugs: tokenizer BPE marker handling vs PEFT adapter checkpoint loading." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer post-processing/BPE-marker handling vs. PEFT local checkpoint loading; different subsystems." + "reason": "Both are tokenizer regressions, but for different models and different behavior (`Granite` token IDs vs `CodeLlama` space stripping)." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training support vs. iterable-dataset multi-image finetuning failure; not the same issue." + "reason": "Different multimodal training problems for different Qwen versions and paths." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are loading-related regressions, but one is about an unexpected _is_hf_initialized argument and the other about missing Float8 storage; distinct failures." + "reason": "Different incompatibilities: `_is_hf_initialized` kwarg vs missing Float8 storage type." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "_is_hf_initialized flag regression vs. mmap OOM avoidance on Strix Halo; unrelated." + "reason": "Unrelated runtime failures: Whisper load issue vs Float8 storage lookup error." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Whisper runtime failure vs. Float8 storage lookup error; different models and code paths." + "reason": "Different regressions: `_is_hf_initialized` loading bug vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a language model vs. Whisper batch_decode special-token handling; unrelated." + "reason": "Different workloads and symptoms: perplexity regression vs Whisper `batch_decode` special-token handling." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling vs. model accuracy regression after upgrade; different issues." + "reason": "Tokenizer BPE handling vs model accuracy regression; not the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs. iterable-dataset multi-image finetuning; not the same bug." + "reason": "Different generation vs finetuning failures, only loosely both touch Qwen/VL." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure vs. missing pad_token_id on Llama4Config; different model-loading problems." + "reason": "Different model-loading bugs: GGUF/transformers v5 compatibility vs missing `pad_token_id` on Llama4Config." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key bookkeeping bug vs. Gemma4 FSDP2 shared_kv_states KeyError; different code paths." + "reason": "Different objects and failures: `ModelOutput` key assignment vs Gemma4 FSDP2 shared KV state rebuild." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs. _is_hf_initialized loading error; not duplicates." + "reason": "Different issues: Qwen3-MoE sliding-window behavior vs `_is_hf_initialized` init regression." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updating after special-token changes vs. add_special_tokens BOS/EOS omission; related tokenizer area, different concrete bug." + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs `add_special_tokens` BOS/EOS omission." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping vs. Mistral regex patch AttributeError; unrelated." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crash." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Packaging/backend availability problem vs. tensorboard-only TF backend error; different dependency issues." + "reason": "Both are TensorFlow/backend related, but one is packaging and the other is a runtime backend-availability error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs. Granite token-ID regression; different tokenizer bugs." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "GGUF loading failure vs. CLIPTokenizer max-length constant; unrelated." - }, - { - "left": "issue:43296", - "right": "issue:46821", - "accept": false, - "reason": "PaddleOCR-VL load failure vs. TimesFM window_size AttributeError; different models and failure modes." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment bug vs. non-persistent buffer junk initialization; unrelated." + "reason": "Both involve `AutoTokenizer`, but the root causes differ: repo `tokenizer.json` selection vs wrong Granite token IDs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it correctly treats the set as mostly heterogeneous, and the two accepted soft pairs are conservative matches based on closely aligned titles and failure modes. No soft-edge verdict overstates similarity beyond what the packet supports." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4111,12 +4089,11 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ - "issue:34634", "issue:35707", "issue:40444", "issue:40990", @@ -4138,7 +4115,6 @@ "issue:43701", "issue:43746", "issue:43818", - "issue:43828", "issue:43856", "issue:43873", "issue:43994", @@ -4148,6 +4124,7 @@ "issue:44466", "issue:44479", "issue:44509", + "issue:44534", "issue:44829", "issue:44877", "issue:45072", @@ -4156,6 +4133,7 @@ "issue:45381", "issue:45479", "issue:45491", + "issue:45538", "issue:45584", "issue:45701", "issue:45823", @@ -4166,7 +4144,10 @@ "issue:47217" ], "soft_pairs": [ + "issue:43482|issue:45538", + "issue:43296|issue:46821", "issue:44509|issue:46909", + "issue:44079|issue:44534", "issue:42175|issue:43296", "issue:43317|issue:43856", "issue:43611|issue:43646", @@ -4174,8 +4155,8 @@ "issue:43644|issue:44079", "issue:43818|issue:46402", "issue:44265|issue:45072", - "issue:43818|issue:45357", "issue:40444|issue:45381", + "issue:43818|issue:45357", "issue:43493|issue:43994", "issue:45325|issue:45834", "issue:44829|issue:45479", @@ -4191,216 +4172,220 @@ "issue:40990|issue:45584", "issue:44479|issue:45823", "issue:43262|issue:43746", - "issue:35707|issue:41720", - "issue:43828|issue:46821", - "issue:34634|issue:35707" + "issue:35707|issue:41720" ], - "prepared_review_unit_hash": "1f9b6b6b42f497f0be2c6e4dddeee77117e37b308aa058c51acf30fc2d34bb1f", + "prepared_review_unit_hash": "39f19227141e0365b8e82fced5a5816e4fa513cb275299a8387aad092de8a385", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36291, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "soft_pair_count": 29, + "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": "Mostly a heterogeneous set of unrelated model-loading, multimodal, tokenizer, and docs issues. The only pair that looks like the same underlying bug is the two SigLIP2 reports; the rest are too different to merge as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "If a representative is needed, issue 43493 is the best anchor because it describes the underlying SigLIP2 implementation discrepancy most directly; 43994 reads more like a downstream symptom. That said, the overall cluster is too mixed to treat as one duplicate family.", + "summary": "Mostly unrelated issue reports across different models/features. The Qwen2.5-VL position-id / vision_position_ids pair is clearly related in theme, but with titles only there isn\u2019t enough evidence to call it the same underlying bug; I\u2019d keep that pair as likely related rather than a duplicate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45325 is the strongest representative for the Qwen2.5-VL positional-id regression cluster because it names the concrete get_rope_index / still-image temporal position_ids path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the strongest issue to keep as the cluster anchor: it is concrete, model-specific, and closest to a root-cause report rather than a symptom-only complaint.", + "best_issue_reason": "issue:45325 is the best overall issue anchor for this cluster: it is specific, code-path oriented, and closest to the other Qwen2.5-VL positional-id report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different models and failures: Qwen2.5-GGUF loading vs CLIPTokenizer max-length metadata." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated subsystems: PaddleOCR-VL loading error vs TimesFM window_size AttributeError." + }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but one is about removed pipeline task names and the other is a broken DIA example; different docs bugs." + "reason": "Both are docs issues, but they concern different documentation problems and examples." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffer serialization." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend availability vs vLLM model loading failure are unrelated problems." + "reason": "Unrelated packaging/backend availability vs model loading failure." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "One is a quantized model offload/loading failure; the other is a training memory-usage issue in Qwen3 MoE." + "reason": "Different problems: auto device-map dequantized loading vs Qwen3 MoE training memory usage." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both concern v5 loading/initialization regressions, but they point to different code paths and failure modes." + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both affect batched inference/training, but one is a padding-mask bug in MIMI and the other is a Gemma3 sliding-window NaN issue." + "reason": "Both involve batching/padding, but on different models and different failure modes/code paths." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are different internals." + "reason": "Separate bugs: buffer initialization/serialization vs ModelOutput key handling." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and different loading defects: missing temporal attention/shared weights vs missing text-encoder weights." + "reason": "Different model families and symptoms: Video-LLaVA tower architecture vs Sam3 text encoder loading." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Unrelated export/compilation issue vs dtype mismatch in inference." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both are multimodal model regressions, but one is about Video-LLaVA architecture/weights and the other is about Qwen3.5 save_pretrained key names." + "reason": "Both Qwen2.5-VL-related, but one is finetuning with multiple images and the other is video position ids; not enough evidence of the same bug." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both involve VL inputs, but the first is multi-image iterable dataset finetuning and the second is a video position-id regression." + "reason": "Different issues in different models: missing temporal attention vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model family and both describe incorrect HF behavior leading to bad outputs; the latter looks like a symptom of the former discrepancy." + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX parity and the other is nonsensical pipeline outputs; not clearly the same concrete bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different multimodal indexing bugs: Qwen2.5-VL temporal rope scaling vs Kosmos2.5 OCR long-input indexing." + "reason": "Different multimodal bugs: Qwen2.5-VL position ids vs Kosmos2.5 OCR index errors." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are degenerate training/loss bugs, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1." + "reason": "Both training-related, but one is flash_attention_3 degeneration and the other is a num_labels=1 loss formulation bug." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL input bugs, but one is still-image temporal position scaling and the other is video vision_position_ids; not the same defect." + "reason": "Closely related Qwen2.5-VL position-id / vision_position_ids regressions, but titles alone do not prove the same underlying code path or a duplicate." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weight serialization and inconsistent lm_head.weight saving are related thematically, but not the same specific bug." + "reason": "Different tied-weight serialization/loading issues with different model behaviors and triggers." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both mention VL image handling, but one is finetuning with multiple images per prompt and the other is placeholder placement in user text." + "reason": "Different VL issues: multi-image iterable finetuning vs image-placeholder-in-user-text failure." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument handling vs strict config rejection are distinct loading issues." + "reason": "Different loading failures: unexpected init_empty_weights argument vs strict config rejection." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different quantization/loading failures in different models; no shared code-path evidence." + "reason": "Different model/runtime areas: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading under v5." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior and tokenization differences across versions are unrelated." + "reason": "Quantized offloading behavior vs tokenization changes; not the same bug." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is not the same as Qwen2.5-VL video position-id computation." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." + "reason": "Different failure modes: CPU offload device mismatch vs export-time torch_compilable_check failure." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on a language benchmark and Whisper empty-transcription failure after token alignment are different bugs." + "reason": "Unrelated model evaluation/perplexity issue vs Whisper empty-transcription generation bug." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are separate model-specific issues." + "reason": "Different models and problems: Qwen video-input regression vs Gemma4 PLE device mismatch." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Both are audio-related, but sampling-rate defaulting and PEFT checkpoint loading are separate bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:46821", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and a TimesFM window_size AttributeError are different failures." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values have no common bug path." + "reason": "Different regressions: generation with inputs_embeds/past_key_values vs Qwen3 auto device-map cuda assert." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The soft-edge decisions are mostly appropriately negative, and the single accepted SigLIP2 pair is the only one with a plausible shared root cause from the provided titles." + "accept": false, + "feedback": "Mostly conservative, but I can\u2019t fully accept the one true-edge verdict on issue:45325 vs issue:45381 as written. From the packet we only have titles, which show closely related Qwen2.5-VL position-id/vision_position_ids regressions, but not enough to confidently assert they are the same underlying code path or a duplicate. I\u2019d soften that to \u201clikely related\u201d unless you have body-level evidence. The rest of the false verdicts look appropriately cautious." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4415,10 +4400,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ - "issue:26413", - "issue:28530", + "issue:34634", + "issue:35707", "issue:36331", "issue:40990", "issue:41553", @@ -4440,11 +4425,11 @@ "issue:43720", "issue:43749", "issue:43819", + "issue:43828", "issue:43873", "issue:44186", "issue:44265", "issue:44387", - "issue:44466", "issue:44534", "issue:44568", "issue:44610", @@ -4453,7 +4438,6 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45357", "issue:45701", "issue:45704", "issue:45759", @@ -4467,6 +4451,8 @@ "issue:46821" ], "soft_pairs": [ + "issue:43828|issue:46821", + "issue:34634|issue:35707", "issue:41553|issue:43582", "issue:44186|issue:44265", "issue:41720|issue:45823", @@ -4474,245 +4460,237 @@ "issue:43454|issue:43550", "issue:43257|issue:45923", "issue:42796|issue:46209", - "issue:44568|issue:45920", - "issue:43377|issue:44610", "issue:45823|issue:46821", - "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:44568|issue:45920", "issue:42617|issue:42915", + "issue:43454|issue:45072", "issue:40990|issue:42947", "issue:46305|issue:46315", "issue:43749|issue:44534", - "issue:43377|issue:44898", - "issue:43454|issue:43720", "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:43377|issue:44898", "issue:43317|issue:43873", "issue:36331|issue:42617", "issue:41720|issue:43322", "issue:43322|issue:46050", "issue:36331|issue:42915", - "issue:41720|issue:44977", "issue:44877|issue:44991", + "issue:41720|issue:44977", "issue:44387|issue:45704", "issue:40990|issue:45701", - "issue:43450|issue:45701", "issue:41720|issue:42617", - "issue:44466|issue:45357", - "issue:26413|issue:28530" + "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "586cea93f3e85558b8629cccd57a47973e24b157644790ac5d68d41fa5ed85bf", + "prepared_review_unit_hash": "acd9e5049dba3ff0ed60889121214bfc4bd060c49b676f9e37858f664f932b67", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37061, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly noisy: many items mention loading/offloading/tokenization regressions, but they span different models and failure modes rather than one duplicate bug. I don\u2019t see a clearly safe issue-duplicate merge candidate, and there are no PRs here.", - "confidence": 0.35, - "canonical_issue_reason": "issue:43873 is the broadest and most central report in the offloading/quantization subset, so it\u2019s the best umbrella representative of the cluster.", + "summary": "The set is mostly a grab bag of unrelated issue reports, not a tight duplicate cluster. No soft pair is a safe merge on the evidence provided; the closest near-miss is the tokenizer regression family, but the concrete failure modes still differ.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 45920 is the broadest, most umbrella-like report here: it spans multiple models and a shared tokenizer regression pattern, so it is the best representative if one must anchor this loose set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable cluster anchor: open, broad, and closest to the recurring offload/quantization/device-map theme seen in the nearby reports.", + "best_issue_reason": "45920 is the most globally representative issue in the list because it describes a cross-model tokenizer regression rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." + }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different components and failures: tokenizer loading error message vs Apple Silicon allocator TypeError." + "reason": "Tokenizer-loading error and Apple Silicon allocator TypeError are separate code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export failures with torch_compilable_check." + "reason": "Tokenizer NER/padding crash is not the same as torch.export failing on torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map=auto, but the model families and failure paths differ (Qwen3 cuda assert vs Gemma4 forward mismatch)." + "reason": "Both mention device_map, but the models and failure modes differ: cuda assert vs forward device mismatch." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents missing STE parity." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents missing STE behavior." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying/garbage text generation is unrelated to torch.compile SDPA failure." + "reason": "LM head weight tying and torch.compile+SDPA are different bugs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading/conversion bug and missing gradient-checkpointing flag are different code paths." + "reason": "Accelerate/deepspeed MoE weight conversion is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is incorrect token IDs across multiple models." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are not the same issue." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Batch-vs-single padding-mask bug in MIMI is unrelated to video processor output shape mismatch." + "reason": "Missing padding mask in MIMI encoder is unrelated to OmDet-Turbo processor output \u0906\u0915\u093e\u0930 mismatch." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Device-mismatch forward bug and TimesFM window_size AttributeError are unrelated." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on add_special_tokens while the other is wrong token IDs across multiple models." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Tied lm_head weights bug is unrelated to dtype mismatch in bfloat16 inference." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "3d_parallel.py failure and FineGrainedFP8Config failure are different model/runtime issues." + "reason": "LM head tying bug is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model benchmark is unrelated to gradient-checkpointing ineffectiveness with LoRA." + "reason": "High perplexity on a benchmark is not the same as gradient checkpointing being ineffective with LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one and token conversion slowdown are unrelated regressions." + "reason": "Sliding-window off-by-one and convert_tokens_to_ids slowdown are different regressions." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffer initialization junk." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are not the same bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Different vision/audio-style batching issues with different failure mechanisms." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43454", - "right": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying and BitNet packed-weight unpacking are unrelated loading bugs." + "reason": "Weight tying failure is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config in composite multimodal configs." + "reason": "MIMI batched-vs-single mismatch and Perceiver non-default-resolution failure are different model-specific bugs." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "They are thematically close, but one is a specific dequantized-model GPU+CPU offload load failure while the other is a broader quantization/offloading complaint; not clearly the same bug." + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading behavior report; not the same concrete bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer API breakage is unrelated to 3d_parallel.py execution failure." + "reason": "Trainer compute_loss signature breakage is unrelated to 3d_parallel.py failing to run." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map assert and Llava Next segfault are different model-loading failures." + "reason": "A800 auto-device-map cuda assert and Llava Next segmentation fault are different failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault and sinq save/load corruption are unrelated." + "reason": "Model load segfault and sinq save/load breakage are unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to Qwen3 MoE fine-grained FP8 loading." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Different Qwen families and different symptoms: cuda assert during device mapping vs flash-attention generation issue." + "reason": "Trainer loss-signature mismatch is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer load regression are separate issues." + "reason": "Strict config loading and tokenizer loading regression are both loader issues but not the same underlying bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "CUDA memory growth under int4 quantization is unrelated to apex RMSNorm memory leak." + "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are separate memory problems." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression and tokenization-version behavior are different problem areas." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Batched video processor shape bug is unrelated to tokenization changes." + "reason": "Perplexity regression and tokenizer-version tokenization changes are not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device mapping crash and 3d_parallel.py failure are unrelated runtime problems." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "lm_head serialization inconsistency and Qwen3.5 visual-encoder key regression are different save/load bugs." + "reason": "Device-map CUDA assert and a 3d_parallel.py execution issue are unrelated." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Checkpoint-resume epoch iterator failure is unrelated to early-stopping metric resolution." + "reason": "Video processor batching shape bug is unrelated to tokenizer-version tokenization changes." } ] }, @@ -4731,11 +4709,12 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ + "issue:26413", "issue:28530", "issue:33666", "issue:36010", @@ -4762,11 +4741,10 @@ "issue:44423", "issue:44451", "issue:44464", + "issue:44466", "issue:44488", "issue:44610", - "issue:44671", "issue:44734", - "issue:44743", "issue:44756", "issue:44898", "issue:45072", @@ -4786,6 +4764,8 @@ "issue:47020" ], "soft_pairs": [ + "issue:44466|issue:45357", + "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:43881|issue:44488", "issue:44186|issue:45072", @@ -4812,205 +4792,210 @@ "issue:44008|issue:45823", "issue:42915|issue:46291", "issue:36331|issue:41720", - "issue:44464|issue:46858", - "issue:44671|issue:44743" + "issue:44464|issue:46858" ], - "prepared_review_unit_hash": "7af7402f97a6ed052a9768825fb8d76ad375bbe837ed71ee8e28d132620e3353", + "prepared_review_unit_hash": "53a8618ae475218b32b1483d66e0abe3fc0152428221e4e89cfec80e81f128d7", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36110, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "soft_pair_count": 29, + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous. A few issues share a loose theme around loading/offloading/quantization/device_map regressions, but most pairs are clearly different model- or subsystem-specific bugs and should not be deduplicated.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the recurring offloading/quantization/device_map theme, and it is open with a scope that can absorb related reports better than the narrower model-specific bugs.", + "summary": "Loose, heterogeneous cluster of Transformers issues spanning trainer resume, early stopping, loading/offload/device-map failures, tokenizer/model-init regressions, multimodal serving, and cache/compile bugs. None of the soft pairs look like true duplicates, so all are rejected. The best issue representative is the broad offload/quantization report, but there is no strong single canonical duplicate for the whole cluster.", + "confidence": 0.47, + "canonical_issue_reason": "Issue 43873 is the broadest and most central loading/offload regression in the set, and it matches the cluster\u2019s most recurring theme better than the model-specific or trainer-specific reports. It is still only a loose representative, not a true umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative of the dominant subtheme in this set (offloading/quantization-related failures) and is general enough to serve as the cluster anchor.", + "best_issue_reason": "43873 is the least bad cluster representative because it sits near several device-map/offload/load-failure topics. The rest of the items split into distinct bug classes, so no issue cleanly covers the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization behavior, but one is tied lm_head serialization and the other is incorrect visual encoder keys in Qwen3.5. Different models and different code paths." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer-related, but one is resume_from_checkpoint/epoch iterator failure and the other is early stopping metric lookup. Not the same bug." + }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs disabling mmap to avoid OOM." + "reason": "Offload/quantization versus disabling mmap to avoid OOM. Different root causes and fixes." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they involve different models and no shared concrete code-path is evident." + "reason": "Both are model loading failures, but they concern different models and no shared concrete failure mode is evident." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding vs dtype mismatch in inference are unrelated." + "reason": "Tokenizer padding/truncation crash versus bfloat16 dtype mismatch in inference. Different subsystems and symptoms." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but pixel-decoder dummy conv and text-encoder weights not loading are different bugs." + "reason": "One is a dummy Conv2d in Sam3PixelDecoder; the other is missing Sam3Model text encoder weights. Different SAM3 bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/version changes, but one is a processor.tokenizer regression and the other is a broader tokenization behavior change." + "reason": "A regression around processor.tokenizer/image handling is not the same as a version-dependent tokenization change. Too broad and different behavior." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/generation, but one is beam-search cache reorder omission and the other is a prefill slice-arithmetic bug." + "reason": "Both touch generation/cache internals, but one is wrong beam-search cache reorder for several models and the other is a static-cache seq_length tensor/arithmetic bug under compile." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Completely different failures: MPS histogram dtype issue vs TimesFM window_size attribute error." + "reason": "MPS histogram error in MoE versus a TimesFM window_size AttributeError. Unrelated model families and failure points." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile/SDPA failure vs accelerate loading/unpacking of packed weights." + "reason": "Torch.compile+SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading in BitNet." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Dtype propagation in model loading vs Trainer checkpoint max_steps calculation are unrelated." + "reason": "Model dtype casting on load versus Trainer max_steps recomputation on resume. Different layers of the stack." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin vs inability to run a script; no shared underlying bug." + "reason": "ImportError for GenerationMixin and inability to run 3d_parallel.py are unrelated." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both relate to custom loading/init patterns, but the concrete bug descriptions are too different to treat as duplicates." + "reason": "Both mention custom model loading, but one is a Transformers 5.0 initialization break and the other is from_pretrained behavior inside Python classes. Not the same concrete bug." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Model load failure vs tokenizer constructor accepting the wrong vocab type; not the same bug." + "reason": "Different loading failures: one specific model repo cannot load, the other is an XLMRobertaTokenizer/Unigram constructor type mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are model/runtime failures, but one is compile+SDPA and the other is CPU-offload device mismatch." + "reason": "Torch.compile with SDPA in Bamba and CPU-offload device mismatch in bark-small are different code paths and fixes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer/padding crash vs image processor resolution mismatch are different issues." + "reason": "Tokenizer crash on NER/padding is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying in Mistral3 conditional generation vs incorrect visual-encoder keys on save_pretrained are different bugs." + "reason": "Weight tying bug in Mistral3 is not the same as incorrect visual encoder key serialization in Qwen3.5." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure vs dequantized-model loading with gpu+cpu offload are related only at a broad loading level." + "reason": "Both involve model loading/quantization/offload, but one is a FineGrainedFP8Config failure for Qwen3Moe and the other is dequantized-model loading with gpu+cpu offload." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern vision input sizing, but one is processor output size and the other is non-default-resolution classification handling." + "reason": "Different vision preprocessing bugs: wrong processor output size for OmDet-Turbo versus non-default resolution handling in Perceiver." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric configuration is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model families and failures: Qwen3 auto device mapping crash vs GPT-OSS MoE tensor parallel issue." + "reason": "Both are distributed/model-parallel problems, but one is auto device mapping causing cudaErrorAssert and the other is only-TP not working for GPT-OSS MoE. Different failures." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache, but one is serve KV continuation indexing and the other is static-cache seq_length tensor arithmetic." + "reason": "Both involve cache/generation internals, but one is serve KV-cache continuation indexing and the other is static-cache seq_length arithmetic under compile. Not a duplicate." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and missing StableLmConfig pad_token_idx are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model/config bugs." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Two different serve crashes with different processor/model attribute errors and likely different fixes." + "reason": "Both hit transformers serve with multimodal models, but the concrete failures differ: str.to() on multimodal inputs versus missing _tokenizer on Gemma4Processor." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma/Gemma3n vs Gemma4 forward/device-mismatch bugs." + "reason": "Both are Gemma-family issues, but one is a variable name collision in Gemma3nModel.forward and the other is a device mismatch in Gemma4 PLE. Different bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "MoE FP8 config failure vs pipelines import dependency/version requirement are unrelated." + "reason": "FineGrainedFP8 model loading and kernels import/revision validation are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer custom compute_loss signature breakage vs Qwen3 device-map crash are different bugs." + "reason": "compute_loss signature break and auto device mapping cudaErrorAssert are different trainer/model-loading issues." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation inconsistency under compilation vs cache.get_seq_length() device-tensor arithmetic bug are not the same issue." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent-state reset under cache are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is not the same as the static-cache seq_length tensor bug; they affect different parts of generation." } ] }, @@ -5029,10 +5014,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28530", "issue:29159", @@ -5048,7 +5033,6 @@ "issue:43316", "issue:43322", "issue:43329", - "issue:43388", "issue:43425", "issue:43452", "issue:43526", @@ -5068,9 +5052,10 @@ "issue:44492", "issue:44509", "issue:44534", + "issue:44671", + "issue:44743", "issue:44913", "issue:44991", - "issue:45059", "issue:45406", "issue:45464", "issue:45632", @@ -5084,8 +5069,9 @@ "issue:47145" ], "soft_pairs": [ - "issue:45632|issue:45684", + "issue:44671|issue:44743", "issue:43881|issue:44991", + "issue:45632|issue:45684", "issue:44186|issue:44361", "issue:43526|issue:43883", "issue:28530|issue:30064", @@ -5097,218 +5083,199 @@ "issue:29159|issue:36032", "issue:30064|issue:34634", "issue:43873|issue:45704", - "issue:43540|issue:43782", "issue:43531|issue:45759", "issue:44492|issue:44509", - "issue:43550|issue:43653", + "issue:43540|issue:43782", "issue:43452|issue:47020", - "issue:44534|issue:46665", + "issue:43550|issue:43653", "issue:41720|issue:43746", + "issue:44534|issue:46665", "issue:42490|issue:43329", "issue:43606|issue:43720", "issue:34567|issue:35707", "issue:43531|issue:46821", - "issue:34634|issue:41720", "issue:45406|issue:45464", - "issue:43606|issue:43653", - "issue:43388|issue:45059" + "issue:34634|issue:41720", + "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "3af2611f30f0c29a555e6a5872ec498907da21d06092fc41a98c6d362755d0f6", + "prepared_review_unit_hash": "dafde3695e9d37a41c86bf7a7cb3eec4b8e4854132d7e8657fdb495663fc2db4", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36074, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36009, + "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 very heterogeneous: the soft pairs mostly share only broad subsystem vocabulary, not the same underlying bug or change. No PRs are present. I would not merge any of the soft pairs; issue:43873 is only a weak anchor because it has the most activity, not because it truly represents the whole set.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43873 has the strongest discussion/reference activity, so it is the best available anchor if one issue must be chosen.", + "summary": "These issues are broadly related by being Transformers bug reports, but they span different components and concrete failure modes. I don\u2019t see any pair that looks like the same underlying bug/change, so all soft edges are rejected. No PRs are present in the cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the strongest representative to anchor the cluster: it is open, has inbound references, and describes a broad, user-facing offloading/quantization failure that fits the general theme of the set better than the narrower reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most broadly discussed and referenced report here; however, the cluster is too mixed for any issue to be a strong canonical representative.", + "best_issue_reason": "issue:43873 is the best duplicate target candidate because it is active, relatively central, and broad enough to subsume related offloading/loading regressions if any emerge.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Different bugs: local cache-path collision vs read-only permission propagation in save_pretrained." + "reason": "Different models and different bugs: CamemBERT masked-LM prediction drift vs Qwen3 recurrent-state reset in cache handling." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but on unrelated models and failure modes (glm-4v-9b vs tokenizer loading)." + "reason": "Both are loading failures, but one is a specific multimodal model load crash and the other is a tokenizer load regression for a different model." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models is unrelated to save_pretrained permission propagation from custom model files." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer crashes, but different tokenizers and different code paths/failure conditions." + "reason": "Both are tokenizer task failures, but they concern different tokenizer classes and different exception paths." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated." + "reason": "Unrelated: BEiT fast image-processor label reduction bug vs Molmo tied-weights attribute error during model loading." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric lookup issue vs void segmentation-map processing failure; unrelated." + "reason": "Early-stopping metric lookup and void segmentation-map processing are separate trainer vs image-processor issues." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; not the same bug." + "reason": "Torch version incompatibility is a dependency issue, while window_size AttributeError is a model-specific API bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is an API discrepancy and the other is config value loss on reload." + "reason": "Both involve config handling, but the concrete attributes and failure modes differ; not the same bug." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization changes across versions vs FP8 checkpoint weight_scale corruption; different problems." + "reason": "Tokenization changes across versions is unrelated to FP8 weight_scale being ignored on load." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different model-loading failures in different multimodal stacks; no shared code-path bug." + "reason": "Different failures in different models: FineGrainedFP8Config vs Llava Next segfault on load." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error in CLIP loading vs generation with inputs_embeds/past_key_values; unrelated." + "reason": "MacOS bus error loading a CLIP model is unrelated to generation with inputs_embeds/past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency across slow/fast implementations vs T5 add_special_tokens name conflict." + "reason": "General slow-vs-fast tokenizer inconsistency is not the same concrete bug as the T5 add_special_tokens name collision." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Segmentation-map processing vs Bark voice_preset handling; only both touch processors." + "reason": "Segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading issue vs apex RMSNorm memory leak; not the same code-path." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Both involve Qwen multimodal models, but one is video input handling and the other is weight_only loading." + "reason": "Offloading/quantization behavior and T5 RMSNorm memory leak are different subsystems and failure modes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen-family titles are not enough: sliding_window generation bug vs config unwrapping bug." + "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are distinct Qwen config/model issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache-strategy typo vs docs mentioning removed pipelines; unrelated change types." + "reason": "A typo in cache-strategy docs is unrelated to stale pipeline-task documentation for v5." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs tokenizer special-token registration bug; different subsystems." + "reason": "Both are Qwen3 multimodal, but one fails on video input processing while the other fails on weight_only loading." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file/from_pretrained handling vs Unigram vocab type mismatch in XLMRobertaTokenizer; distinct issues." + "reason": "GGUF/from_pretrained handling is unrelated to XLMRobertaTokenizer passing the wrong type into Unigram." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Non-persistent buffer initialization bug vs inconsistent from_pretrained behavior inside Python classes." + "reason": "torch.compile/SDPA model failure and BigBirdTokenizer special-token registration are entirely different bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping CUDA assert vs PEFT local-checkpoint loading failure; unrelated." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to PEFT adapter local-checkpoint loading in GraniteSpeech." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and from_pretrained behavior inside Python classes are not the same underlying defect." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning vs multimodal token counting video-branch bug; not the same defect." + "reason": "Path-normalization import warning is unrelated to undefined video-token helpers in multimodal token counting." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; different mechanisms." + "reason": "CPU-offload device mismatch in Bark-small is not the same as BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating vs progressive generation bug; no shared root cause." - }, - { - "left": "issue:43531", - "right": "issue:46821", - "accept": false, - "reason": "Different models and different attributes: Qwen3-MoE sliding window vs TimesFM window_size error." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device mapping CUDA assert; unrelated." + "reason": "TrainerState token counting and progressive generation cache behavior are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crash from missing processor tokenizer attribute vs chat/completions streaming inference failure; different paths." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "CPU offload mismatch vs tokenizer special-token registration; no common bug." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Metric gathering drops tuple labels vs SAM3 text/bounding-box behavior; unrelated." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different API paths and bugs." } ] }, @@ -5327,10 +5294,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:30064", "issue:36010", @@ -5338,6 +5305,7 @@ "issue:41720", "issue:42886", "issue:43381", + "issue:43388", "issue:43421", "issue:43493", "issue:43526", @@ -5354,8 +5322,6 @@ "issue:44077", "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", "issue:44589", "issue:44610", "issue:44625", @@ -5366,6 +5332,7 @@ "issue:44987", "issue:44991", "issue:45042", + "issue:45059", "issue:45072", "issue:45357", "issue:45479", @@ -5381,10 +5348,11 @@ "issue:46858" ], "soft_pairs": [ + "issue:43388|issue:45059", "issue:43531|issue:44589", "issue:45759|issue:45859", - "issue:43540|issue:46858", "issue:44451|issue:44991", + "issue:43540|issue:46858", "issue:45357|issue:46402", "issue:44077|issue:44625", "issue:43644|issue:46665", @@ -5402,227 +5370,223 @@ "issue:46655|issue:46693", "issue:43421|issue:43927", "issue:43526|issue:43881", + "issue:43531|issue:45923", "issue:43746|issue:43873", "issue:45759|issue:45923", - "issue:43531|issue:45923", "issue:42886|issue:44843", "issue:30064|issue:36010", "issue:43421|issue:43653", - "issue:39692|issue:43493", - "issue:44514|issue:44545" + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "c365a0c39ad8f97e6b6d7a62bbc58a3f665df44bdd033ca9995b2b2ccd128212", + "prepared_review_unit_hash": "b826295562685147079ef6041ab2bb36b2c569ef16f3bdf8504586d54070f8f3", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36030, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar but distinct bug reports. I found one clear duplicate pair around Qwen2_5_VLProcessor.apply_chat_template with padding=False; the rest should be kept separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44545 is the cleanest canonical for the duplicate Qwen2_5_VLProcessor.apply_chat_template crash: it describes the same batched-input + padding=False failure as 44514, with a tighter title and slightly stronger engagement.", + "summary": "This cluster is a grab-bag of mostly unrelated singleton issues; the soft pairs share at most a broad subsystem or model family, not the same concrete bug/change, so all soft edges should be rejected. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42886 is the cleanest representative bug report in the set: it is narrowly scoped, reproducible, and has a clear environment trigger. The other issues are largely unrelated across models and subsystems, so there is no strong duplicate canonical among them.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best representative issue in the only true duplicate pair; it most directly names the method and reproducer for the shared bug.", + "best_issue_reason": "issue:42886 is the best standalone issue here because it describes a concrete offline/cache regression with a clear failure mode and likely fixable scope.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bugs in different paths: metric label gathering vs SAM3 text/bbox behavior." + }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Both are inference/runtime errors, but they involve different models and different failure mechanisms." + "reason": "Only share a broad model/runtime context; one is Qwen3-MoE sliding-window handling, the other is a storage-object import/type error." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "One is about from_config unwrapping text_config; the other is a CPU-offload rotary embedding incompatibility." + "reason": "Both are Qwen3.5-related, but they affect different code paths: config unwrapping vs CPU-offload rotary embedding support." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems and root causes: video input processing vs cache sequence-length arithmetic." + "reason": "Both are tokenizer-loading regressions, but the affected models and likely root causes differ." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Both are tokenizer-loading reports, but they affect different models and the symptom/root cause is not the same." + "reason": "Unrelated: video-input validation in Qwen3OmniMoe vs static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern multimodal model loading, but one is visual-encoder key saving and the other is text-encoder weight loading." + "reason": "Different save/load failures on different multimodal models and different encoders." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "These are separate config issues for different models; the reported bugs are not the same." + "reason": "Separate config issues on unrelated models; no shared underlying bug is evident." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "One is a Transformers 5.0 buffer initialization bug; the other is inconsistent from_pretrained behavior in Python classes." + "reason": "Distinct problems: non-persistent buffer initialization vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Both touch loading/image-processing paths, but one is a package loading failure and the other is an incorrect torchvision dependency." + "reason": "Different regressions in unrelated loading/image-processing code paths." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer bugs with different symptoms; no evidence they share the same underlying cause." + "reason": "Both involve tokenizer failures, but one is an AddedToken argument conflict and the other is a model-specific loading error." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient increase report." + "reason": "Checkpointing-in-eval-mode and ZeRO-3 gradient growth are different training bugs." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Distinct problems: image resolution handling vs bfloat16 dtype mismatches." + "reason": "Different domains: Perceiver image resolution handling vs bfloat16 dtype mismatch in inference." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification configs, but one is missing num_labels propagation and the other is a degenerate zero-loss bug across models." + "reason": "Related to classification settings only at a very high level; one is num_labels propagation, the other is degenerate loss semantics." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatches, but they are different models and different concrete failures." + "reason": "Both mention processor/model mismatch, but they are separate models and separate defects." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely unrelated bugs: CUDA assert during device mapping vs a T5 RMSNorm memory leak." + "reason": "Completely different failures: Qwen3 device-mapping crash vs T5 RMSNorm memory leak." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A training-time warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual-encoder key serialization." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both involve loading/saving checkpoints, but one is PEFT local checkpoint loading and the other is quantized model round-tripping." + "reason": "Different persistence bugs: local PEFT adapter loading vs quantized save/load corruption." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "No shared bug: gradient checkpointing eval-mode behavior vs an apex RMSNorm leak." + "reason": "Checkpointing/eval-mode restriction is unrelated to the T5 memory leak." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer-related failures with no shared code path or reproducer." + "reason": "Different trainer failures: embedding unpacking in SFT vs evaluate-after-train behavior." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding logic and FA2 long-context performance regression are unrelated." + "reason": "Different bugs in the video/long-context stack: padding calculation vs performance regression." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is save/load of custom token IDs." + "reason": "Both touch special tokens/config state, but one is backend post-processor syncing and the other is save/load token-ID loss." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Completely unrelated: BEiTImageProcessorFast label reduction vs glm-4v-9b loading failure." + "reason": "Unrelated: Beit label reduction bug vs glm-4v-9b loading failure." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43531", + "right": "issue:45923", "accept": false, - "reason": "Both mention loading/quantization, but the underlying bugs are different." + "reason": "Different Qwen/Nemotron issues with no shared code-path bug." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Different model/config issues; no shared underlying code-path problem." + "reason": "Adapter checkpoint loading and quantization/offloading behavior are separate problems." }, { - "left": "issue:43531", + "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Sliding-window MoE behavior is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Different model-config bugs: composite Qwen config unwrapping vs missing gradient-checkpointing flag." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both relate to offline tokenizer access, but 44843 is a specific Mistral-regex model_info call while 42886 is a broader cache-loading failure; not enough to treat as the same bug." + "reason": "Both are offline/tokenizer-related, but they hit different code paths: cache loading vs an unconditional model_info call in a regex patch." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Different domains entirely: image processor segmentation vs GenerationMixin import failure." + "reason": "No meaningful overlap: image-processor segmentation handling vs GenerationMixin import failure." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both are tokenizer-related, but one is post-processor updates and the other is special-token registration causing empty decode output." + "reason": "Both mention special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is a documentation/example mismatch and the other is an implementation discrepancy with the original JAX model." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash, same batched-input + padding=False reproducer, and the titles/body clearly describe the same bug." + "reason": "Same model family only; documentation example problems are not the same as an HF-vs-JAX implementation discrepancy." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (44514/44545) is supported by matching titles and reproducer details. The other soft-edge verdicts are appropriately conservative and do not overstate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5634,10 +5598,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:30064", "issue:36331", @@ -5664,16 +5628,17 @@ "issue:44361", "issue:44464", "issue:44488", + "issue:44514", + "issue:44545", "issue:44625", "issue:44661", "issue:44671", "issue:44857", - "issue:44898", "issue:44991", - "issue:44995", "issue:45081", "issue:45356", "issue:45381", + "issue:45507", "issue:45834", "issue:45907", "issue:45987", @@ -5688,6 +5653,7 @@ "issue:47050" ], "soft_pairs": [ + "issue:44514|issue:44545", "issue:43994|issue:44671", "issue:44464|issue:47050", "issue:46032|issue:46463", @@ -5697,18 +5663,18 @@ "issue:43421|issue:44186", "issue:45356|issue:45907", "issue:39692|issue:43873", - "issue:44995|issue:46858", + "issue:45507|issue:46858", "issue:39692|issue:47050", "issue:43720|issue:43819", "issue:43295|issue:45834", "issue:43550|issue:43927", - "issue:43550|issue:44361", "issue:43653|issue:43720", + "issue:43550|issue:44361", "issue:43596|issue:44220", "issue:46829|issue:46832", - "issue:44625|issue:47050", "issue:43531|issue:43643", "issue:44062|issue:44488", + "issue:44625|issue:47050", "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:43611|issue:46665", @@ -5716,224 +5682,226 @@ "issue:41720|issue:44991", "issue:30064|issue:36331", "issue:44220|issue:44661", - "issue:43653|issue:43819", - "issue:44186|issue:44898" + "issue:43653|issue:43819" ], - "prepared_review_unit_hash": "90e5b04e834b0885b8e250e8c401bc5c7c38ec4b3e030152f534624f8587999a", + "prepared_review_unit_hash": "f0c2ce361cb60d3509b4abcf6ad07c014972f7519dd3a15bf15c2db32f91e296", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36412, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated singleton bugs. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them. The closest thematic overlap is in tokenizer/multimodal-regression reports, but still not enough to treat as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 46693 is the most globally representative umbrella candidate here: it has the highest discussion activity, broad impact, and a clear reproducible regression description. That said, this set does not form a tight duplicate cluster, so the choice is only a weak canonical fit.", + "summary": "This cluster is mostly heterogeneous across unrelated models and bugs. The only plausible duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash between 44514 and 44545, but the evidence is still soft-similarity only, so it should be treated as a likely duplicate candidate rather than an exact duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the best canonical anchor for the likely duplicate pair with issue:44514: they describe the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False, though the match is based on soft similarity rather than deterministic duplicate evidence.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 is the best overall issue to anchor on because it is active, impactful, and describes a concrete performance regression that could plausibly attract related reports.", + "best_issue_reason": "issue:44545 is the best issue to anchor the cluster because it appears to be the closest duplicate target for the only plausible duplicate edge, with the clearest canonical wording for the shared Qwen2_5_VLProcessor.apply_chat_template padding=False crash.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Likely same underlying bug: both report Qwen2_5_VLProcessor.apply_chat_template crashing on batched input with padding=False. This is a strong duplicate candidate, but only soft-similarity evidence is available." + }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-quality regressions, but they involve different models and failure modes: SigLIP2 pipeline/AutoModel mismatch vs CamemBERT masked-LM predictions in v5. Not the same underlying bug." + "reason": "Both mention bad model outputs, but they involve different models and different failure modes; no concrete shared bug is indicated." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Different code paths and symptoms: compiled forward/chunked generation inconsistency vs fp16 ONNX export dtype mismatch in attention. Same broad area, not the same bug." + "reason": "Different code paths and symptoms: compiled chunked generation inconsistency vs fp16 ONNX attention dtype mismatch." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message. One is a runtime correctness issue, the other is error wording/validation behavior." + "reason": "Unrelated problems: Mamba2Mixer cache/use_cache correctness vs T5 decoder-input error messaging." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL-related, but one is a from_pretrained weight_only loading error and the other is a video position-id/input bug. Different failures and fixes." + "reason": "Both are Qwen VL issues, but they concern different models and different concrete bugs." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "They both mention fix_mistral_regex, but one is an AttributeError in tokenizer patching while the other is a tokenizer regression with codec handling/warning behavior. Related area, not clearly the same bug." + "reason": "Both mention fix_mistral_regex, but one is a tokenizer load AttributeError and the other is a Kimi-K2.5 regression with codec/warning behavior." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different model/tooling paths: float16 AMP crash in image loss vs ONNX export dtype mismatch in attention. Not mergeable as one bug." + "reason": "Both involve fp16-related failures, but in different models and different execution paths; not the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token/post-processor update behavior is distinct from LayoutLMv2 NER/padding crashes. Both tokenizer bugs, but not the same issue." + "reason": "Different tokenizer features and failures: runtime special-token post-processing vs LayoutLMv2 NER/padding crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs repo listing API forwarding bug. No shared underlying code-path problem." + "reason": "Tokenizer regression with fix_mistral_regex is unrelated to list_repo_files missing revision forwarding." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation example/model-processor mismatch and quantization failure is not the same as a general offloading/quantization runtime issue." + "reason": "Docs/example errors are not the same as offloading/quantization behavior problems." }, { - "left": "issue:44995", + "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Model load failure for a specific checkpoint vs static-cache seq-length type/device bug under torch.compile. Different subsystems." + "reason": "Different runtime issues: invalid method call in GraniteMoEHybrid vs static-cache seq-length tensor arithmetic on non-CUDA backends." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Documentation/quantization example issues do not match ONNX export dtype mismatch in attention." + "reason": "SigLIP2 docs/model mismatch is unrelated to Canine ONNX fp16 attention dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight unloading during accelerate load is unrelated to DAC.from_latents missing STE mismatch." + "reason": "Different model internals and failures: packed-weight loading vs DAC.from_latents/STE mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer API regression is different from Kosmos2.5 long-OCR index error." + "reason": "Both are regressions in model/processor behavior, but they affect different models and different failure points." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token-ID persistence after save/load." + "reason": "Bamba SDPA/torch.compile failure is unrelated to DiaConfig token-ID loss after save/load." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Bamba compile/SDPA crash and MLukeTokenizer AttributeError are different models and failure modes." + "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug is unrelated to BitNet packed-weight unpacking during load." + "reason": "Different subsystems and symptoms: SDPA/compile model failure vs tokenizer AttributeError." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Zero3/BertModel initialization IndexError and fbank feature extraction issue are separate code paths." + "reason": "Deepspeed/BertModel zero3 init issue is unrelated to audio feature extraction." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Both are vision-model forward/output issues, but one is hidden_states wiring and the other is RT-DETR feature-level mismatch. Not the same bug." - }, - { - "left": "issue:44625", - "right": "issue:47050", - "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Canine ONNX attention dtype mismatch." + "reason": "Different output/forward-shape bugs in different models; no shared code path is shown." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and trust_remote_code config field loss are not the same underlying bug." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig field loss." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument duplication and loading a specific tokenizer checkpoint are different tokenizer issues." + "reason": "AddedToken keyword collision and tokenizer loading failure for a specific model are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Configuration propagation for Qwen3.5 is unrelated to Canine ONNX attention dtype mismatch." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs in Qwen models, but one is a ValueError in video processing and the other is a chat-template/token-feature mismatch. Different concrete bugs." + "reason": "Both involve video input in Qwen-family models, but the concrete failures differ and the code paths are not shown to be the same." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video-position-id bug in Qwen2.5-VL is unrelated to the FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different bugs." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading breakage and generic from_pretrained behavior inside Python classes are related only at a very high level, not the same fixable bug." + "reason": "base_model_prefix loading breakage and from_pretrained-in-class inconsistency are not the same concrete failure." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length return-type bug is unrelated to VideoPrism hidden_states output wiring." + "reason": "StaticCache sequence-length return type is unrelated to VideoPrism hidden_states/output mapping." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Auto device mapping CUDA assert on one model and tokenizer loading failure for another model are not the same issue." + "reason": "CUDA assert on auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Torch fbank feature extraction issue and add-new-model-like/tokenizer mapping failure are different subsystems." + "reason": "Audio feature extraction issue is unrelated to add-new-model-like / tokenizer mapping handling." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Special-token registration bug and DAC latent/STE mismatch are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Perceiver non-default resolution failure are separate model/tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction are unrelated bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster read is reasonable, but the writeup overstates the evidence for the one accepted pair. In the packet, 44514\u219444545 is only a soft-similarity match (deterministic_accept=false); calling it an \"exact duplicate\" and the \"only clear duplicate edge\" is stronger than the packet supports. Please downgrade that to a cautious \"best duplicate candidate\" / \"likely duplicate\" framing." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5945,10 +5913,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:34634", "issue:36010", @@ -5981,6 +5949,7 @@ "issue:44821", "issue:44843", "issue:44877", + "issue:44898", "issue:44936", "issue:44991", "issue:45020", @@ -5999,26 +5968,27 @@ "issue:47020" ], "soft_pairs": [ - "issue:43335|issue:43756", - "issue:43550|issue:43819", + "issue:44186|issue:44898", "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43335|issue:43756", "issue:43618|issue:43697", - "issue:45987|issue:46932", "issue:43643|issue:44877", + "issue:45987|issue:46932", "issue:34634|issue:36010", - "issue:44008|issue:46858", "issue:44821|issue:45084", + "issue:44008|issue:46858", "issue:44843|issue:45081", "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:44448|issue:44671", "issue:43540|issue:44008", "issue:45584|issue:45834", - "issue:45183|issue:45479", "issue:44991|issue:47020", + "issue:45183|issue:45479", "issue:44991|issue:46291", - "issue:43644|issue:43749", "issue:44561|issue:45020", + "issue:43644|issue:43749", "issue:43606|issue:45072", "issue:43322|issue:45685", "issue:43421|issue:44811", @@ -6027,154 +5997,160 @@ "issue:44479|issue:45834", "issue:44805|issue:44936" ], - "prepared_review_unit_hash": "997bbfb2d2af9520e8290f7426b11af948b4a6f3b4f0b0d013ef0ffea74f4857", + "prepared_review_unit_hash": "a48e6a7213a2679f70f6ab7d4f90f55a37e516c97e874f083dd8650af8d97ae0", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35520, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "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 a loose collection of mostly unrelated transformer/model regressions; the soft edges are generally only high-level similarity, not duplicate bugs. I\u2019d anchor the cluster on the broad remote_code regression issue, but none of the paired items should be merged as duplicates from the available evidence.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: it describes a general regression affecting remote_code models across recent Transformers versions, which is closer to a cluster umbrella than the narrower model-specific failures.", + "summary": "The cluster is mostly a loose collection of unrelated bug reports; the soft pairs share broad keywords or subsystems but not the same concrete failure. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "There is no true canonical issue here because the items span many unrelated models and code paths. If a representative is needed, issue:45020 is the broadest/highest-impact report, but it is not a duplicate anchor for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 has the clearest cross-cutting scope and strongest chance to serve as the canonical issue for triage, since it frames a family of loading regressions rather than a single model edge case.", + "best_issue_reason": "issue:45020 is the strongest representative by scope and impact: it describes a broad regression affecting multiple remote_code models across recent Transformers versions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failure modes; both are tokenizer/model-input bugs, but not the same underlying issue." + }, + { + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Both are model-configuration bugs, but they affect different architectures and different mechanisms (sparse encoder layer creation vs RoPE layer dropping). Not the same underlying defect." + "reason": "Both are tokenizer-loading failures, but they point to different code paths and symptoms; not enough evidence they are the same bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Completely different failure modes: torch.compile/SDPA on Bamba vs DAC latent reconstruction/STE mismatch. No shared code-path evidence." + "reason": "Completely different subsystems: SDPA/torch.compile vs DAC latent conversion." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both involve tokenizer loading, but one is a model-specific load failure and the other is an XLMRoberta/Unigram constructor type mismatch. Different root causes." + "reason": "Unrelated model/config bugs: sparse layer creation vs RoPE-layer dropping." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Unrelated regressions: CLIPOutput attentions field assignment vs RTDetrV2 output divergence in v5." + "reason": "Both are v5 regressions, but one is missing attentions assignment and the other is output drift in RTDetrV2; different code paths." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "StaticCache sequence-length contract bug and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict granite_speech config validation; not the same bug." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech. Different bugs and fixes." + "reason": "StaticCache sequence-length contract bug vs Gemma4 quantized embedder dtype casting; unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are unrelated." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Gemma3n audio_mel_mask variable collision and cache.get_seq_length returning a device tensor are different code paths and symptoms." + "reason": "AutoImageProcessor URL loading and template-node compilation are different problems." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are not the same issue." + "reason": "Different failure modes in different areas: Gemma3n variable collision vs cache length returning a device tensor." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function area, but different failures: unconditional model_info() call vs missing backend_tokenizer attribute. Related code, not duplicate bug." + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on a tokenizer object; not clearly the same underlying fix." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs example errors and Kosmos2.5 long-OCR index errors are unrelated." + "reason": "SigLIP2 doc-example issues and Kosmos2.5 OCR long-input indexing are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer. Different failure modes." + "reason": "LayoutLMv2 NER/padding crashes vs AutoTokenizer failing for FastSpeech2ConformerTokenizer are separate tokenizer issues." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4-v5 behavior regressions, but they concern different models and different outputs. Not a duplicate." + "reason": "Both are v4-v5 output differences, but they affect different models and likely different regressions." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio attribute collision are unrelated multimodal bugs." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma3n audio mask variable collision." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are unrelated." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are unrelated." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Input validation error messaging vs degenerate zero-loss classification behavior are different problems." + "reason": "The est-roberta load failure may be tokenizer-related, but the issue statements do not establish the same concrete bug as the XLMRobertaTokenizer constructor problem." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Both are tokenizer loading problems, but they affect different models and appear to come from different tokenizer construction paths." + "reason": "Input validation error messaging and single-label zero-loss classification are different issues." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for est-roberta and pipelines import breakage from kernels version constraints are unrelated." + "reason": "Tokenizer loading for a model and pipeline import failing due to kernels version requirements are unrelated." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both touch model/loading behavior in v5, but one is non-persistent buffer initialization and the other is FSDP CPU-efficient loading. Not the same bug." + "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader regression report; not clearly the same bug." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both mention remote_code breakage, but one is specifically removal of is_torch_fx_available and the other is a broader recent-version regression. Too broad to treat as the same defect." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading/runtime issues." }, { "left": "issue:43606", @@ -6186,31 +6162,37 @@ "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault when loading Llava Next models and an MPS histogram limitation for Int are unrelated." + "reason": "Llava Next segmentation fault and MPS histogram error in moe code are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Tokenizer backend post-processor update bug and Whisper batch_decode skip_special_tokens handling are different issues despite both involving special tokens." + "reason": "Runtime special-token post-processor updates and Whisper skip_special_tokens handling are different tokenization behaviors." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + "reason": "Blip2 dtype-loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 and dtype mismatch in bfloat16 inference are different concrete problems." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error do not share the same root cause." + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input indexing are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate() failure after train are not the same underlying bug." + "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are different problems." } ] }, @@ -6229,10 +6211,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28218", "issue:29159", @@ -6287,8 +6269,8 @@ "issue:43782|issue:44977", "issue:43582|issue:46512", "issue:43825|issue:43994", - "issue:43388|issue:46032", "issue:46294|issue:46463", + "issue:43388|issue:46032", "issue:43931|issue:46846", "issue:28218|issue:29159", "issue:43716|issue:44008", @@ -6303,212 +6285,215 @@ "issue:42175|issue:45081", "issue:43577|issue:43582", "issue:45003|issue:46285", - "issue:46175|issue:46932", "issue:43262|issue:47217", - "issue:46697|issue:46728", - "issue:43262|issue:43819", + "issue:46175|issue:46932", "issue:43653|issue:44912", - "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:46697|issue:46728", + "issue:44589|issue:45042", "issue:43582|issue:44857", - "issue:44589|issue:45042" + "issue:43782|issue:45325" ], - "prepared_review_unit_hash": "eb931b68c0c1db18bafefd9ab2af80f4cff4cfc53eb7e8f7d81ff948f31a00fa", + "prepared_review_unit_hash": "7542f5a988acebf54545c2dc68d2b12af5546cd59895cdf4cb7d2cbf75703b0c", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36285, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 - }, + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only plausible near-duplicate theme is tokenizer-related, but the listed pairs mostly describe different concrete bugs, models, or code paths. I would not merge any of the soft edges based on the available evidence.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #28218 is the most specific and concrete of the tokenizer-related candidates, describing a clear bug in added-token spacing; the nearby tokenizer issue #29159 is broader and not clearly the same defect.", + "summary": "Mostly unrelated issue set with one clear duplicate pair in the tokenizer area. I accepted only the 28218/29159 pair; all other soft pairs look related at a broad subsystem level but not the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the best canonical for the accepted duplicate pair: it states the concrete added-token spacing regression clearly and is open, making it a good tracker for the shared tokenizer bug.", "canonical_pr_reason": null, - "best_issue_reason": "#28218 is the best issue representative here because it names a single reproducible tokenizer bug with a clear symptom and is earlier/more concrete than the broader alternatives.", + "best_issue_reason": "issue:28218 is the strongest issue to keep: specific symptom, clear bug description, and it matches the accepted duplicate counterpart in 29159.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different failures: one is a weight_only load error for Qwen3-VL, the other is a flash-attention generation problem in Qwen3.5." + "reason": "Both are model-specific inference/loading problems, but they affect different Qwen variants and different code paths (weight_only load vs flash-attn generation)." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "One is an Apple Silicon TypeError in caching_allocator_warmup; the other is stale config.dtype after from_config(dtype=...)." + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config; not the same bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Different issues: incorrect v5 translation error messaging vs nonsensical SigLIP2 results with AutoModel/pipeline." + "reason": "One is a pipeline v5 error-message issue; the other is a SigLIP2 model/output bug. Same broad area, different defects." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Different subsystems and bugs: metric gathering drops labels in the last batch vs Mamba2 use_cache correctness." + "reason": "Different models and different validation paths; one is video apply_chat_template mismatch, the other is T5 decoder input validation messaging." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Different models and code paths: Qwen3.5-VL chat-template video feature mismatch vs T5 decoder input validation messaging." + "reason": "Unrelated training/runtime bugs: gather_for_metrics tuple-label handling vs Mamba2 use_cache correctness." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "One is a Qwen3-VL weight-shape load mismatch; the other is a tensor-parallel plan omission causing OOM/shape errors." + "reason": "Both are Qwen-related, but one is a weight-shape load error and the other is a tensor-parallel plan omission causing OOM/shape errors." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both are tokenizer-related, but one is specifically about added-token spacing while the other is a broader slow-vs-fast inconsistency without clear evidence it is the same bug." + "accept": true, + "reason": "Same tokenizer regression: added-token spacing/slow-vs-fast inconsistency describe the same underlying tokenization bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different failures in different models: image preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." + "reason": "Different multimodal dtype/casting bugs in different model families; no shared code path evident." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both concern video inputs, but they affect different Qwen variants and different mechanics (input processing vs vision_position_ids computation)." + "reason": "Both involve video inputs, but the affected models and failures differ; not mergeable as one concrete bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Unrelated bugs: OmDet-Turbo processor size mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Distinct problems in different components: processor input-size mismatch vs dtype mismatches in inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but the concrete problems differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "Both involve loading flows, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different code paths: BitNet packed-weight loading failure vs bfloat16 inference dtype mismatch in other models." + "reason": "Different bugs: BitNet packed-weight unpacking during accelerate loading vs dtype mismatch in other models." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Related only loosely through model initialization/import behavior; the concrete notebook custom-model issue is not the same as from_pretrained inside classes." + "reason": "Both mention custom/from_pretrained behavior, but one is notebook custom model initialization in v5 and the other is class-context inconsistency; too broad to merge." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer compute_loss signature." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect runtime error message; the other is outdated docs still mentioning pipeline() after removal." + "reason": "Related to the v5 pipeline removal, but one is an error message problem and the other is documentation drift; not the same bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a broad tokenizer-version change report." + "reason": "A CamemBERT masked-LM regression is not the same as a generic tokenization-version change report." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Different problems: missing tensorflow backend in installation extras vs a Mistral tokenizer regex patch crash." + "reason": "Different subsystems: backend dependency packaging vs tokenizer regex patching crash." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated bugs: dtype state on BLIP2 components vs Apple Silicon TypeError in caching allocator warmup." + "reason": "Different bug classes: Blip2 dtype not propagating vs Apple Silicon allocator TypeError." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different issues: unsafe sys.modules access in modeling_utils vs structural inconsistency between CLIP text model classes." + "reason": "Unrelated: unsafe sys.modules access in modeling_utils vs CLIP text-model structural inconsistency." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot materialization in position embeddings and the other is dtype casting for quantized embedders." + "reason": "Different multimodal template bugs: audio sampling-rate defaulting vs image placeholder handling in user text." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Different modalities and bugs: audio chat-template sampling rate default vs image placeholder handling in VL models." + "reason": "Same family but different defects: one is a huge one-hot materialization issue, the other is dtype casting for quantized embedders." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Both are image-processing bugs, but they concern different models and different counting/padding logic." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to DAC.from_latents mismatching forward pass." + "reason": "Audio chat-template sampling-rate bug and DAC latents/STE mismatch are unrelated." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Different areas: tokenizer special-token registration vs MXFP4 quantization loading fallback." + "reason": "Both are image-size/padding related, but they are different model preprocessors with different off-by-one style bugs." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Same broad Qwen-VL family, but distinct bugs: load-time weight_only error vs rope index scaling for still images." + "reason": "Different failures: float8 storage lookup vs PIL backend dependency requirement." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "Unrelated runtime errors: allocator warmup TypeError vs AMP crash in a specific image loss." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Different failures: missing Float8 storage object vs PIL backend image processors incorrectly requiring torchvision." + "reason": "Both are Qwen VL issues, but one is load-time weight_only failure and the other is temporal position-id scaling; different code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet: 28218/29159 is the only clearly close tokenizer pair, and the other pair rejections are generally conservative and framed as different bugs rather than overclaiming sameness. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6520,10 +6505,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:36010", "issue:36331", @@ -6581,8 +6566,8 @@ "issue:36010|issue:43645", "issue:36010|issue:36331", "issue:43257|issue:43329", - "issue:43526|issue:43697", "issue:43531|issue:45042", + "issue:43526|issue:43697", "issue:43638|issue:44936", "issue:43452|issue:44991", "issue:43906|issue:46209", @@ -6590,10 +6575,10 @@ "issue:43819|issue:43927", "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:43329|issue:45600", "issue:42490|issue:43257", - "issue:43526|issue:44554", + "issue:43329|issue:45600", "issue:45084|issue:45538", + "issue:43526|issue:44554", "issue:43746|issue:44811", "issue:43854|issue:44977", "issue:43643|issue:45759", @@ -6604,20 +6589,20 @@ "issue:43257|issue:43696", "issue:43329|issue:44479" ], - "prepared_review_unit_hash": "d6cfdc29177be5e924a82a28021c7ada34bade2ea5f8a846b75c0d09fb75ac6e", + "prepared_review_unit_hash": "8a4abe08062055bd32df37471ad92b92a8a2038c3ad7ba07134ebd5636e049e0", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36571, + "serialized_chars": 36569, "estimated_input_tokens": 9143, "estimated_eval_tokens": 18542 }, @@ -6626,180 +6611,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated import, tokenizer, loading, multimodal, and training regressions. The soft edges mostly reflect superficial similarity in theme or model family, not the same concrete bug, so none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45020 is the broadest and most representative loading/regression report in the set; it sits closest to the recurring theme of recent-version breakage around remote code and model loading.", + "summary": "These items are a heterogeneous set of transformers issues, not a tight duplicate cluster. The soft edges mostly connect superficially similar loading/model/runtime bugs, but they involve different code paths, models, or failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45020 is the broadest representative here: it describes a general recent-version loading regression affecting remote_code models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single issue to represent the cluster because it is high-signal, broad, and centrally about a version-induced loading regression rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 45020 is the best single representative for the set, but only as a broad umbrella\u2014not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading-related, but one is a specific MobileLLM key error and the other is a broad remote_code regression; not the same underlying bug." + "reason": "Both are loading regressions, but one is a model-specific KeyError for MobileLLM-125M and the other is a broad remote_code breakage; not the same bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an ImportError for ReasoningEffort and the other is a continue_final_message tokenizer behavior bug." + "reason": "Different components and failures: Gemma 4 processor loading vs mistral_common continue_final_message behavior." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different failures: torch.compile+SDPA on Bamba versus MXFP4 quantization fallback on git-oss-20b." + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs git-oss MXFP4 load/fallback behavior." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and defining custom models in Jupyter are unrelated failure modes." + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are unrelated failures." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "One is a transformer import path issue; the other is a Trainer API signature change." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are separate API breakages." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the undefined video-token helper bug." + "reason": "Accelerate/deepspeed weight-conversion failure is unrelated to the multimodal token-count video branch bug." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different model/processor problems." + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are different subsystems." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Sliding_window on Qwen3-MoE and PIL image processor torchvision dependency are unrelated." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different image-processing/model issues." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "The former is a ZeRO-3 index error during model init; the latter is a train/evaluate lifecycle bug." + "reason": "Zero3/Bert index error during training is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both mention tokenizer loading, but one is gguf_file handling and the other is a specific tokenizer regression on EMBEDDIA/est-roberta." + "reason": "Both involve loading, but gguf_file handling and a tokenizer regression for EMBEDDIA/est-roberta are distinct problems." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same as an FP8 inference failure on B200 hardware." + "reason": "An isolated reproduction of an older issue is unrelated to an FP8 inference failure on B200." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package/backend dependency mismatch for pip install '.[torch]' is unrelated to kernels v0.15 requiring version/revision." + "reason": "Missing TensorFlow in a torch extra and kernels v0.15 import requirements are unrelated dependency issues." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents mismatch and DiaConfig save/load losing token IDs are different audio/config bugs." + "reason": "DAC from_latents/STE mismatch and DiaConfig save-load token ID loss are different model-specific bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both concern Gemma-related tokenization/loading, but one is a tokenizer regex crash and the other is a missing _tokenizer attribute in transformers serve." + "reason": "Both are attribute errors in tokenizer/processor code, but they hit different objects and code paths." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both are tied-weights warnings around Qwen models, but the specific incorrect tie target and the ms-swift LoRA warning are not the same bug." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Video token counting in VLM processors is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + "reason": "These both mention tied-weights warnings, but one is a Qwen3-Next mis-tie bug and the other is a Qwen3.5 finetuning warning; not the same concrete defect." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path trailing-slash import warning and Qwen3 MoE weight conversion under deepspeed are unrelated." + "reason": "Trailing-slash local path warning and Qwen3 MoE weight conversion under accelerate/deepspeed are unrelated loading issues." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Beit label reduction and an MPS attention correctness issue are unrelated code paths." + "reason": "Undefined video-token helper usage is unrelated to stale auto_mappings references to removed configs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length constant bug are unrelated." + "reason": "A template-node compilation TypeError is not the same as an extreme CLIPTokenizer model_max_length value." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in an image processor and an MPS attention correctness issue are different bugs." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are distinct issues." + "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Model load failures for zai-org/GLM-4.7-Flash and flash-attention generation regressions on Qwen3.5 are different problems." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression do not share the same code path." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "A missing-field bug in AutoConfig with trust_remote_code and an AutoModelForCausalLM text_config unwrap issue are related only at a high level, not the same defect." + "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM.from_config text_config unwrapping are different config-loading bugs." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a Canine fp16 ONNX attention dtype mismatch." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to an ONNX fp16 dtype mismatch in CanineModel." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor/model input-size mismatch are different vision-model bugs." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px/224px mismatch are different model/processor issues." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default and Whisper decode special-token behavior are unrelated processor issues." + "reason": "Audio apply_chat_template sampling-rate defaults and Whisper batch_decode skip_special_tokens are unrelated processor behaviors." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are not the same underlying bug." + "reason": "A docs/example mismatch plus quantization failure is not the same as MXFP4 load fallback behavior." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE conversion under distributed loading and a GPT-oss-20b OOM are different failure modes." + "reason": "Qwen3 MoE weight conversion and a CUDA OOM on GPT-oss-20b are different failure classes." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "The undefined-video-helper bug and the v5.3.0 video input regression overlap on video processing, but the symptoms and affected code paths are not the same." + "reason": "Both involve video paths, but one is an undefined-helper bug in token counting and the other is a broader v5.3.0 video-input regression across models." } ] }, @@ -6818,10 +6803,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28282", "issue:29159", @@ -6875,19 +6860,19 @@ "issue:43257|issue:43931", "issue:43329|issue:43450", "issue:42915|issue:43742", - "issue:34567|issue:40990", "issue:44291|issue:45042", + "issue:34567|issue:40990", "issue:44912|issue:47145", - "issue:44387|issue:44617", "issue:42915|issue:44821", + "issue:44387|issue:44617", "issue:29159|issue:34567", "issue:45459|issue:45803", "issue:46421|issue:46424", "issue:43650|issue:43906", - "issue:28282|issue:29870", "issue:43525|issue:46291", - "issue:43749|issue:44756", + "issue:28282|issue:29870", "issue:44987|issue:45538", + "issue:43749|issue:44756", "issue:28282|issue:34689", "issue:43425|issue:46291", "issue:43540|issue:46701", @@ -6899,20 +6884,20 @@ "issue:45137|issue:45405", "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "1bd46722e052f17cdb597d7cde331e334a4628b9b297952366fa0ace3075cacb", + "prepared_review_unit_hash": "b831383d4f784aee0068a651819f80d7c5aabaee8bfdffd45a5ebec77bf9d23c", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34922, + "serialized_chars": 34921, "estimated_input_tokens": 8731, "estimated_eval_tokens": 17718 }, @@ -6921,168 +6906,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: loading/import errors, tokenizer regressions, multimodal/video bugs, quantization issues, and trainer-state problems. The soft-similarity pairs are mostly subsystem-adjacent but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43749 is the strongest representative to anchor the cluster because it has substantial discussion/inbound references and a concrete, user-visible runtime failure. The rest of the items are too diverse to support a true duplicate canonical issue.", + "summary": "The set is a loose collection of distinct transformers bugs/regressions across loading, tokenization, multimodal, quantization, and backend compatibility. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 28282 is the most generic, high-level model-loading/import failure in the set, so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best single issue to represent the set: clearly described, high-impact, and likely to attract useful triage context. It is still not a duplicate target for the other issues, just the most broadly representative one here.", + "best_issue_reason": "Issue 28282 has the broadest, most reusable symptom framing among these issues and is the clearest anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading bugs, but one is MOE weight conversion with accelerate+deepspeed and the other is a shape mismatch when loading Qwen3-VL. Different failure modes and code paths." + "reason": "Different failures: Qwen3 MOE weight conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch during load." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video, but one is an internal multimodal-token counting bug with undefined helpers and the other is a processor output-shape bug. Not the same underlying defect." + "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video processor shape issue." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and symptoms: FineGrainedFP8Config failure for Qwen3Moe versus a KeyError loading MobileLLM-125M." + "reason": "Different models and code paths: FineGrainedFP8Config failure vs MobileLLM key error on load." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "TrainerState token counting and perplexity on gpt-oss are unrelated issues in different parts of the stack." + "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to the PIL backend torchvision dependency regression." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Init-empty-weights argument handling and PIL image-processor torchvision dependency are unrelated code paths." + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated symptoms." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both mention loading/quantization, but one is MXFP4 fallback behavior and the other is FP8 compressed-tensors weight_scale application. Different bugs." + "reason": "Both are quantization-related, but they concern different formats and bugs: MXFP4 fallback vs missing weight_scale application." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Int4 quantization OOM from reserved memory and Sam3Video CUDA OOM are distinct memory problems with different triggers." + "reason": "Qwen3Moe FP8 loading failure is not the same as AutoImageProcessor URL-loading support." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Generic int4 memory regression is not the same defect as Sam3Video OOM." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState token counting are different components with different symptoms." + "reason": "Tokenizer consistency behavior and token-count tracking in TrainerState are unrelated." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but one hides tokenizer decode errors without protobuf and the other is a bare-except in Fuyu tensor conversion. Not the same bug." + "reason": "Both mention hidden errors, but they are different exception-handling bugs in different components." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy cache initialization causing recompilation and the other is max_cache_length being ignored except for Quantized Cache. Related area, different defect." + "reason": "Both are cache bugs, but one is lazy-init recompilation and the other is max_cache_length handling." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A generic 'ADD THE DATA' issue and an isolated reproduction of another issue are not duplicates." - }, - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "AutoModel PyTorch import error and Bart generate decoder_attention_mask assignment error are unrelated." + "reason": "\"ADD THE DATA\" is not the same as an isolated reproduction of another issue." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config pad_token_id attribute error and pipelines import failing on kernels version/revision requirements are different loading/import problems." + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels v0.15 import/version requirement." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Both mention OOM, but one is broken FSDP CPU RAM efficient loading and the other is disabling mmap on Strix Halo. Different causes and fixes." + "reason": "Generic missing-PyTorch import failure is unrelated to Bart generate() using decoder_attention_mask before assignment." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and CLIPTokenizer model_max_length behavior are unrelated tokenizer/model-loading issues." + "reason": "Loading a specific model failing in 5.1.0 is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU/RAM efficient loading and Strix Halo mmap OOM are different memory/loading problems." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch import missing and Llama 3.2 Vision model loading regression are unrelated." + "reason": "The former is a generic backend import error; the latter is a specific Llama 3.2 Vision loading regression." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels import requirements are different dependency/version issues." + "reason": "Torch 2.10 compatibility and kernels package version requirements are different dependency issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemmaGenerationOutput pipeline failure are different multimodal bugs." + "reason": "Qwen3OmniMoe video processing and DiffusionGemma pipeline failure are different multimodal bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer add_special_tokens BOS/EOS regression and Kimi-K2.5 codec handling / warning regression are both tokenizer-related but clearly distinct." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec handling/warning behavior." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with a community CLIP model and TrainerState token tracking are unrelated." + "reason": "MacOS CLIP bus error is unrelated to TrainerState token-count updates." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug affect different model-loading paths and different model components." + "reason": "AyaVision lm_head tying and Blip2 dtype preservation are separate model-specific bugs." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama multimodal mask handling and MPS attention correctness with differing value/query head dims are different correctness bugs." + "reason": "mllama multimodal mask handling and MPS attention correctness are different code paths." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging and Qwen2_5_VL import availability are unrelated import/package issues." + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL symbol import are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque pop error and bumped unreleased MIN_PEFT_VERSION are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-encoder key regression are different model-specific bugs." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key serialization are different regressions." } ] }, @@ -7101,10 +7086,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:24643", "issue:27957", @@ -7159,241 +7144,244 @@ "issue:45081|issue:47020", "issue:28282|issue:29127", "issue:44857|issue:46832", - "issue:44936|issue:46821", "issue:43742|issue:44291", - "issue:44479|issue:46693", + "issue:44936|issue:46821", "issue:42915|issue:45538", + "issue:44479|issue:46693", "issue:45538|issue:46869", "issue:44062|issue:44991", - "issue:24643|issue:29159", "issue:27957|issue:28282", + "issue:24643|issue:29159", "issue:42915|issue:43749", "issue:43452|issue:43582", - "issue:44849|issue:45701", "issue:41720|issue:43540", + "issue:44849|issue:45701", "issue:43577|issue:46512", "issue:42175|issue:44488", - "issue:44987|issue:45907", "issue:43540|issue:44560", "issue:44291|issue:44821", + "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:34567|issue:36331", "issue:44479|issue:45381", "issue:44792|issue:44964", + "issue:44062|issue:45081", "issue:38175|issue:44898", "issue:44568|issue:45488", - "issue:44062|issue:45081", "issue:45042|issue:45081" ], - "prepared_review_unit_hash": "9ed381754bd1b388e31b11fc6fc642ffe71987a935cf59a6be3a94c56ba7ca89", + "prepared_review_unit_hash": "5bc704242979c1c4b8fff7b07ed273011ad5fe344f1e85bfb157c1c8059c7da1", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35854, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, vision/video, and packaging regressions. I do not see any soft-edge pair that clearly describes the same underlying bug or fix.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45488 is the broadest and most actively discussed issue in the set, with inbound references and a clear, high-impact tokenizer regression; if one issue must represent the cluster, this is the strongest candidate.", + "summary": "Mostly a heterogeneous issue bundle with one clear soft duplicate pair in the Qwen video regression area. The rest are different bugs despite some shared subsystems (tokenizers, multimodal, loading, training).", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45488 is the strongest representative of the cluster\u2019s tokenizer/regression theme: it has the broadest impact, multiple inbound references, and a concrete v5 tokenizer break affecting a major model family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the best single representative issue because it is specific enough to be actionable yet broad enough to reflect a recurring tokenizer regression affecting multiple models.", + "best_issue_reason": "Issue 45488 is the best single issue to keep as the cluster anchor because it is specific enough to describe the failure mode while still representing the broader regression pattern seen in nearby tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Different problems: untied lm_head weights in Mistral3 vs LoRA merge collapse after vocab extension." + "reason": "Both involve embedding/head weight tying, but they describe different models and different failures; not the same concrete bug." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer code paths and failure modes: Mistral regex patching vs XLMRoberta/Unigram init error." + "reason": "Both are tokenizer initialization failures, but they hit different code paths and different root causes." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for missing PyTorch vs a layoutlmv3 box-validation error; unrelated." + "reason": "Completely unrelated: missing PyTorch import vs a LayoutLMv3 error-message clarity issue." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both are detection-model errors, but the concrete failures differ: AMP/CUDA crash in loss vs RTDetr forward mismatch." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Training/evaluate lifecycle bug vs TimesFM window_size AttributeError; no shared code-path evident." + "reason": "Both are RT-DETR/DETR-family issues, but one is AMP/float16 loss crash and the other is a shape/feature-level mismatch." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs init_empty_weights unexpected _is_hf_initialized argument." + "reason": "Both concern model loading, but one is a key error on a specific model and the other is an init_empty_weights argument regression." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Video-input regression vs FA2 long-context performance regression; different subsystems." + "reason": "Unrelated trainer lifecycle failure vs TimesFM window_size attribute error." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure vs CLIPTokenizer model_max_length constant; unrelated." + "reason": "Different subsystems entirely: FP8 config loading vs CLIP tokenizer max-length behavior." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input model bug and the other is a long-context FA2 performance regression." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer constant bug vs YOLO multi-GPU device-map failure; unrelated." + "reason": "No shared underlying bug; tokenizer max-length issue vs multi-GPU device-map failure." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is AddedToken keyword handling and the other is a model-specific tokenizer load failure." + "reason": "Both are tokenizer-related, but the failure modes are different and not plausibly one fix." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "DeepSpeed training runtime error vs slow/fast tokenizer inconsistency; different areas." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch import error." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta vs missing-PyTorch ImportError; unrelated." + "reason": "DeepSpeed weight-shape runtime error and tokenizer consistency are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM efficient loading are both training-related, but not the same bug." + "reason": "Different bugs: Qwen3Moe FP8 config failure vs FSDP CPU RAM-efficient loading regression." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + "reason": "No concrete overlap: gguf-file loading regressions vs Apple Silicon allocator warmup TypeError." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs a generic tokenization change across versions; not the same issue." + "reason": "Both are Qwen-family failures, but one is auto device mapping on GPU and the other is video-input processing; different code paths." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs Qwen3OmniMoe video-input processing; unrelated failures." + "reason": "Different bugs: output_hidden_states handling in Qwen3.5 vs a broad tokenization-version report." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "BLIP2 dtype propagation issue vs stale model.config.dtype after from_config; related only loosely by dtype handling." + "reason": "Related to dtype handling, but one is Blip2 loading leaving modules float32 and the other is config.dtype staying stale from from_config; not the same bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend installation issue vs a model load failure; no shared bug." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model loading failure vs list_repo_files not forwarding revision; different APIs and root causes." + "reason": "Different issues: missing TensorFlow backend in an install extra vs a model loading failure." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video input, but they affect different Qwen model families and report different errors." + "reason": "Both are video-input bugs in Qwen models, but they affect different model families and different observed failures." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected constructor argument in init_empty_weights vs AutoImageProcessor URL loading; unrelated." + "reason": "Unrelated: init_empty_weights constructor regression vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different concerns entirely: model loading regression vs list_repo_files not forwarding revision." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Broad video-input issue vs a specific v5.3.0 regression across several Qwen VL models; not the same concrete bug." + "reason": "Both are Qwen video-input regressions, but the symptoms and affected model families differ enough that this is not clearly one underlying bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting vs CustomTrainer.compute_loss signature change; different trainer behaviors." + "reason": "Trainer token accounting bug vs custom compute_loss signature breakage; not the same issue." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen VL video bugs, but one is a broad regression report and the other is a specific vision_position_ids complaint; not enough to treat as the same bug." + "accept": true, + "reason": "These look like the same Qwen video-input regression: 45381 is a specific manifestation of the broader 5.3.0 video-input bug described in 44479." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure vs Phi-4 multimodal load failure; different models and failure points." + "reason": "Both are multimodal/model-loading issues, but they target different models and failure modes." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer internals problems, but one is AddedToken argument duplication and the other is a regex/backend_tokenizer crash." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: SIGLIP zero probabilities vs Perceiver interpolation failure." + "reason": "Different vision-model bugs with no shared concrete code path." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs LlamaTokenizer overriding ByteLevel pre-tokenizer." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "AddedToken special-argument collision vs Mistral regex patch crash; unrelated." + "reason": "Both are tokenizer regressions, but one is special-token insertion behavior for mDeBERTa and the other is a LlamaTokenizer pre-tokenizer override bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; unrelated." + "reason": "Different subsystems: PIL image processor dependency handling vs Mistral tokenizer regex patching." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The only accepted duplicate pair (44479/45381) is well supported by the titles, while the rest are reasonably rejected as different bugs. Minor caveat: saying 45488 has the \"broadest impact\" is a bit stronger than the packet directly proves, but the overall anchor choice is still defensible." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7405,10 +7393,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:24643", "issue:28282", @@ -7462,17 +7450,17 @@ "soft_pairs": [ "issue:43257|issue:43756", "issue:43742|issue:44589", + "issue:43531|issue:44821", "issue:43582|issue:46821", "issue:43756|issue:46399", - "issue:43531|issue:44821", "issue:43756|issue:45325", "issue:45405|issue:45600", "issue:44737|issue:46463", - "issue:44568|issue:46491", "issue:43716|issue:46701", "issue:45823|issue:46463", - "issue:24643|issue:29870", + "issue:44568|issue:46491", "issue:43906|issue:46693", + "issue:24643|issue:29870", "issue:45672|issue:45674", "issue:43577|issue:45072", "issue:44625|issue:44877", @@ -7484,19 +7472,19 @@ "issue:43697|issue:46829", "issue:45663|issue:46846", "issue:43526|issue:45479", - "issue:44737|issue:45588", "issue:46463|issue:46899", "issue:43697|issue:45216", + "issue:44737|issue:45588", "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "93d35a8996a93dbadbc91b4e4c0d5dc735bc636cadf82db0fa1ff53e82d21c3e", + "prepared_review_unit_hash": "d7e14f7ef30f91f9161d9a514751fdd0e97e7c33787c4f1edb8acd70036b59d8", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, @@ -7511,180 +7499,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues, with the soft matches driven mostly by shared vocabulary like loading, dtype, rotary, and trainer. I don't see any true duplicate pair or a coherent PR-level merge candidate.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a good canonical for this cluster: the items span unrelated bugs (DeepSpeed, tokenizer loading, RoPE/config, vision/audio, quantization, and trainer errors). If forced to pick one representative, issue:46693 is the broadest and most discussed, but it does not actually represent the rest of the cluster.", + "summary": "No duplicate cluster here: the soft pairs mostly share broad subsystem terms (DeepSpeed, dtype, loading, config, multimodal) but describe different concrete bugs and code paths, so none should be merged as the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical; these items span unrelated problems across loading, generation, quantization, configs, tokenizer behavior, and trainer/distributed execution.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global best for deduping this set; most candidates are false-positive similarities rather than the same underlying bug.", + "best_issue_reason": "No global best issue stands out because there is no cohesive duplicate set to represent.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Both mention Qwen/MoE-style loading behavior, but one is about DeepSpeed weight conversion and the other about RoPE layers; different bugs." + "reason": "Different bugs: Qwen3 MoE weights not converting under accelerate+deepspeed vs Smollm3 RoPE layer count/config mismatch." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A model-loading KeyError and a float8 storage TypeError are unrelated failure modes." + "reason": "Unrelated failures: MobileLLM load key error vs missing Float8 storage type during serialization/load." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to TimesFM window_size attribute handling." + "reason": "Apple Silicon caching allocator warmup TypeError is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both are rotary-related Qwen issues, but one is missing RoPE layers and the other is a kernel-registration decorator bug." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Sliding-window MoE behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Smollm3 RoPE-layer issue is different from Qwen3.5 missing apply_rotary_pos_emb kernel registration." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both concern Qwen and positional encoding, but they target different models and different RoPE miscalculations." + "reason": "Both are Qwen-family adjacent, but one is Smollm3 RoPE configuration and the other is Qwen2.5-VL temporal position scaling." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version pin bump and removed auto-mapping config references are different maintenance issues." + "reason": "PEFT version pinning is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU arange placement is unrelated to T5 decoder-input validation messaging." - }, - { - "left": "issue:44568", - "right": "issue:46491", - "accept": false, - "reason": "Tokenizer BOS/EOS insertion regression and CodeLlama leading-space round-trip are distinct tokenizer bugs." + "reason": "XLNet CPU arange bug is a different code path than T5 decoder-input validation error messaging." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image dtype mismatch and DiffusionGemma pipeline failure are different multimodal issues." + "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as DiffusionGemmaGenerationOutput pipeline breakage." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch in forward is unrelated to T5 decoder validation." + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "DeepSpeed training weight-dimension error and Bart generate() unboundlocal error are different code paths." + "reason": "Tokenizer add_special_tokens regression is not the same as CodeLlama encode-decode leading-space regression." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of one prior bug and a FA2 long-context performance regression are not the same underlying issue." + "reason": "An isolated reproduction of a prior issue is not the same bug as the FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape training error and Bart generate decoder_attention_mask assignment bug are different failures." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit inference bugs, but one is unsafe dtype casting in Gemma4 embedders and the other is skip_modules clearing the lm_head exclusion." + "reason": "Gemma4 uint8 torch.finfo audio-module issue differs from BitsAndBytes lm_head exclusion logic bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and different inference paths." + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 CI mismatch are separate model-specific dtype issues." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are unrelated config bugs." + "reason": "Qwen3.5 num_labels propagation bug is not the same as strict config blocking granite_speech loading." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading problems, but one is a gguf_file API break and the other is a specific model that still fails to load." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to sleng-bert model loading failure." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input processing failure and FA2 long-context performance regression are unrelated." + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as FA2 long-context performance regression." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch installation and a NoneType broadcast error in Trainer have no common bug root." + "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one NoneType TypeError are distinct environments and failure points." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction issue and a broken Nemotron example are not the same failure." + "reason": "A reproduction of an earlier issue is not the same as the broken official Nemotron example." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Rotary_pct reload defaulting and rope-validation list type handling are separate RoPE/config issues." + "reason": "GPTNeoX rotary_pct reload defaulting is a config persistence bug, not rope-validation list handling." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are different model-output bugs." + "reason": "RTDetrV2 output drift in v5 is unrelated to VideoPrism output field misassignment." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 linear_attn TP-plan omissions are unrelated architecture-specific bugs." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is different from Qwen3.5 tensor-parallel plan omissions." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and zero-loss single-label classification are different label-handling problems." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated." + "reason": "BeitImageProcessorFast reduce_labels truncation is unrelated to sequence-classification zero-loss behavior." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging and Gemma4 4-bit audio/vision dtype casting are unrelated." + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype cast bugs affect different subsystems." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 inference differences and Qwen3.5 checkpoint save regression are separate regressions." + "reason": "RTDetrV2 output differences are unrelated to Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU positional encoding bug is not the same as flash_attention sink-less s_aux=None crash." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train are different bugs." + "reason": "Gemma3 ZeRO-3 load index error is unrelated to trainer.evaluate() failing after trainer.train()." } ] }, @@ -7703,10 +7691,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:29159", "issue:33357", @@ -7758,10 +7746,10 @@ "issue:47000" ], "soft_pairs": [ - "issue:45357|issue:45920", "issue:44466|issue:45005", "issue:43720|issue:44898", "issue:45200|issue:46463", + "issue:45357|issue:45920", "issue:43643|issue:45375", "issue:43688|issue:43749", "issue:44361|issue:44442", @@ -7779,210 +7767,210 @@ "issue:43525|issue:46701", "issue:43688|issue:45704", "issue:45542|issue:46178", - "issue:43688|issue:45701", "issue:43295|issue:45356", - "issue:46832|issue:46932", + "issue:43688|issue:45701", "issue:43653|issue:44568", + "issue:46832|issue:46932", "issue:43756|issue:46402", "issue:43646|issue:43749", "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "08d836294220390ff8adada3d86b70d5a8fcfe434098d904b5fdf5c84d44f937", + "prepared_review_unit_hash": "1ff31996a693195ec09025872da83eb25a8b9ef92469eb8620e2cf868d4e964c", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36435, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is almost entirely a collection of unrelated issue reports; most soft pairs are only loosely similar by subsystem or symptom, not the same underlying bug. No pull requests are present in the input.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45920 is the broadest and clearest tokenizer regression here, affecting multiple model families with wrong token IDs and pointing to a shared tokenizer code path.", + "summary": "This cluster is mostly a grab-bag of heterogeneous transformers issues, with a loose common thread around tokenizer/config/load regressions. No PRs were provided. The best representative issue is the broad v5 tokenizer regression affecting multiple model families.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 45920 is the most representative concrete bug: it describes a tokenizer regression that affects multiple model families, which fits the cluster better than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest representative issue because it is user-visible, cross-model, and describes a concrete regression rather than a model-specific edge case.", + "best_issue_reason": "Same as canonical: 45920 is broad, concrete, and closest to the shared tokenizer/regression theme across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Different bugs: one is incorrect visual-encoder key serialization for Qwen3.5, the other is wrong token IDs across several tokenizer families." - }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization while the other is a broader translation-model tied-weights issue; not enough to treat as the same bug." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 issue; not the same concrete bug." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver non-default image resolution handling." + "reason": "Unrelated subsystems: BitNet accelerate-loading unpacking vs Perceiver interpolation at non-default resolution." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different model families and different failures: Gemma 4 token-type defaults vs T5 decoder-input validation messaging." + "reason": "Gemma 4 token-type handling and T5 decoder-input validation are different code paths and error classes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained keys is a multimodal save/load bug, while 45920 is a tokenizer ID regression." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but one is a generic trust_remote_code AutoConfig issue and the other is a specific missing field dropped by strict serialization." + "reason": "Both are missing-field/config issues, but they involve different mechanisms and models; not clearly the same defect." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to the FSDP CPU RAM efficient loading regression." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer loading problems, but they affect different tokenizers and different error modes." + "reason": "Different tokenizers and failures: MLuke task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "BigBird special-token registration empty-decode bug is unrelated to MLuke task AttributeError." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected state_dict keys on many models is not the same as quantized sinq save/load breakage." + "reason": "Position-id key warnings and sinq quantized save/load breakage are different serialization/loading problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probability output is a model/inference issue; the other is a processor.tokenizer API regression." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are both model/processor issues but not the same code-path bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading failures and offline model_info() calls are separate code paths and different bugs." + "reason": "gguf_file support breakage and offline model_info calls are separate tokenizer-loading regressions." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-specific loading issues." + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M load key error are unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent conversion mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: Siglip2 nonsensical outputs vs Perceiver interpolate_pos_encoding crash." + "reason": "Different models and failures: siglip2 inference nonsense vs Perceiver resolution/interpolation failure." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection losses, but the crashing conditions and root causes are different (AMP float16 vs infeasible cost matrix)." + "reason": "Both are detection-loss crashes, but they affect different losses and distinct failure modes." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error in CLIP community model loading." + "reason": "Tokenizer fast/slow inconsistency and MacOS bus error on CLIP are not the same bug." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern hidden_states fields, but they are different model classes and distinct output bugs." + "reason": "Both involve hidden_states outputs, but they are different model classes and output-contract issues." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor loading import failure is unrelated to the Windows ROCm torch.distributed dependency problem." + "reason": "Gemma processor import dependency failure and Windows ROCm torch.distributed dependency error are unrelated." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id missing is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Llama4Config pad_token_id AttributeError is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "MoE auxiliary-loss normalization is not the same as T5's apex.FusedRMSNorm memory leak." + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated subsystem issues." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend/dependency issues, but they are different backends and different failure paths." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization and tokenization-version differences are not the same bug." + "reason": "Both are backend/dependency selection issues, but one is TensorFlow backend detection and the other is tensorflow_text mapping; not the same bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec handling plus a warning." + "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec/mistral-regex regression are different tokenizer breakages." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "RT-DETR backbone/feature-level crash is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "One is auxiliary-loss normalization; the other is a broad tokenization-version complaint." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta add_special_tokens BOS/EOS behavior are different issues." + "reason": "BigBird special-token registration and mdeberta BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized dtype casting are unrelated multimodal model bugs." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3 text encoder weights not loading are unrelated model-specific defects." + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model-architecture issues." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different problems." + "reason": "Custom model initialization regression and FSDP RAM-efficient loading are not the same underlying problem." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration in BigBird is not the same as DiaConfig losing custom token IDs on save/load." + "reason": "BigBird mask-token special-token registration and DiaConfig custom token IDs after save/load are related only at a very high level." } ] }, @@ -8001,10 +7989,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:32090", "issue:33666", @@ -8055,24 +8043,24 @@ "issue:47013" ], "soft_pairs": [ - "issue:42898|issue:46491", - "issue:44464|issue:44743", "issue:44821|issue:46821", + "issue:44464|issue:44743", "issue:44843|issue:44991", + "issue:42898|issue:46491", "issue:44479|issue:44625", "issue:33666|issue:36010", - "issue:43761|issue:47013", "issue:43452|issue:43577", + "issue:43761|issue:47013", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:44484|issue:44704", "issue:43688|issue:45440", + "issue:44484|issue:44704", "issue:41720|issue:44464", "issue:44977|issue:46693", "issue:44464|issue:44977", - "issue:44734|issue:46612", "issue:43504|issue:43550", "issue:33666|issue:36331", + "issue:44734|issue:46612", "issue:43278|issue:43688", "issue:43504|issue:43720", "issue:43720|issue:43927", @@ -8083,211 +8071,211 @@ "issue:43504|issue:44610", "issue:43525|issue:43572", "issue:43720|issue:44361", - "issue:45491|issue:46002", - "issue:44964|issue:45405" + "issue:44964|issue:45405", + "issue:45491|issue:46002" ], - "prepared_review_unit_hash": "6a0117b8b728f2616ab877e021300f740502a74a90c1310169bd9c422145bae6", + "prepared_review_unit_hash": "b0ce9f7c8f96d74a5457d660c8f8960a60f13cf68be055065a0c3762cffd24c1", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36277, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer regressions, config/serialization issues, generation/cache bugs, model-loading failures, and a few multimodal/model-specific regressions. The soft-similarity edges are mostly topical rather than true duplicates, so almost all should be rejected.", - "confidence": 0.29, - "canonical_issue_reason": "issue:46693 is the broadest and most active open regression report in the set, so it is the best representative anchor even though the cluster is not a true duplicate group.", + "summary": "The cluster is a grab-bag of mostly unrelated Transformers regressions and feature bugs: tokenizer/loading issues, model config migration problems, generation/cache behavior, attention regressions, dtype/device mismatches, and a few training/runtime failures. None of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43611 is the broadest high-level loading regression in the set and the best representative bucket candidate; it targets a core v5 compatibility break rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 has the strongest engagement and the most general regression framing, making it the safest single issue to anchor on if one must choose.", + "best_issue_reason": "Issue 43611 is the most general and potentially umbrella-worthy issue here, so it is the strongest single issue to anchor a duplicate cluster if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is a global v5 cleanup flag change and the other is a CodeLlama-specific leading-space round-trip bug." + "reason": "Different features/models: image processor URL loading vs TimesFM window_size config; both are just AttributeErrors." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/caching, but they affect different mechanisms: compiled forward inconsistency vs recurrent-state reset in modular_qwen3_5." + "reason": "Both involve generation/cache behavior, but they affect different models and code paths with different failure modes." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Unrelated areas: image processor loading from URL vs TimesFM window_size attribute handling." + "reason": "Both are tokenizer-loading regressions, but one is offline hub lookup in a regex patch and the other is a specific model tokenizer failure." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call in a regex patch and the other is a model-specific tokenizer load failure." + "reason": "Both concern tokenizer behavior, but one is a v5 API/default change and the other is a CodeLlama round-trip regression." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Different bugs: a video input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." + "reason": "Video-input regression vs config propagation bug; different subsystems and symptoms." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import failure." + "reason": "Multi-GPU training setup issue vs GenerationMixin import error; unrelated bugs." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both are forward/output-shape bugs, but they are model-specific and have different failure modes and code paths." + "reason": "Both are load-time issues, but gguf/from_pretrained breakage is not the same as Blip2 dtype casting." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "One is gguf/AutoModel loading, the other is a dtype propagation bug in Blip2." + "reason": "Both are output-contract mismatches, but they are for different models and unrelated code paths." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error is not the same underlying problem as Qwen2-VL multi-GPU training." + "reason": "Trainer broadcast TypeError is not the same bug as generic Qwen2-VL multi-GPU training support." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq checkpoint restoration." + "reason": "Both are save/load correctness issues, but one is tied-weight serialization and the other is quantized model deserialization." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Unrelated: save_pretrained shard sizing question vs AutoProcessor kwargs forwarding bug." + "reason": "Both are MoE-related, but auxiliary-loss normalization is a different defect from DeepSeekV3 implementation divergence." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both are MoE-related, but they describe different correctness problems in different implementations." + "reason": "A shard-size question is unrelated to processor kwargs passthrough." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cuda assert on A800 is unrelated to compiled-forward generation inconsistency." + "reason": "Different failures: device-mapping cuda assert vs compiled-forward generation inconsistency." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both mention flash-attention/Qwen3.5 generation, but one is correctness and the other is a long-context performance regression; not clearly the same bug." + "reason": "Both involve FA2 and generation, but one is a correctness bug and the other is a performance regression." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention-specific Qwen3.5 generation issue." - }, - { - "left": "issue:44734", - "right": "issue:46612", - "accept": false, - "reason": "Both are cache-related generation bugs, but one is server KV-cache continuation indexing and the other is beam-search cache reorder skipping in different model families." + "reason": "Different mechanisms: compiled-forward inconsistency vs flash-attention generation behavior." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different model/load paths: legacy preset loading vs torch.compile+SDPA failure." + "reason": "Unrelated model-loading bug vs torch.compile/SDPA runtime failure." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Both involve training, but one is a multi-GPU training report and the other is a Trainer API signature break." + "reason": "Multi-GPU training support vs Trainer.compute_loss signature breakage." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation crash in serve is not the same as beam-search cache reorder being skipped in several recurrent models." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "A dtype mismatch during evaluate is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Both mention model math regressions, but one is embedding dtype drift and the other is auxiliary-loss normalization." }, { "left": "issue:43504", - "right": "issue:44610", + "right": "issue:43720", "accept": false, - "reason": "Pretrained preset loading with a legacy field is not the same as processor/model image-size mismatch." + "reason": "Legacy-field loading failure vs packed-weight unloading bug during accelerate loading." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Both are load/save related, but one is packed-weight loading and the other is config token-ID persistence." + "reason": "Different targets: packed-weight accelerate loading vs config save/load token-ID loss." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss after save/load." + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Generic base_model_prefix loading regression is not the same as Qwen3.5 tensor-parallel plan omissions." + "reason": "Both are v5 loading/config issues, but one is broad base_model_prefix compatibility and the other is a Qwen3.5 tensor-parallel plan omission." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness issue are different bugs." + "reason": "Different symptoms and code paths: Blip2 dtype casting vs MPS attention correctness." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Different loading bugs in different models and mechanisms." + "reason": "Legacy-field loading vs processor/model image-size mismatch are different bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing pad-token-related config fields after v5, but they are model-specific and not clearly the same underlying defect." + "reason": "Similar shape of bug, but different configs and missing fields; no evidence of the same underlying defect." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." + "reason": "Packed-weight loading bug vs tokenizer task AttributeError." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both involve NaNs, but in different components and with different triggering conditions." + "reason": "Model loading failure vs a dependency version pin issue." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "A specific model-loading failure and a dependency-version bump problem are not duplicates." + "reason": "Both mention NaNs, but the attention/sliding-window GPU issue is different from classification-head init/checkpoint NaNs." } ] }, @@ -8306,10 +8294,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28218", "issue:33357", @@ -8319,7 +8307,6 @@ "issue:43278", "issue:43295", "issue:43334", - "issue:43452", "issue:43493", "issue:43504", "issue:43572", @@ -8328,26 +8315,26 @@ "issue:43643", "issue:43646", "issue:43701", + "issue:43824", "issue:43825", "issue:43844", "issue:43927", "issue:43994", "issue:44291", "issue:44361", - "issue:44451", "issue:44466", "issue:44488", "issue:44514", "issue:44554", "issue:44561", "issue:44568", + "issue:44589", "issue:44625", "issue:44792", "issue:44843", "issue:44849", "issue:44977", "issue:45290", - "issue:45357", "issue:45405", "issue:45584", "issue:45759", @@ -8365,216 +8352,227 @@ "issue:44625|issue:45584", "issue:44514|issue:45290", "issue:43493|issue:43825", - "issue:44977|issue:46209", "issue:28218|issue:33357", + "issue:44977|issue:46209", "issue:44554|issue:46365", - "issue:43452|issue:44451", "issue:45823|issue:46050", "issue:42796|issue:44977", - "issue:43493|issue:43844", "issue:43994|issue:46192", "issue:39692|issue:43295", + "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:43278|issue:43701", "issue:43646|issue:44466", - "issue:46209|issue:46710", "issue:44568|issue:46489", + "issue:46209|issue:46710", "issue:43927|issue:44361", - "issue:44849|issue:46209", - "issue:33357|issue:33666", "issue:44792|issue:45405", "issue:43575|issue:45405", + "issue:33357|issue:33666", "issue:44568|issue:45812", + "issue:44849|issue:46209", "issue:44488|issue:44843", "issue:43572|issue:44291", - "issue:44849|issue:45357", "issue:43334|issue:45759", - "issue:43504|issue:43606" + "issue:43504|issue:43606", + "issue:43824|issue:44589" ], - "prepared_review_unit_hash": "8bfb98f5cbe660cebc188a77fd2c38df5ca04b4592086de4a81ed8ce0ff91ba9", + "prepared_review_unit_hash": "25ce1d6c4ff3b8a645cfeea8f6d7b4b9361ae587316369fbaee91440089bcec8", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36579, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issue reports; several are tokenizer or model-loading regressions, but none of the soft-edge pairs look like the same concrete bug/change. I would not merge any of the suggested pairs.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 45812 is the best single representative of the cluster\u2019s main theme because it describes a concrete, high-impact v4\u2192v5 tokenizer regression with broad model impact and a clear failure mode.", + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, config, multimodal, loading, and training regressions. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45812 is the best representative issue: it is a broad, high-impact tokenizer regression affecting all Granite models and has stronger evidence than the rest of the mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the strongest standalone issue here: it is specific, reproducible, and broadly impactful, making it the most useful representative even though it does not duplicate the other issues.", + "best_issue_reason": "Issue #45812 is the most suitable single issue to anchor the cluster because it is broadly scoped, clearly reproducible, and impacts a whole model family.", "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 in AutoConfig and the other is removal of is_torch_fx_available; different failures and fixes." + "reason": "Both involve trust_remote_code, but the bugs differ: missing fields from AutoConfig vs removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated models and symptoms: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." + "reason": "Different models and failure modes: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched input with padding=False and the other is assistant tool-call messages with no content; not the same code-path bug." + "reason": "Both hit apply_chat_template, but one is batched padding=False crash and the other is tool-call assistant messages with no content; different code paths." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline translation error message are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Different model/backend problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are unrelated." + "reason": "Tokenizer spacing bug and MacOS CLIP bus error are unrelated symptoms with no shared code-path evidence." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "MPS attention correctness and Trainer import failure are different subsystems and failure modes." + "reason": "Different model families and root causes: Qwen3.5 flash-attention generation vs FP8 inference failure on B200." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "gguf_file/from_pretrained API breakage is not the same as loading a specific pretrained model failing." + "reason": "MPS attention correctness and Trainer import failure with datasets are unrelated." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map PLE mismatch and sinq save/load quantization breakage are different bugs." + "reason": "Gemma4 device-map mismatch and sinq save/load quantization breakage are different bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and flash-attention generation are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 model discrepancy and ZeRO-3 gradient growth are different problems." + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs and return_tensors kwarg handling are unrelated." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different tokenizer/pipeline issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying bug." + "reason": "Documentation example errors for SigLIP2 are not the same bug as the v4.57.5 processor.tokenizer regression." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A model-implementation discrepancy is not the same as the ZeRO-3 gradient blow-up issue." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate and gradient explosions with ZeRO-3 are distinct issues." + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to the DeepSpeed gradient regression." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "dtype mismatch in evaluation and resume_from_checkpoint key mismatch are unrelated." + "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are separate issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different code paths." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different v5 regressions." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Both are regressions after upgrading, but one is FP8 inference failure on B200 and the other is accuracy regression on DeepSeek-R1; not the same concrete bug." + "reason": "Both are tokenizer bugs, but one is missing BOS/EOS insertion and the other is DeepSeek-Coder BPE-marker output corruption; not the same fix." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is DeepSeek-Coder BPE-marker output; different model-specific bugs." + "reason": "Both mention regressions after upgrading, but they affect different models and behaviors with no shared root cause shown." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config save/load custom token IDs and MLukeTokenizer AttributeError are unrelated." + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." + "reason": "TP OOM on Qwen2-57B-A14B-Instruct is unrelated to the PEFT dependency version issue." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Janus image-generation test failure and a PEFT version bump are not the same bug/change." + "reason": "Both are tokenizer-related, but they target different models and symptoms: special-token insertion vs Granite token-ID regression." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and init_empty_weights argument handling are different problems." + "reason": "Qwen3.5 hidden-state output bug and FP8 inference failure are separate regressions." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for sleng-bert and offline-mode breakage from model_info() are distinct causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and incorrect visual encoder keys on save_pretrained are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and init_empty_weights argument incompatibility are unrelated config/model-init issues." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM.from_config text_config unwrapping are different configuration bugs." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is improper text_config unwrapping; different bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading failure and Bark CPU offload device mismatch are unrelated." + "reason": "Legacy field loading for Beit segmentation has nothing to do with Bark CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Float8 storage lookup failure are unrelated." } ] }, @@ -8593,10 +8591,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:15354", "issue:28218", @@ -8615,7 +8613,6 @@ "issue:43606", "issue:43653", "issue:43696", - "issue:43824", "issue:43844", "issue:43873", "issue:43937", @@ -8632,6 +8629,7 @@ "issue:45200", "issue:45229", "issue:45245", + "issue:45357", "issue:45520", "issue:45584", "issue:45588", @@ -8649,7 +8647,7 @@ ], "soft_pairs": [ "issue:46821|issue:46832", - "issue:43824|issue:44589", + "issue:44849|issue:45357", "issue:44589|issue:45520", "issue:45245|issue:46710", "issue:43334|issue:43572", @@ -8657,11 +8655,11 @@ "issue:44493|issue:46285", "issue:43504|issue:43653", "issue:43606|issue:44112", - "issue:44849|issue:47145", "issue:45072|issue:46832", + "issue:44849|issue:47145", "issue:46399|issue:46846", - "issue:44464|issue:45584", "issue:43844|issue:44964", + "issue:44464|issue:45584", "issue:43994|issue:44493", "issue:43873|issue:46050", "issue:29159|issue:32090", @@ -8676,190 +8674,196 @@ "issue:29942|issue:30333", "issue:15354|issue:38175" ], - "prepared_review_unit_hash": "9276397255dd27c98f3532d31ebc87a48e39e4bf145bafcace457423ff365d20", + "prepared_review_unit_hash": "48ba0df1b6fd6e7a0f125df7c0d00bdffa4b37e245f9435195302e4e90cd8f01", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35864, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a duplicate set: the items span many unrelated model-loading, tokenizer, generation, quantization, and CI issues. None of the soft pairs appear to be the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43873 is the broadest standalone bug here (active, open, and with repeated reports about quantization/offloading behavior), but it is not a true duplicate anchor for the rest of the cluster.", + "summary": "This is a heterogeneous cluster of unrelated issues rather than a duplicate set; the soft pairs mostly share only broad subsystem names, not the same concrete bug or fix path.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to keep as the cluster representative because it is the most general and actively discussed, though the cluster itself is heterogeneous.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different subsystems and failures: TimesFM attribute error vs RT-DETR feature-level forward error." + "reason": "Different models and failures: a missing `window_size` attribute vs an RT-DETR forward/type mismatch." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Unrelated import error for a missing class vs float8 storage lookup failure." + "reason": "Both mention Qwen3.5, but one is an `output_hidden_states` bug and the other is incorrect visual encoder keys on save; different code paths." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different code paths: storage-object error vs flash_attn import key error on Python 3.13." + "reason": "Unrelated failures: missing Float8 storage type vs `flash_attn` import key error." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count runtime limit and an accuracy regression are not the same defect." + "reason": "Completely different symptoms: category-cardinality limit error vs accuracy regression after upgrade." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config-attribute issues after 5.0, but they affect different models and different missing fields." + "reason": "Both are missing-config-field reports, but for different models and fields (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a dev-version load break for Qwen3VL." + "reason": "Both concern Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a dev-version load breakage; not the same concrete bug." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key vs CLIP class structure divergence are unrelated bugs." + "reason": "Different issues: unexpected `position_id` keys vs CLIP text-model structural inconsistency." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field load failure and tokenizer special-token registration are different components and failure modes." + "reason": "Legacy-field loading bug for BEiT vs BigBird tokenizer special-token registration; unrelated fixes." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch is unrelated to a stale CI test failure." + "reason": "CPU offload device mismatch in a model vs a stale CI test failure; not the same underlying problem." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Output_hidden_states regression and FP8 weight_scale loading corruption are different bugs." + "reason": "Different subsystems and failures: dtype mismatches in inference vs RT-DETR forward/type error." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Bfloat16 dtype mismatch and RT-DETR feature-level type error are not the same issue." + "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs FP8 compressed-tensor weight-scale loading corruption." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Decorator/registration crash vs missing TP-plan entries causing OOM/shape errors are distinct root causes." + "reason": "Both are Qwen3.5-related, but one is a kernel registration decorator issue and the other is missing TP-plan entries causing OOM/shape errors." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Compiled-forward generation inconsistency is unrelated to Whisper empty-transcription decoding failure." + "reason": "ZeRO-3 gradient anomaly vs model loading failure for Phi-4 multimodal; no shared code path." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are different code paths." + "reason": "Chunked generation under compiled forward vs Whisper empty-transcription failure after token alignment; unrelated." }, { - "left": "issue:43994", + "left": "issue:43937", "right": "issue:44493", "accept": false, - "reason": "Siglip2 output regression and an unexpected position-id key are unrelated." + "reason": "Invalid GenerationConfig vs unexpected `position_id` key warnings; different bug classes." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/offloading, but one is an offload behavior bug and the other is save/load corruption for sinq quantization." + "reason": "Quantization/offloading behavior vs save/load breakage for sinq-quantized models; not the same defect." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs GPU broadcast NoneType error are unrelated." + "reason": "Tokenizer slow/fast inconsistency vs NoneType broadcast error in Trainer; unrelated." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig and a pipeline output-type failure are not the same underlying bug." + "reason": "One is config validation, the other is a diffusion pipeline output-type issue; not mergeable as one fix." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decode crash on trailing replacement characters differs from empty chat-template input handling." + "reason": "Whisper timestamp decode crash vs empty-list chat template IndexError; both are input-edge crashes but different functions and failures." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 text-only token defaults and multi-GPU OOM are separate issues." + "reason": "Gemma4 text-only token-id defaulting bug vs multi-GPU inference OOM; different symptoms and code paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is CUDA OOM and the other is device mismatch with `device_map=\"auto\"`; not the same bug." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning is unrelated to CUDA out-of-memory." + "reason": "Local-path import warning vs GPT-oss-20b CUDA OOM; unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token counting are different areas." + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different components entirely." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less crash and quantized save/load corruption are different defects." + "reason": "Flash-attention `s_aux=None` crash vs quantized save/load corruption; unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation node type error and import_utils KeyError are unrelated." + "reason": "Template-node compilation error vs `flash_attn` import key error; different failure modes." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention CI failures and MLflow reporting on failed jobs have no shared root cause." + "reason": "Flash Attention CI failure vs MLflow reporting on failed jobs; no shared underlying bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and Siglip2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export limitation vs SigLIP2 zero-probability outputs; unrelated." } ] }, @@ -8878,10 +8882,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28218", "issue:29870", @@ -8950,8 +8954,8 @@ "issue:44186|issue:46192", "issue:43550|issue:43844", "issue:43295|issue:44610", - "issue:43450|issue:43575", "issue:45823|issue:46192", + "issue:43450|issue:43575", "issue:29870|issue:29942", "issue:43572|issue:44987", "issue:45520|issue:46178", @@ -8964,220 +8968,220 @@ "issue:42915|issue:43824", "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "b0616322aacf5d38efb62e476f1170718ed9064d8f9274dd497bcb690db8848a", + "prepared_review_unit_hash": "13ee7cb56c4da2f6a207098f1f5f927e265b324f281057c7dd18bbc0404d5913", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36563, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically noisy: tokenizers, chat templates, multimodal processors, model loading, attention backends, and serving bugs are mixed together. None of the soft pairs look like the same concrete underlying bug, so they should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44521 is the strongest standalone representative in this set: it is a clear multimodal chat-template bug with active discussion and inbound references, while the other items are distinct problems.", + "summary": "This cluster is not a true duplicate set: the items cover many unrelated bugs across tokenizers, multimodal processors, serving, attention backends, and model-loading edge cases. No soft pair looks like the same underlying issue, so all candidate merges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44521 is the best single issue to anchor the cluster because it has the clearest user-facing reproduction and the most engagement among these unrelated issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Different problems: SigLIP2 HF-vs-JAX discrepancy vs resume_from_checkpoint key mismatch." + "reason": "Different subsystems and failure modes: SigLIP2 implementation mismatch vs checkpoint key mismatch." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Separate attention/MPS correctness bug vs flex_attention import version-check bug." + "reason": "MPS attention correctness bug is unrelated to a PyTorch version check/import guard issue." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Runtime cudaErrorAssert on auto device mapping is unrelated to an accuracy regression after upgrade." + "reason": "One is a device-map cuda assert on A800; the other is an accuracy regression after upgrade." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "SAM3 dummy Conv2d implementation issue is not the same as a memory overflow when calling sam3-litetext." + "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to SAM3 LiteText memory overflow." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DiffusionGemma pipeline failure." + "reason": "Qwen3.5 flash-attention generation bug does not match a DiffusionGemma pipeline failure." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but with different failure points and causes: multimodal .to() error vs KV-cache indexing." + "reason": "Both are serve crashes, but they hit different code paths: continuous batching multimodal handling vs KV-cache continuation indexing." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import error and meta-device model loading breakage are different code paths." + "reason": "ImportError for a removed flash-attention symbol is separate from meta-device model loading breakage." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression is distinct from batched video processor shape handling." + "reason": "Processor.tokenizer regression is unrelated to batched video processor output shape." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is not the same as the DeepSeek accuracy regression." + "reason": "Flash-attention generation failure and post-upgrade accuracy regression are different problems." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Dtype mismatch in bfloat16 inference is unrelated to save_pretrained/tokenization failure." + "reason": "BF16 dtype mismatches are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention.py s_aux=None crash is a different bug from missing text_config unwrapping in composite configs." + "reason": "Flash-attention sinkless-model crash is unrelated to AutoModelForCausalLM composite-config unwrapping." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and rope validation TypeError are unrelated." + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is not the same as quantization offloading not working." + "reason": "Processor API regression is unrelated to quantization offloading behavior." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults in Gemma 4." + "reason": "Qwen3OmniMoe video-input validation differs from Gemma4 mm_token_type_ids defaults." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are different model-specific issues." + "reason": "StableLmConfig pad_token_idx regression is not the same as TimesFM window_size AttributeError." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is different from silently ignored return_tensors handling." + "reason": "Tokenizer crash on NER/batching is separate from return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to ZeRO-3 gradient growth." + "reason": "torch.compile+SDPA model failure is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression does not match the OmDet-Turbo 640px vs 224px size mismatch." + "reason": "Processor/tokenizer regression is not the same as OmDet-Turbo input-size mismatch." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to Qwen2-57B-A14B-Instruct OOM under tp." + "reason": "Gemma4 device_map auto placement bug is unrelated to return_tensors/text_kwargs behavior." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Gemma4 device-map mismatch and ignored return_tensors are separate bugs." + "reason": "Batched video processor shape bug and TP OOM are different issues." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." + "reason": "BART decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading physical-intelligence/fast failing." + "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on transformers>=5.1." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn key lookup on Python 3.13 and tensorflow_text backend mapping are different import-utils issues." + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to tensorflow_text backend mapping." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "_flash_supports_window_size import error is unrelated to the Qwen2_5_VLForConditionalGeneration import error." + "reason": "Different import problems: missing flash-support helper vs missing Qwen2.5 VL export." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing mm_token_type_ids defaults and Gemma4 PLE device mismatch are different Gemma 4 bugs." + "reason": "Both concern multimodal Gemma4, but one is a missing default tensor field while the other is a forward device mismatch." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path trailing-slash import warning has nothing to do with SigLIP2 HF/JAX mismatch." + "reason": "Trailing-slash local path import warning is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor.tokenizer regression and SigLIP2 implementation discrepancy are unrelated." + "reason": "Processor/tokenizer regression does not match a model-vs-JAX numerical discrepancy." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored." + "reason": "SigLIP2 docs example errors are unrelated to return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages; different bugs." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to the Qwen2_5_VL import error." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a missing Qwen2.5 VL import." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space behavior and post_init reinitializing output embeddings are different bugs in different layers." + "reason": "Tokenizer added-space bug is unrelated to embedding reinitialization after resize." } ] }, @@ -9196,10 +9200,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:41720", "issue:43262", @@ -9257,8 +9261,8 @@ "issue:44737|issue:46894", "issue:43653|issue:44112", "issue:43262|issue:43450", - "issue:43452|issue:46512", "issue:43824|issue:43975", + "issue:43452|issue:46512", "issue:44442|issue:45198", "issue:43334|issue:43525", "issue:43950|issue:46285", @@ -9266,14 +9270,14 @@ "issue:45200|issue:46899", "issue:45200|issue:46932", "issue:44792|issue:45563", - "issue:44898|issue:45412", "issue:43819|issue:44112", + "issue:44898|issue:45412", "issue:43335|issue:43550", "issue:45200|issue:45325", "issue:41720|issue:46209", "issue:44561|issue:46234", - "issue:44610|issue:44857", "issue:43819|issue:45083", + "issue:44610|issue:44857", "issue:43827|issue:43901", "issue:43606|issue:45083", "issue:44857|issue:45593", @@ -9281,208 +9285,208 @@ "issue:43388|issue:43526", "issue:44206|issue:45584" ], - "prepared_review_unit_hash": "057598286138a5b73e79aaf0c89619dd4c2ce7b76e022d8a6f2c2f4274ce6f3f", + "prepared_review_unit_hash": "ebb8a76c16932fe96043980edd28d4a58e5fa4c3b5ca3153e89ca4ad4d1c1b12", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36854, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad model-family or subsystem keywords but describe different bugs. No pull requests are present, and there is no strong duplicate cluster in this set.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45200 is the most central node in the provided set (it has the most soft links) and is a concrete, reproducible regression report, so it is the best available issue representative even though it is not a duplicate of its neighbors.", + "summary": "This cluster is highly heterogeneous; none of the soft pairs look like the same underlying bug/change, so no duplicate edges should be merged. If a single issue must be chosen as the anchor, the broad core-loading regression in `from_pretrained()` (issue 43950) is the best representative among these unrelated reports.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43950 is a broad, high-signal framework regression in a core loading path with a detailed repro; it is the best anchor among an otherwise unrelated set of issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45200 is the clearest user-facing bug with direct impact and the strongest connectivity among the listed issues, making it the best issue candidate for representative triage.", + "best_issue_reason": "Issue 43950 is the most suitable issue to represent the cluster because it is concrete, broadly impactful, and self-contained compared with the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Different failures: Qwen2.5-VL position-id logic vs FP8 inference on B200. Same broad multimodal/quantization space, but not the same bug." + "reason": "Both are model/runtime bugs, but one is a Qwen2.5-VL position-id issue and the other is an FP8 B200 inference failure; different code paths and symptoms." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied/serialized weights, but one is device-dependent serialization and the other is LoRA merge collapse with extended vocab. Different root causes." + "reason": "Both mention tied weights/serialization, but one is about inconsistent `lm_head.weight` serialization and the other about LoRA merge collapse after vocab extension; not the same bug." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype mismatch during evaluate is unrelated to Qwen3 MoE memory usage during training." + "reason": "One is an eval/training dtype mismatch, the other is Qwen3 MoE memory usage; no shared concrete failure mode." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU device placement bug and CohereASR double-shift training loss bug are unrelated." + "reason": "CPU `torch.arange` placement in XLNet and a CohereASR double-shift training-loss bug are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration issue vs a stale CI test about device override; not the same underlying problem." + "reason": "Tokenizer special-token registration and a GraniteSpeech stale device-override test are different problems." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate default and batched video processor shape bug affect different processors and code paths." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different modality-specific bugs." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Tokenizer/model loading for gguf_file is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "An import error for a Qwen VL class and a DeepSeek detokenization regression are unrelated." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Import failure for Qwen2.5-VL and incorrect detokenization for DeepSeek Coder are different regressions." + "reason": "Broken GGUF loading and stale `config.dtype` after `from_config(dtype=...)` affect different code paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are speech/tokenizer loading issues, but they target different models and symptoms (loading vs save/tokenization failure)." + "reason": "FastSpeech2 tokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct model-specific issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Missing pad_token_id on different config classes is similar in shape but not the same concrete bug or fix." + "reason": "Both are missing-`pad_token_id` attribute errors, but they involve different config classes/models and likely separate fixes." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure differences." + "reason": "Non-persistent buffer corruption in `from_pretrained()` and CLIP class structure inconsistency are unrelated." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "reduce_labels truncation and return_tensors being ignored are separate preprocessing bugs." + "reason": "Incorrect label reduction in `BeitImageProcessorFast` and ignored `return_tensors` with `text_kwargs` are different API bugs." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to 4-bit quantized vision/audio dtype casting." + "reason": "`mm_token_type_ids` defaults and unsafe dtype casting in Gemma4 multimodal embedders are different failures." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Text-only multimodal token-type defaults and quantized embedder dtype casting are different regressions." + "reason": "Same as above: token-type-id defaults vs quantized vision/audio dtype casting are not the same bug." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image generation test failure and stale num_return_sequences warning in paged generate are not the same bug." + "reason": "A Janus image-generation test failure and a stale `num_return_sequences` warning in paged generation are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release after deletion are unrelated." + "reason": "DAC latent/forward mismatch and a GraniteSpeech CI test issue do not share a concrete root cause." }, { - "left": "issue:43819", - "right": "issue:43975", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to DeepSeek Coder detokenization." + "reason": "Perceiver non-default-resolution failure and RT-DETR memory not being released are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile+SDPA failure are different code paths." + "reason": "A SwitchTransformers sparse-layer construction bug and a Bamba-9B-v2 SDPA/torch.compile failure are different code paths." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL temporal position-id scaling are unrelated." + "reason": "Gemma4 multimodal token-type defaults and Qwen2.5-VL temporal position-id scaling are separate issues." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping assert on A800 is not the same as FP8 inference failure on B200." + "reason": "Qwen3 auto device-mapping cuda assert on A800 and FP8 inference failure on B200 are different hardware/runtime problems." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing utility helper in import_utils is a different regression from removal of is_torch_fx_available." + "reason": "Missing utility function after v5 removal and a missing Falcon-Mamba availability helper are not the same bug." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Processor output size mismatch and LwDetr mixed-precision crash are separate detection bugs." + "reason": "DAC latent mismatch and a Qwen3 Omni MoE feature-length helper issue are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "DAC latent/forward mismatch does not share the same underlying cause as qwen3_omni_moe feature-length helper behavior." + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different detection-model bugs." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different pipelines and deprecations." + "reason": "Both are docs regressions, but they target different pages and different API changes; too broad to merge." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for Bark and qwen3_omni_moe output-length helper behavior are unrelated." + "reason": "CPU offload device mismatch for Bark and Qwen3 Omni feature-length computation are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in loss computation is not the same as D-FINE omitting auxiliary losses." + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are not the same change." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration bug and BigBirdTokenizer special-token registration bug are unrelated." + "reason": "Sparse-layer config construction and BigBird tokenizer special-token registration are different subsystems and failures." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Distributed metrics label handling and BeitImageProcessorFast label reduction are different bugs." + "reason": "`gather_for_metrics` dropping tuple labels and `reduce_labels` returning one label are both label-handling issues, but they occur in different layers with different root causes." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure after token alignment are unrelated." + "reason": "Unsupported `center` arg in `LasrFeatureExtractor` and Whisper empty-transcription generation failure are unrelated." } ] }, @@ -9501,10 +9505,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28282", "issue:29127", @@ -9538,6 +9542,7 @@ "issue:44743", "issue:44855", "issue:44857", + "issue:44995", "issue:45083", "issue:45290", "issue:45412", @@ -9559,8 +9564,9 @@ "issue:46512|issue:46821", "issue:45759|issue:46285", "issue:29942|issue:32090", - "issue:46424|issue:46858", "issue:28282|issue:33357", + "issue:44995|issue:46858", + "issue:46424|issue:46858", "issue:38175|issue:45412", "issue:43335|issue:43504", "issue:43611|issue:44466", @@ -9570,8 +9576,8 @@ "issue:43335|issue:45083", "issue:43335|issue:44112", "issue:37428|issue:44351", - "issue:44448|issue:44743", "issue:43335|issue:45593", + "issue:44448|issue:44743", "issue:43278|issue:43825", "issue:34689|issue:35141", "issue:42490|issue:43854", @@ -9583,196 +9589,202 @@ "issue:39692|issue:43526", "issue:43819|issue:44493" ], - "prepared_review_unit_hash": "3aa21a2c055be0366bf0ce23dcaa6d922d410cfc08edd91d36ef1163a3e7f4d6", + "prepared_review_unit_hash": "9afa1a2ce3d0512f50c799b992cb678544de0726765ccf3c2ba170edd609ff17", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35612, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span unrelated Transformers regressions, import errors, cache bugs, chat-template problems, and model-specific failures. The soft-similarity pairs mostly share broad subsystem vocabulary, but not the same concrete bug or mergeable fix.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a strong canonical duplicate target here; the cluster is too heterogeneous. If forced to pick a loose hub, issue:44521 has the strongest activity/references, but it is not a true representative of the whole set.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad subsystem keywords (loading, caching, chat templates, etc.). I would not merge any of the suggested soft pairs. As a representative issue, `issue:44521` is the strongest candidate because it is open, narrowly scoped, and has the most follow-up activity.", + "confidence": 0.93, + "canonical_issue_reason": "`issue:44521` is open, has the highest inbound-reference activity in the set, and states a concrete, reproducible bug with a clear user-facing impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the closest thing to a cluster hub because it is open and has relatively high discussion/inbound signal, but it only covers one specific chat-template bug and should not be treated as a real canonical for this cluster.", + "best_issue_reason": "`issue:44521` is the best overall representative because it is specific, actionable, and currently active; several other issues are older or more exploratory.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both involve Torch/flash-attn compatibility, but one is a missing internal symbol and the other is a broad torch version incompatibility." + "reason": "Both involve version/import problems, but one is a missing flash-attention symbol and the other is Torch 2.10 compatibility; different failure modes and fixes." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "A stale config.dtype bug and a TimesFM window_size AttributeError are different failures in different code paths." + "reason": "Stale config dtype after `from_config` and `window_size` raising `AttributeError` are unrelated API bugs." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both touch multimodal model/config structure, but they affect different model families and different concrete loading paths." + "reason": "Both touch model/config structure, but one is `AutoModelForCausalLM.from_config` unwrapping `text_config` and the other is CLIP class layout inconsistency." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` rejecting `NoneType` are separate runtime issues." }, { - "left": "issue:46424", + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "A missing PyTorch import is not the same bug as a MacOS bus error loading a CLIP community model." + }, + { + "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is about max_cache_length handling and the other is a static-cache seq_length tensor arithmetic bug." + "reason": "Both mention cache, but one is a stale indexer cache on second forward pass and the other is device-tensor seq length arithmetic in static cache under `torch.compile`." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Missing PyTorch at import time and a MacOS bus error are distinct environment/runtime problems." + "reason": "Quantized-cache `max_cache_length` handling and static-cache seq-length device type are distinct cache implementation bugs." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities and an RT-DETR memory-release leak are unrelated model behaviors." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory not releasing are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model/config bugs." + "reason": "A sparse-layer config bug and a legacy field loading bug in Beit are different code paths." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is tied-weight serialization; different code paths." + "reason": "Both concern v5 model loading/serialization, but one is `base_model_prefix` loading and the other is `lm_head.weight` serialization by device." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "A Python 3.13 import parsing failure in DebertaV2 is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 JIT parsing/import failure is unrelated to the qwen3_omni_moe feature-function behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile+SDPA model failure and a stale CI device-override test are not the same bug." + "reason": "A `torch.compile` SDPA failure in Bamba and a stale CI test override in GraniteSpeech are not the same bug." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "A flash_attn import KeyError on Python 3.13 and a Windows ROCm torch.distributed import issue are different dependency failures." + "reason": "`flash_attn` import key error on Python 3.13 and Windows ROCm/`torch.distributed` import/type issues are separate compatibility problems." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe length computation are unrelated." + "reason": "SwitchTransformers config construction and qwen3_omni_moe feature-length behavior are unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "A model-config bug and a GraniteSpeech CI test failure do not share the same underlying fix." + "reason": "Sparse-layer creation in SwitchTransformers and a GraniteSpeech CI regression do not share the same underlying defect." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but the missing flash-attention helper and missing HybridCache export are separate symbols/problems." + "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are different import regressions." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Output drift in Pegasus and recurrent-state reset in qwen3 modular code are different model-behavior regressions." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss omission are unrelated model bugs." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "SwitchTransformers layer creation and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Pegasus output drift across v4/v5 and recurrent-state reset in modular_qwen3_5 are different functional regressions." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "A dtype mismatch in training/eval is not the same as a pipeline error-message regression." + "reason": "A dtype mismatch in embeddings is unrelated to a pipeline error-message regression about translation tasks." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinitialization after resize are different issues." + "reason": "Llama 3.2 vision model loading broke in 4.46.2, while the other issue is about reinitialized output embeddings after resizing token embeddings." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A trailing-slash import warning and a GLM-4.7 test-loading failure are separate model-loading bugs." + "reason": "Trailing-slash local model import warnings and GLM-4.7 Flash test loading failures are different issues." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat-template/tokenizer logic, but one is tool-call/no-content handling and the other is continue_final_message for mistral_common tokenizers." + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other is about `continue_final_message` with `mistral_common` tokenizers." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "flash_attention integration null-handling and Qwen3 rotary CPU-offload incompatibility are different code paths." + "reason": "An `s_aux=None` crash in flash attention integration is unrelated to Qwen3.5 MoE rotary embedding CPU-offload compatibility." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast TypeError are unrelated." + "reason": "LayoutLMv3 box-information error messaging and trainer GPU broadcast `NoneType` errors are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks; not the same fix." + "reason": "Both are chat-template bugs, but one is a batched `padding=False` crash and the other is incorrect all-zero assistant masks for multimodal inputs." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are unrelated." + "reason": "CPU offload device mismatch in bark-small and float16 AMP CUDA crash in LwDETR are separate runtime bugs." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "A SigLIP2 docs/example failure and a BeitImageProcessorFast reduce_labels bug are different issues." + "reason": "SigLIP2 doc/example issues and BeitImageProcessorFast label reduction are different problems." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated model bugs." + "reason": "A DAC forward/from_latents mismatch is unrelated to unexpected position-id keys during loading." } ] }, @@ -9791,10 +9803,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:10000", "issue:15354", @@ -9851,22 +9863,22 @@ "issue:45310|issue:45478", "issue:43720|issue:44112", "issue:39692|issue:44493", - "issue:44448|issue:44779", "issue:43701|issue:45083", - "issue:44206|issue:45823", + "issue:44448|issue:44779", "issue:26413|issue:31501", + "issue:44206|issue:45823", "issue:45127|issue:45245", "issue:44617|issue:46697", "issue:45459|issue:46234", "issue:32090|issue:33357", "issue:42490|issue:43575", - "issue:44857|issue:45072", "issue:43550|issue:45083", + "issue:44857|issue:45072", "issue:45593|issue:47000", "issue:27957|issue:34689", - "issue:44464|issue:46424", "issue:38175|issue:44493", "issue:29942|issue:35141", + "issue:44464|issue:46424", "issue:29870|issue:32090", "issue:10000|issue:15354", "issue:43278|issue:43329", @@ -9874,20 +9886,20 @@ "issue:29870|issue:33290", "issue:44448|issue:44977" ], - "prepared_review_unit_hash": "b09a8ed1b4de813e48aaa81d6aba53b47d4c9bf4112edff3fb343924db745852", + "prepared_review_unit_hash": "33858d481b343c11498a04d7389672b8d07549e134e1212e66dfa21c39ac5319", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35783, + "serialized_chars": 35781, "estimated_input_tokens": 8946, "estimated_eval_tokens": 18148 }, @@ -9896,180 +9908,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports across unrelated models, runtimes, and failure modes. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (`issue:45310` / `issue:45478`); all other soft pairs look like false matches.", - "confidence": 0.94, - "canonical_issue_reason": "`issue:45310` is the earliest and clearest report of the same Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` repeats the exact same bug title, so 45310 is the best canonical issue.", + "summary": "This cluster is mostly a grab bag of unrelated transformer/model bugs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained regressions; the rest do not look like the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier report of the exact Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0, and issue:45478 is a near-identical follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45310` is the best representative issue for the only real duplicate subcluster because it is the original report of that concrete regression.", + "best_issue_reason": "issue:45310 is the strongest global issue choice because it is the clearest, most specific duplicate target with an exact twin and a well-scoped regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different bugs: one is `apply_chat_template`/missing chat template, the other is `device_map=\"auto\"` leaving DiffusionGemma weights on `meta`." + "reason": "Different bugs: missing chat template error vs weights staying on meta device." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to Trainer `_gpu_broadcast_one` NoneType errors." + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete regression: identical Qwen3.5 MoE `from_pretrained` error report, clearly a duplicate." + "reason": "Same bug: identical Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight unpacking in accelerate loading is unrelated to a GraniteSpeech stale device override CI failure." + "reason": "Different CI/model-loading problems in different components." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to the generic unexpected position-id key issue." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "PEGASUS v4/v5 output differences and DeepSeek tokenizer regressions are different models and different code paths." + "reason": "SigLIP2 docs example errors vs unexpected key/position id issue are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe helper behavior." + "reason": "Checkpoint key mismatch and qwen3_omni_moe length helper behavior are different failures." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "A feature-extractor center-arg regression is not the same as Gemma4 PLE device placement with `device_map=\"auto\"`." + "reason": "Different models and symptoms: output drift vs tokenizer correctness regression." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both mention training startup, but one is checkpoint resume epoch-iterator failure and the other is FineWeb SLM training not starting; different root causes." + "reason": "Both mention training startup problems, but the failure modes are distinct." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature extractor center-arg crash and Gemma4 device-map mismatch are separate code paths." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA vocab/weight tying collapse is unrelated to the 2^24 category limit runtime error." + "reason": "LoRA/tie_word_embeddings collapse and category-count limit errors are unrelated." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "SAM3Video OOM and Swin2SR over-padding are unrelated problems in different processors/models." + "reason": "Sam3Video OOM and Swin2SR over-padding are unrelated image/video issues." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling is unrelated to a missing `is_falcon_mamba_ssm_available` utility." + "reason": "Tokenizer protobuf error handling and missing import_utils symbol are different bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different failure modes with no shared code-path evidence." + "reason": "Trainer NoneType broadcast failure and CLIP MacOS bus error do not match." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "Local-path import warning and Qwen2 load OOM are not the same problem." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "AMP float16 crash in LwDetrImageLoss is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe feature-length helper bug." + "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in different models are separate issues." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost matrix are different detection-loss issues." + "reason": "D-FINE auxiliary loss logic and RTDetr loss infeasible-cost crash are different defects." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 90B Vision model loading." - }, - { - "left": "issue:44464", - "right": "issue:46424", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length only applying to quantized cache." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading are unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." + "reason": "Zero probabilities in SigLIP2 and unexpected key/position-id behavior are different bugs." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated model mechanics." + "reason": "Failing Flash Attention tests and embedding reinitialization after resize are not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency and cache max length handling are separate features." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART `generate()` decoder_attention_mask bug is unrelated to Trainer `_gpu_broadcast_one` NoneType broadcast errors." + "reason": "BART decoder_attention_mask generation error and _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + "reason": "German DistilBert issue and torch.jit generator expression export failure are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to an undefined video-token counting helper." + "reason": "BF16-to-FP32 embedding dtype change and multimodal token counting video-branch bug are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different subsystems and failure paths." + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different code paths." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generation unbound variable and Adafactor/DeepSpeed OOM are unrelated." + "reason": "BART generate crash and AdaFactor+DeepSpeed OOM are not the same failure." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "PEGASUS output drift across versions is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation bug are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:45310 is supported by the packet: issue:45310 and issue:45478 have the same title and describe the same Qwen3.5 MoE `from_pretrained` regression. The reject calls on the other soft pairs are also appropriately cautious, with no clear evidence of same-root-cause duplication in the packet." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the identical Qwen3.5 MoE from_pretrained pair as the only clear duplicate and treats the rest as likely unrelated. The soft-edge verdicts also avoid over-claiming beyond what the issue titles support." }, "evaluator_used": true, "retried": false, @@ -10085,10 +10097,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:25251", "issue:29127", @@ -10106,6 +10118,7 @@ "issue:43381", "issue:43526", "issue:43575", + "issue:43611", "issue:43701", "issue:43873", "issue:43927", @@ -10129,9 +10142,9 @@ "issue:45563", "issue:45588", "issue:45698", - "issue:45803", "issue:45823", "issue:45920", + "issue:46121", "issue:46192", "issue:46399", "issue:46421", @@ -10145,226 +10158,232 @@ "issue:44360|issue:44561", "issue:32090|issue:33290", "issue:40444|issue:43526", - "issue:45920|issue:46192", "issue:43927|issue:45698", "issue:45290|issue:46655", + "issue:45920|issue:46192", "issue:44977|issue:45229", "issue:42490|issue:43873", - "issue:25251|issue:32090", - "issue:46421|issue:46858", "issue:43381|issue:43701", + "issue:25251|issue:32090", "issue:43873|issue:45229", + "issue:46421|issue:46858", "issue:44448|issue:44466", - "issue:43976|issue:45440", "issue:44871|issue:44977", + "issue:43976|issue:45440", "issue:29127|issue:34567", "issue:33357|issue:39692", "issue:43278|issue:43575", "issue:44561|issue:44779", - "issue:44568|issue:45491", "issue:44361|issue:45198", "issue:44186|issue:45198", - "issue:45198|issue:45803", - "issue:41720|issue:45229", + "issue:44568|issue:45491", "issue:45588|issue:45823", - "issue:44977|issue:45563" + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:43611|issue:46121" ], - "prepared_review_unit_hash": "023d8a975f77b0fe4a6bd987ca301624d2d220029b6fa7801f993df4e88a2898", + "prepared_review_unit_hash": "e8fb5c3ed70b4c7bd6848065e8bf53437bffef1f6a56ff322eeaccef43197a20", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36081, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "serialized_chars": 36655, + "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 mostly heterogeneous; the soft edges look like false positives rather than true duplicates. The best representative issue is the broad v5 tokenizer regression report, but there is no single cohesive duplicate set across the cluster.", - "confidence": 0.61, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster, which spans many unrelated bugs. If one must be chosen, issue 45920 is the broadest/highest-impact regression report and the most representative of the v5 tokenizer-focused subset.", + "summary": "This is a heterogeneous set of transformer bug reports with only superficial keyword overlap. None of the suggested soft edges look like the same underlying bug/change, so all should be rejected as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the best representative of the cluster: it describes a broad v5 tokenizer regression affecting multiple models and has the clearest cross-model scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest cluster representative because it has the broadest scope, clear user impact, and overlaps with several other tokenizer/regression-style reports more than the rest.", + "best_issue_reason": "Issue 45920 is the strongest issue candidate overall because it is broader and more centrally about a shared regression than the other, mostly unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Different problems: flash-attention import error vs missing TensorFlow backend in a torch-only install." + "reason": "Different failures: a missing flash-attention helper import vs TensorFlow being absent from a torch-only install." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Both mention eval/training behavior, but one is dtype drift and the other is gradient checkpointing in eval mode; not the same bug." + "reason": "One is dtype drift between train/eval; the other is a restriction on using gradient checkpointing in eval mode." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Unrelated failure modes: Python 3.13 indentation parsing vs missing decorator registration for a kernel function." + "reason": "Both are decorator-related import errors, but they hit different models and different code paths with different root causes." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code breakage." + "reason": "Unrelated subsystems: DSA indexer logic vs removal of a utility function breaking trust_remote_code models." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Different code paths: Trainer broadcast TypeError vs DeepSpeed/Adafactor OOM." + "reason": "Different symptoms and causes: distributed broadcast of None vs out-of-memory with Adafactor/DeepSpeed." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multimodal finetuning with multiple images is not the same as BeitImageProcessorFast label reduction." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Both involve tokenizer APIs, but one is wrong token IDs across models and the other is return_tensors being ignored in a specific kwargs path." + "reason": "Multimodal finetuning failure vs a BeitImageProcessorFast label-reduction bug; no shared code-path." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both are save/load related, but one corrupts custom token IDs in config while the other loads the wrong custom module." + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call crash and video padding bug are unrelated." + "reason": "Chat-template tool-call handling and video padding math are unrelated bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both touch tokenization, but one is a wrong-token-IDs regression while the other is return_tensors being ignored with explicit text kwargs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different symptoms and subsystems: flash-attention generation issue vs multi-GPU OOM." + "reason": "Flash-attention generation failure in Qwen3.5 vs a multi-GPU OOM in Gemma4; different models and failures." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to quantization offloading behavior." + "reason": "A local-path import warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast errors." + "reason": "Eval-mode checkpointing restriction and resume_from_checkpoint key mismatch are separate training issues." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both touch cache/prefill, but one is recompilation behavior and the other is device-tensor slice arithmetic." + "reason": "Pipeline top_k output shape change is unrelated to Trainer GPU broadcast errors." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Eval-mode checkpointing and resume_from_checkpoint key mismatch are different issues." + "reason": "Both mention memory pressure, but one is quantization/offloading behavior and the other is multi-GPU inference OOM." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Quantization offloading failure is not the same as Gemma4 multi-GPU OOM." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is a device-tensor arithmetic bug." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "One is a generation-output regression and the other is serialization of tied weights; related theme, different bug." + "reason": "A generation output difference and a serialization inconsistency are distinct problems in different paths." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Python-version compatibility problem vs model divergence from remote implementation; no shared code-path." + "reason": "Gemma EOS token config mismatch vs Qwen3.5 flash-attention generation failure; no common defect." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Gemma eos-token config mismatch is unrelated to Qwen flash-attention generation failure." + "reason": "Python-version compatibility regression and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are not the same bug." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on CLIP and SigLIP2 docs example errors are not the same underlying bug." + "reason": "MacOS bus error in a model load path and SigLIP2 documentation mistakes are different issues." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift and Qwen2-57B tensor-parallel OOM are unrelated." + "reason": "Eval dtype change and tensor-parallel OOM are separate behaviors." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Trust_remote_code breakage from removed helper is unrelated to DeepSeek tokenizer regression." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer special-token addition bug and Gemma3 NaN embeddings are different failures." + "reason": "A missing helper breaking trust_remote_code models is not the same as DeepSeek tokenizer regression." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failures are different model-specific bugs." + "reason": "Different model/tokenizer failures with no shared underlying code path." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are unrelated." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaNs are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Tokenization/save failure is not the same as bare-except error swallowing in FuyuBatchFeature." + "reason": "A flash-attention s_aux=None crash and a PLE device mismatch are separate model-inference issues." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is different from multi-GPU OOM." + "reason": "Qwen3 auto device-map CUDA assert and Gemma4 multi-GPU OOM are different failures." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation failure and a stale warning in paged generate() do not share the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 device mismatch are different forward-pass bugs." + "reason": "Model loading with base_model_prefix and RoPE validation argument typing are unrelated." } ] }, @@ -10383,15 +10402,17 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ + "issue:27957", "issue:29127", "issue:29870", "issue:29942", "issue:30064", + "issue:33290", "issue:33357", "issue:34689", "issue:35141", @@ -10405,7 +10426,6 @@ "issue:43421", "issue:43526", "issue:43575", - "issue:43611", "issue:43653", "issue:43701", "issue:43756", @@ -10430,14 +10450,14 @@ "issue:45588", "issue:45593", "issue:45712", - "issue:46121", + "issue:45803", "issue:46369", "issue:46693", "issue:46701", "issue:47217" ], "soft_pairs": [ - "issue:43611|issue:46121", + "issue:45198|issue:45803", "issue:29870|issue:34689", "issue:29942|issue:30064", "issue:43653|issue:44743", @@ -10449,240 +10469,254 @@ "issue:44265|issue:45198", "issue:29127|issue:33357", "issue:42490|issue:43381", - "issue:45491|issue:46693", - "issue:43412|issue:45588", "issue:43065|issue:43994", + "issue:45491|issue:46693", "issue:43065|issue:45412", - "issue:45372|issue:45588", + "issue:43412|issue:45588", "issue:29127|issue:35141", + "issue:45372|issue:45588", "issue:45245|issue:45563", - "issue:45459|issue:45712", "issue:45440|issue:45593", "issue:43526|issue:47217", + "issue:45459|issue:45712", "issue:43575|issue:44387", - "issue:43421|issue:45491", "issue:45406|issue:46701", "issue:43066|issue:44462", "issue:43994|issue:45412", "issue:45372|issue:45406", + "issue:43421|issue:45491", "issue:44442|issue:45072", "issue:45412|issue:46369", - "issue:45372|issue:45459" + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127" ], - "prepared_review_unit_hash": "602dc62d1430c473d59cf7695df1aab1ca5025b44f3f8da970585e96d9517f90", + "prepared_review_unit_hash": "862421cd763d7fa8b43730122f1f31fff5931b8ffe730a65d33fc171ac063532", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36528, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37620, + "estimated_input_tokens": 9405, + "estimated_eval_tokens": 19066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated bugs across tokenizers, model loading, vision, quantization, export, and CI. I found no true duplicate group among the soft pairs, so all soft-edge candidates should be rejected.", - "confidence": 0.38, - "canonical_issue_reason": "Issue 44462 is the clearest, most self-contained bug report in the set: it has a concrete failure mode (AutoTokenizer ignoring repo tokenizer.json), a focused scope, and a likely broad user impact compared with the more specialized reports.", + "summary": "The cluster is a set of unrelated issues that were linked only by weak textual similarity. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best representative issue because it is specific, reproducible, and about a core loading path rather than a niche model-specific regression or an ambiguous error message.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Different code paths: model loading/base_model_prefix vs rope-parameter validation and JSON list handling." + "reason": "Both involve tokenization/conversion failures, but they are different bugs in different models/code paths: Wav2Vec2 save_pretrained/tokenization vs a bare except in FuyuBatchFeature.convert_to_tensors()." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Unrelated failures: BART generate() decoder mask bug vs Llama 3.2 Vision loading regression." + "reason": "Different failure modes and subsystems: BART generate() decoder_attention_mask bug vs Llama 3.2 Vision model loading regression." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in an image processor." + "reason": "FA2 test failures are unrelated to image processor void-segmentation map handling." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset logic; different subsystems and symptoms." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor API regression vs Qwen video-input regression; not the same underlying bug." + "reason": "One is a feature extractor regression in LasrFeatureExtractor; the other is a video-input regression in several Qwen VL models." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "RoPE layer count mismatch in Smollm3 is unrelated to DeepSeekV3MoE divergence." + "reason": "Different models and code paths: Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token issue and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + "reason": "Both touch tokenizers, but the concrete bugs differ: BigBird mask token registration vs AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure in one model is not the same as quantized model saving failure." + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as quantized model saving failure." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs MacOS bus error with a CLIP model; no shared root cause." + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP loading are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are different behaviors." - }, - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "Gemma3 NaNs from padding/windowing are not the same as the FA2 long-context performance regression." + "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Gemma3n export failure and flash_attention.py s_aux=None crash are distinct bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 nonsensical outputs are different model bugs." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Gemma3 NaNs with mixed-length sliding-window batches is a correctness bug, while FA2 long-context generation after 5.2.0 is a performance regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy layer cleanup and RT-DETR memory-leak behavior are different issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak on deletion are unrelated." }, { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure vs flash-attention sink-less-model crash; different failure modes." + "reason": "Gemma3n executorch export issues are unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error handling and token-embedding reinitialization are unrelated." + "reason": "LayoutLMv3 error clarity and token embedding reinitialization in post_init are unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generation/modeling issues." + "reason": "Gemma 4 processor loading import error and flash_attention s_aux=None crash are different failures in different layers." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer error masking by protobuf import handling is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "Category-cardinality runtime error and stale warning in paged generate() are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence from remote implementation is not the same as D-FINE auxiliary-loss omission." + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and VL image-placeholder handling are different problems." + "reason": "BeitImageProcessorFast reduce_labels truncation and VL image-placeholder handling are unrelated." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory regression; different root causes." + "reason": "Tokenizer exception masking and leftover dummy classes are unrelated cleanup/bug fixes." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings." + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory reservation; they are not the same bug." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline output issue are not the same bug." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are both tokenizer-related, but they are separate loading/serialization bugs." + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are distinct tokenizer-loading issues." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference quality regression and RT-DETR memory leak have no shared code-path." + "reason": "Siglip2 bad outputs and RT-DETR memory release are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing processor attribute; too different to merge." + "reason": "Both involve Gemma4, but one is an import dependency problem and the other is a missing processor attribute; they do not appear to be the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer load failure and dtype mismatches in inference are unrelated." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR garbage-collection memory leak is unrelated to SAM3 litetext memory overflow." + "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different memory problems in different models." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 import failure and protobuf-related tokenizer error masking are different bug classes." + "reason": "Gemma4 processor import failure and tokenizer error masking when protobuf is missing are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta with Flash Attention 2 and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error messaging are unrelated." } ] }, @@ -10701,13 +10735,12 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:27957", - "issue:29127", "issue:29870", "issue:33290", "issue:34689", @@ -10718,12 +10751,14 @@ "issue:43262", "issue:43334", "issue:43381", + "issue:43493", "issue:43526", "issue:43531", "issue:43646", "issue:43720", "issue:43761", "issue:43824", + "issue:43827", "issue:43873", "issue:43931", "issue:43994", @@ -10755,8 +10790,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:27957|issue:33290", - "issue:27957|issue:29127", "issue:43526|issue:45834", "issue:33290|issue:34689", "issue:33290|issue:35141", @@ -10764,9 +10797,9 @@ "issue:43526|issue:46693", "issue:44857|issue:45588", "issue:43334|issue:43531", - "issue:45250|issue:46640", "issue:42915|issue:43931", "issue:43994|issue:46369", + "issue:45250|issue:46640", "issue:43381|issue:43873", "issue:45588|issue:46821", "issue:46121|issue:46399", @@ -10778,112 +10811,101 @@ "issue:44442|issue:44898", "issue:43262|issue:44206", "issue:42490|issue:44743", - "issue:27957|issue:29870", "issue:43720|issue:44442", + "issue:27957|issue:29870", "issue:42175|issue:46234", "issue:44077|issue:44479", - "issue:45003|issue:45440" + "issue:45003|issue:45440", + "issue:43493|issue:43827" ], - "prepared_review_unit_hash": "485c3fe4011d19692c880f30395fb33b7a075ffbec36a771afde921f80cb4d15", + "prepared_review_unit_hash": "516984b66ff6c57af9f1651753f7500072d61001194fdaa7c94733e3896b47d2", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35383, - "estimated_input_tokens": 8846, - "estimated_eval_tokens": 17948 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35647, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated, model-specific regressions and integration bugs. The apparent similarities are usually just shared buzzwords (Flash Attention, Qwen, vision, offload, etc.), not the same concrete failure, so the soft matches should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents this heterogeneous set. If forced to pick an anchor, issue:46640 is the broadest flash-attention-related item, but it is not a true duplicate hub for the cluster.", + "summary": "This cluster is a broad mix of unrelated Transformers issues across many subsystems (model loading, attention, quantization, processors, docs, etc.). The soft links are mostly keyword-level similarities, not the same concrete bug or change, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "There is no strong global best issue because the items do not describe one underlying bug. Issue:46640 is only the closest broad representative, not a valid duplicate canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "XLM-RoBERTa/Flash Attention vs Adafactor OOM in DeepSpeed are unrelated failures." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "Flash Attention support and LayoutLMv3 error-message clarity are different problems." - }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different image-processing bugs: label reduction vs long OCR index overflow." + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR index errors." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision load breakage are unrelated." + "reason": "Both mention training/model problems, but one is Adafactor+DeepSpeed OOM and the other is a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory usage and embedding reinitialization are separate code paths." + "reason": "OOM in optimizer setup is unrelated to embedding reinitialization during resize." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "ImportError for a specific model class vs a generic dependency issue are not the same bug." + "reason": "ImportError for a specific Qwen VL class is not the same as a general dependency complaint." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Image processor label handling and FA2 long-context performance regression are different issues." + "reason": "Image label handling and FA2 long-context performance regression are different bugs." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash is unrelated to flash_attention sink-less AttributeError." + "reason": "AMP CUDA loss crash is unrelated to flash-attention sink-less model handling." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and Qwen3-MoE sliding_window behavior are different bugs." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention, but one is a generic title and the other is a specific sink-less-model crash; not the same defect." + "reason": "Missing pad_token_id on Qwen3-VL text config is not the sliding_window bug in Qwen3-MoE." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3MoE and Qwen3-VL shape mismatch are unrelated." + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct loading/runtime issues." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 incorrect outputs and sam3-litetext memory overflow are different model-specific problems." + "reason": "SigLIP2 inference quality problem is unrelated to Sam3 memory overflow." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2, but the titles do not indicate the same concrete bug or code path." }, { "left": "issue:43381", @@ -10891,125 +10913,101 @@ "accept": false, "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "flash_attention.py attribute crash is not the TimesFM window_size AttributeError." + }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-params JSON-list TypeError and missing decorator in Qwen3.5 kernels are unrelated." + "reason": "Rope-params JSON list TypeError is unrelated to missing decorator registration for apply_rotary_pos_emb." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched chat-template crash and wrong vision_position_ids are both VL-related but distinct bugs." + "reason": "Batched chat-template padding crash is distinct from video vision_position_ids being wrong." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model init regression and patchtsmixer post_init policy are not the same underlying change." + "reason": "General custom model init regression does not match the patchtsmixer post_init policy issue." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and category-count limit are unrelated." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the 2^24 category limit error." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different code paths." + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU offload incompatibility are different code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state caching and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Qwen3_5 recurrent-state caching bug is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-resolution failure are different subsystems." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading are not the same bug." - }, - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "Missing TensorFlow backend in extras and missing import_utils helper are unrelated dependency issues." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are different defects." - }, - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are unrelated implementation bugs." - }, - { - "left": "issue:27957", - "right": "issue:29870", - "accept": false, - "reason": "Flash Attention on XLM-RoBERTa and BART decoder_attention_mask error are different generation/model issues." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet accelerate-loading bug does not match FastSpeech2Conformer tokenizer loading failure." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are separate model/component bugs." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." + "reason": "Audio chat-template sampling-rate default and lasr feature extractor center-arg crash are not the same issue." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are not the same issue." + "reason": "Local-path import warning and Qwen3_5 recurrent-state reset are unrelated." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both mention generation, but the model families and failure modes differ completely." + "reason": "BitNet packed-weight loading failure is unrelated to FastSpeech2ConformerTokenizer loading." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "No shared concrete bug; one is loading packed weights, the other tokenizer class resolution." + "reason": "XLMRoberta Flash Attention 2 support and Bart generate() unboundlocal error are different bugs." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Extras-install backend omission and missing availability helper are distinct packaging problems." + "reason": "Missing TensorFlow in a torch extra install and a missing import-utils helper are unrelated dependency issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different Qwen/video and patchtsmixer issues with no shared failing code path." + "reason": "patchtsmixer post_init policy and Qwen video-input regression do not share the same failure mode." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "General modeling_utils import safety and DeepSeek model divergence are not duplicates." + "reason": "sys.modules access safety and DeepseekV3MoE divergence are separate implementation issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to stale docs referencing pipeline()." } ] }, @@ -11028,10 +11026,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:16998", "issue:22355", @@ -11045,7 +11043,6 @@ "issue:43295", "issue:43316", "issue:43388", - "issue:43493", "issue:43525", "issue:43550", "issue:43575", @@ -11056,7 +11053,6 @@ "issue:43749", "issue:43761", "issue:43825", - "issue:43827", "issue:43873", "issue:43931", "issue:44062", @@ -11072,6 +11068,7 @@ "issue:45137", "issue:45216", "issue:45325", + "issue:45584", "issue:45698", "issue:45759", "issue:45803", @@ -11083,7 +11080,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43493|issue:43827", "issue:43316|issue:43525", "issue:43873|issue:44871", "issue:44062|issue:45907", @@ -11095,219 +11091,220 @@ "issue:44987|issue:46178", "issue:44190|issue:44496", "issue:43931|issue:45216", - "issue:43701|issue:46506", "issue:42617|issue:43575", + "issue:43701|issue:46506", "issue:43550|issue:43701", + "issue:43575|issue:43742", "issue:44442|issue:45803", "issue:43232|issue:43388", - "issue:43575|issue:43742", - "issue:43761|issue:44079", "issue:27957|issue:32090", + "issue:43761|issue:44079", "issue:43606|issue:43701", "issue:43761|issue:44188", "issue:25251|issue:28282", "issue:46829|issue:46932", "issue:42907|issue:45698", - "issue:16998|issue:22355", "issue:43295|issue:44871", - "issue:43295|issue:43825" + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "15a45a5f4361d7e1e71d2ac3815e0166e0d13dc221d0b7d9e59e4646978d884a", + "prepared_review_unit_hash": "51d51c5b7cd76d1f63214f09452dd07355741054959b1078c9e7cc7d1ce54eb0", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36166, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "serialized_chars": 35580, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate: most pairs are broad topic matches at best, but they describe different code paths, models, or failure modes. If one issue has to serve as the representative anchor for this set, #43749 is the strongest candidate because it has the most discussion and inbound references and reports a concrete high-impact loading bug.", - "confidence": 0.94, - "canonical_issue_reason": "#43749 is the most representative issue in this set: highest engagement, multiple inbound references, and a concrete reproducible bug in model loading/offloading behavior.", + "summary": "The cluster is mostly a set of unrelated transformer issues spanning config, loading, generation, quantization, and model-specific regressions. I did not find any soft pair that looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped item in the set (many comments and inbound refs), so it is the best single issue anchor despite the surrounding items being largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "#43749 is the best single issue to anchor triage here because it has the clearest signal of impact and cross-references; however, it is not a duplicate of the other issues in the list.", + "best_issue_reason": "issue:43873 is the best representative issue because it is open, high-activity, and describes a broad regression area rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "One is SigLIP2 implementation parity; the other is v5 docs still referencing removed pipelines. Different problem and fix." - }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API issues, but they concern different models and different missing fields/attributes." + "reason": "Both are model config API mismatches, but they concern different models and different missing fields; not the same bug." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; not the same bug." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are different problems." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken keyword collision is unrelated to Hub file listing forwarding revision." + "reason": "Tokenizer AddedToken constructor error and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import/parsing failure is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parsing/import failure is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config field loss vs GPTNeoX rotary_pct not persisting on reload; different code paths." + "reason": "Missing fields from trust_remote_code AutoConfig loading is not the same as GPTNeoX rotary_pct reloading default." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope indexing bug is unrelated to Swin2SR image padding behavior." + "reason": "VL rope-position scaling and Swin2SR image padding are different image/model preprocessing bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Qwen multimodal config unwrapping; different model/config handling." + "reason": "Both involve config handling, but one is a pad_token_id discrepancy and the other is text_config unwrapping for composite multimodal configs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "General FSDP CPU RAM loading breakage vs a specific Qwen3-VL shape-mismatch load error." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are distinct loading failures." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model load regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." + "reason": "A model load regression for physical-intelligence/fast is unrelated to a backend mapping error for tensorflow_text." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in training script vs unrecognized model/config loading; different failure surfaces." + "reason": "Local dataset loading in a training script is unrelated to AutoTokenizer failing on a specific tokenizer class." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load vs save_pretrained checkpoint regression; opposite operations and different defects." + "reason": "Weight-shape mismatch on load and incorrect checkpoint saving are different directions of failure and not the same code path." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "3d_parallel.py execution failure and TP OOM while loading Qwen2-57B are different distributed/runtime issues." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "3D parallel script failure is not the same as TP loading OOM for Qwen2-57B." + "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for a large model and a key error loading MobileLLM are not the same bug." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer loading failure for one tokenizer vs bare-except error handling in Fuyu batch conversion." + "reason": "Tokenizer loading failure and a bare except swallowing KeyboardInterrupt in Fuyu tensor conversion are unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync issue is unrelated to gather_for_metrics dropping tuple labels." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are different trainer utilities." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "OOM when tensor-parallel loading a large model vs key error loading a small MobileLLM model." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states omission is not the same as ModelOutput key assignment after None." - }, - { - "left": "issue:27957", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 model support issue vs Trainer broadcast TypeError; different subsystems." + "reason": "CLIP hidden_states being None and ModelOutput key assignment for previously-None values are different output-handling problems." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden states bug in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." + "reason": "CLIP output regression and attention-kernel divergence under torch.compile are unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output shape bug is unrelated to missing PyTorch dependency import error." + "reason": "Pipeline top_k nesting change is unrelated to a missing PyTorch installation ImportError." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output-field mixup is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "VideoPrism output field misassignment and Gemma4 quantized embedder dtype casting are different bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is a different bug from loading the wrong custom module after save_pretrained." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma-3 eos_token_id inconsistency." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module." + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:43295", - "right": "issue:44871", + "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma eos_token_id inconsistency." + "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks in v5." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-support error message." + "reason": "Gemma eos_token_id config mismatch and Whisper empty-transcription generation failure are different model-specific issues." } ] }, @@ -11326,10 +11323,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:43065", "issue:43316", @@ -11341,6 +11338,7 @@ "issue:43540", "issue:43572", "issue:43646", + "issue:43650", "issue:43716", "issue:44077", "issue:44162", @@ -11360,7 +11358,6 @@ "issue:45200", "issue:45381", "issue:45542", - "issue:45584", "issue:45600", "issue:45632", "issue:45698", @@ -11368,6 +11365,7 @@ "issue:46050", "issue:46170", "issue:46178", + "issue:46202", "issue:46234", "issue:46291", "issue:46365", @@ -11380,224 +11378,224 @@ "issue:47217" ], "soft_pairs": [ - "issue:44871|issue:45584", "issue:44521|issue:47217", "issue:46234|issue:46291", "issue:43316|issue:43716", "issue:43316|issue:46821", "issue:43646|issue:44913", "issue:44077|issue:44534", - "issue:44464|issue:46421", "issue:43452|issue:44496", + "issue:44464|issue:46421", "issue:44871|issue:46050", - "issue:45803|issue:46365", "issue:44162|issue:44792", + "issue:45803|issue:46365", "issue:43404|issue:43441", "issue:44242|issue:46894", - "issue:45632|issue:46424", - "issue:43065|issue:44617", "issue:43540|issue:44514", "issue:43572|issue:46178", + "issue:43065|issue:44617", "issue:45381|issue:47217", + "issue:45632|issue:46424", "issue:45542|issue:46234", "issue:44610|issue:46369", "issue:44792|issue:45600", "issue:44792|issue:44977", "issue:43504|issue:45698", - "issue:45803|issue:46170", "issue:43352|issue:46640", - "issue:45127|issue:45200" + "issue:45803|issue:46170", + "issue:45127|issue:45200", + "issue:43650|issue:46202" ], - "prepared_review_unit_hash": "07a29c97b70dd54b1f6302a26acac186562149055c2ca36cadfcc3cca0358095", + "prepared_review_unit_hash": "e73e4d1c3a317aed1d2b01073a6b7678685663ed9b2e1966d3f100f046ce432a", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35087, - "estimated_input_tokens": 8772, - "estimated_eval_tokens": 17800 + "serialized_chars": 35576, + "estimated_input_tokens": 8894, + "estimated_eval_tokens": 18044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are model-specific regressions, config-load issues, or unrelated dependency failures. No soft edge looks like a true duplicate, so all candidate pairs are rejected. The closest thing to an umbrella issue is the broad Transformers v5 custom-model initialization regression.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43646 is the broadest representative: it describes a general Transformers v5 initialization break, while most other items are narrower model- or feature-specific regressions.", + "summary": "The soft pairs are mostly superficial similarities across different Transformers bugs. I would reject every candidate edge: the titles point to distinct model families, inputs, or failure modes rather than the same underlying defect. There is no true duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 has the widest scope and best captures the cluster\u2019s general v5-regression theme, even though the cluster is not actually a clean duplicate set.", + "best_issue_reason": "Issue 44521 is the strongest standalone anchor in this set because it is open, has the most discussion/inbound references among the closest semantic neighbors, and is a concrete reproducible bug\u2014but it should not be treated as a duplicate hub for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Different bugs: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." - }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal template issues, but one is assistant-mask generation and the other is image-placeholder handling; not the same bug." + "reason": "Both are multimodal/chat-template problems, but one is about assistant mask generation and the other about image placeholders in user text; different failure modes and code paths." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different dependency problems: missing import_utils helper vs kernels version/revision requirement when importing pipelines." + "reason": "These are unrelated import/dependency issues: a missing availability helper vs a kernels version/revision requirement on pipeline import." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Unrelated: Gemma3TextConfig API discrepancy vs Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are separate bugs." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Different config/API issues with no shared code-path." + "reason": "A config API discrepancy is not the same as TimesFM's window_size AttributeError." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both involve config behavior, but custom model initialization breakage and GPTNeoX rotary_pct persistence are separate issues." + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different configuration problems." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: optional post_init enforcement vs junk-filled non-persistent buffers." + "reason": "Optional post_init enforcement and non-persistent buffer junk filling are distinct v5 regressions." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Both mention chunked/compiled behavior, but one is inconsistent generation and the other is spurious recompilation from lazy cache init." + "reason": "GGUF loading breakage and unrecognized model_type in config.json are different from_pretrained failures." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Both are load failures, but gguf_file handling and missing model_type are different root causes." + "reason": "Chunked generation inconsistency with compiled forward is separate from cache lazy-init recompilation." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Different serialization/config problems: eos_token_id mismatch vs quantized model save/load corruption." + "reason": "Gemma eos_token_id mismatch and sinq save/load quantization breakage are unrelated round-trip bugs." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Unrelated: exception-swallowing in tensor conversion vs Trainer import conflict with datasets." + "reason": "ESM2 breakage and a janus image-generation test failure do not share the same underlying defect." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Both are model-specific failures, but they affect different models and code paths." + "reason": "Bare except swallowing errors in Fuyu is unrelated to Trainer import failure caused by datasets on the environment." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different problems: tied lm_head weights vs FlashAttention support/runtime failure." + "reason": "lm_head weight tying in Mistral3 is a different code-path problem than Ministral-3 FlashAttention support." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Different loss-calculation bugs in different models; only loosely similar by topic." - }, - { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "Different cache bugs: local trust_remote_code path collision vs max_cache_length being ignored except for quantized cache." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are not the same underlying bug." + "reason": "Load-balancing loss omission and a training-loss double-shift bug are not the same bug, even if both touch loss computation." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal input issues, but video input validation and batched chat-template padding failure are distinct." + "reason": "Video input processing in Qwen3OmniMoe and batched chat-template padding behavior in Qwen2_5_VL are distinct failures." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Different dependency/config failures: missing pad_token_idx vs unsupported tensorflow_text backend registration." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying defect." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both are VL input-position related, but video vision_position_ids and image-placeholder placement are separate defects." + "reason": "Both are VL-input bugs, but wrong vision_position_ids for video input is different from failing when the image placeholder appears in user text." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collisions and max_cache_length handling in cache config are separate caching issues." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different optional-dependency issues: TensorFlow backend detection vs missing falcon_mamba_ssm helper." + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing falcon_mamba availability symbol." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different SAM3-family problems: processor/model size mismatch vs memory overflow." + "reason": "Processor output size mismatch for OmDet-Turbo and memory overflow in sam3-litetext are different model-specific problems." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Separate CI/model issues: janus image-generation test failure vs stale auto_mappings reference." + "reason": "A janus image-generation test failure is not the same as stale Sam3LiteText references in auto_mappings.py." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Both are generation-related, but janus image generation and Qwen3.5 flash-attention behavior are different bugs." + "reason": "These concern different models and different symptoms: a failing test vs FlashAttention generation issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both concern loading/saving, but legacy-field preset loading and wrong custom-module resolution are distinct root causes." + "reason": "Legacy preset-field loading and wrong custom-module selection after save/load are different persistence bugs." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Different failure modes: broad exception swallowing vs Windows/ROCm import error from torch.distributed dependency." + "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic Flash Attention 2 issue report." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." + "reason": "Swallowing exceptions in Fuyu conversion is unrelated to the Windows ROCm torch.distributed import/dependency failure." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different bugs: LoRA merge with extended vocab and tied embeddings vs Gemma 4 mm_token_type_ids defaulting." + "reason": "LoRA + extended-vocab collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different change requests/bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "These are unrelated: a vague data request versus a Gemma pipeline roundtrip issue." } ] }, @@ -11616,10 +11614,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:25251", "issue:27957", @@ -11632,8 +11630,8 @@ "issue:43475", "issue:43525", "issue:43531", + "issue:43550", "issue:43644", - "issue:43650", "issue:43673", "issue:43688", "issue:43827", @@ -11656,11 +11654,11 @@ "issue:45072", "issue:45245", "issue:45406", + "issue:45563", "issue:45584", "issue:45588", "issue:45632", "issue:46082", - "issue:46202", "issue:46617", "issue:46693", "issue:46697", @@ -11671,211 +11669,224 @@ "issue:47217" ], "soft_pairs": [ - "issue:43650|issue:46202", "issue:44479|issue:47217", - "issue:44534|issue:44913", "issue:43525|issue:43531", + "issue:44534|issue:44913", "issue:35141|issue:42490", - "issue:43673|issue:44743", "issue:41950|issue:43475", + "issue:43673|issue:44743", "issue:43388|issue:43688", "issue:44190|issue:44964", "issue:46693|issue:47217", "issue:44855|issue:45588", "issue:29870|issue:35141", - "issue:44869|issue:46832", - "issue:45632|issue:46617", "issue:44734|issue:45406", - "issue:45245|issue:46858", - "issue:45072|issue:46932", "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:45245|issue:46858", "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:45072|issue:46932", "issue:43644|issue:44913", "issue:43335|issue:44855", "issue:25251|issue:27957", - "issue:44617|issue:45584", "issue:43931|issue:44060", + "issue:44617|issue:45584", "issue:44077|issue:44877", - "issue:44242|issue:46897" + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "8c54341c0e54273fa1826598030cffcb27b09702185c136c6f75d9b23dad25b0", + "prepared_review_unit_hash": "d017f9abc032213f3e8a85bfbc77a232eb5c565a3c6255df1cc829e9dee762a0", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35672, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "soft_pair_count": 27, + "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 set is mostly a grab-bag of distinct issues rather than true duplicates. I did not find any soft pair that clearly shares the same underlying bug/change, so all soft edges are rejected. I picked the most current, high-signal regression report as the canonical issue.", - "confidence": 0.84, - "canonical_issue_reason": "issue:46693 is a broad, well-scoped, currently active regression report with clear performance impact and discussion activity, making it the best representative issue in this mixed set.", + "summary": "The items are mostly unrelated bug reports across different Transformers subsystems. Several pairs share only broad themes or adjacent vocabulary, but none are strong duplicate candidates under strict triage.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45632 is the clearest, most concrete report in the set: it has a specific trust_remote_code cache-path collision scenario with a plausible, reproducible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone issue here: it is specific, actionable, and has the most obvious user impact among the listed issues.", + "best_issue_reason": "Issue 45632 is the best representative issue here because it names a specific root-cause class (cache path collision) rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Unrelated: one is an empty/placeholder issue, the other is a Gemma pipeline roundtrip bug." - }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Both are VL-related, but the failures differ: video-input regression vs placeholder-in-user-text handling." + "reason": "Both involve vision-language behavior, but one is a v5.3 video-input regression and the other is placeholder handling in user text; different bugs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different bugs: non-persistent buffer initialization versus GPTNeoX config reload behavior." + "reason": "Different models and failures: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Different model/config paths: missing pad token attribute in Llama4Config vs sliding_window handling in Qwen3-MoE." + "reason": "One is a broad v5 non-persistent buffer initialization regression; the other is a GPTNeoX config reload issue for rotary_pct." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Resizing embeddings reinitialization is unrelated to local-path import warning behavior." + "reason": "Resizing token embeddings reinitializing output embeddings is unrelated to the local-path trailing-slash import warning." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Both involve cache/state, but one is chunked_prefill cache handling and the other is recurrent-state reset in modular Qwen code." + "reason": "Video-classification processor selection and SAM3Video missing attribute are different code paths and symptoms." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different subsystems and symptoms: video-classification processor lookup vs SAM3 vision encoder output attributes." + "reason": "Both are cache-related generation bugs, but one is chunked_prefill cache plumbing and the other is recurrent-state reset logic." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Evaluation label truncation and auxiliary-loss normalization are different code paths and bug classes." + "reason": "Different training/eval bugs: last-batch label truncation vs auxiliary-loss normalization." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "A local dataset loader script issue is not the same as a multimodal model loading failure." + "reason": "Local dataset loading in an example script is unrelated to loading a multimodal model with latest transformers." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Performance regression in FA2 long-context generation is unrelated to image-placeholder parsing in VL text." + "reason": "A FA2 long-context performance regression is not the same bug as VL placeholder parsing in user text." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing error is unrelated to flash_attention crash on sink-less models." + "reason": "Python 3.13 JIT parsing/indentation failure is unrelated to flash_attention s_aux=None handling." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Generate-time decoder_attention_mask bug is unrelated to output-embedding reinitialization after resize." + "reason": "Bart generate() decoder_attention_mask initialization and embedding reinitialization are unrelated bugs." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated failures." + "reason": "KV cache continuation indexing in serve is a different failure from Gemma4Processor missing _tokenizer." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both concern trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a file-not-found cache failure; different root causes." + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Whisper trailing replacement-character decode crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-cardinality limits and static-cache slice arithmetic are different bugs." + "reason": "Category-count overflow and static-cache seq_length/device-tensor arithmetic are different problems." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Both are dtype-related, but they affect different models and code paths; not the same fixable bug." + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image padding behavior." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as a runtime AutoModel/pipeline correctness issue." + "reason": "Both mention trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a generic FileNotFoundError; not enough evidence of the same concrete bug." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Config validation for head_dim is unrelated to Swin2SR over-padding." + "reason": "Both mention dtype issues, but they affect different models and components with different quantization paths." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffers filled with junk and rotary_pct reload reverting are separate configuration/runtime bugs." + "reason": "Non-persistent buffer junk initialization is unrelated to GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the DebertaV2Model import parsing error." + "reason": "Sparse-layer creation in SwitchTransformers and a Python 3.13 decorator parsing error are unrelated." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Pipeline top_k output shape change and XLMRoberta Flash Attention 2 support are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the Qwen3-Next tied-weights warning bug." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription decoding failure." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated runtime issues." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Both are Qwen-family issues, but one is a model weight-shape mismatch and the other is an incorrect tied-weights warning." + "reason": "PatchTSMixer post_init policy and strict config loading for granite_speech are not the same change." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different bugs despite both touching training losses." + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different MOE/training bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a local dataset loading example error." } ] }, @@ -11894,10 +11905,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:25251", "issue:29870", @@ -11907,7 +11918,6 @@ "issue:43295", "issue:43335", "issue:43540", - "issue:43550", "issue:43643", "issue:43673", "issue:43854", @@ -11949,16 +11959,14 @@ "issue:47013" ], "soft_pairs": [ - "issue:43673|issue:46421", - "issue:45563|issue:45584", - "issue:43550|issue:44190", "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:44933|issue:45362", + "issue:43673|issue:46421", "issue:43335|issue:44190", - "issue:45588|issue:47013", "issue:43854|issue:44792", "issue:44479|issue:44734", + "issue:45588|issue:47013", "issue:43065|issue:44610", "issue:45381|issue:46655", "issue:44617|issue:46369", @@ -11969,225 +11977,216 @@ "issue:44779|issue:46489", "issue:45276|issue:45584", "issue:43540|issue:44734", + "issue:45290|issue:46752", "issue:25251|issue:29870", "issue:44112|issue:45600", - "issue:45290|issue:46752", "issue:44462|issue:45907", "issue:43643|issue:44496", "issue:44521|issue:45381", - "issue:44938|issue:45542", "issue:43854|issue:44964", + "issue:44938|issue:45542", "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "2c449258fe345b110ebb32833bc4ebcc7c5c7e7b59653bc3dcc61664575b3699", + "prepared_review_unit_hash": "1ddacc6d90f155f5293d6874f7cd5122522e83da2efdfb82ea19d35655f1be57", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36420, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35260, + "estimated_input_tokens": 8815, + "estimated_eval_tokens": 17886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous set of unrelated Transformers issues; no duplicate cluster emerges from the soft pairs, so all candidate edges are rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across generation, tokenizers, multimodal processors, configs, CI, and model loading.", + "summary": "Most pairs are clearly unrelated and should stay separate. The only plausible duplicate is the DeepSeek tokenizer regression pair (44779/46489), which appears to describe the same v5 tokenizer breakage with one issue being a more specific follow-up.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report: it names DeepSeek-Coder v1, scopes the regression to transformers v5+, and points to the gap in PR #44801's fix.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because none of these issues subsumes the others as the same underlying bug.", + "best_issue_reason": "issue:46489 has the clearest symptom description and root-cause context, making it the best representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both involve cache/prefill behavior, but one is a missing GenerationMixin cache in chunked prefill and the other is spurious recompilation from lazy cache init; different bugs." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Stale warning for num_return_sequences vs empty-transcription crash after align_special_tokens; different generation paths and failures." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure and local dataset loading error are unrelated." - }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug vs Sam3-LiteText memory overflow; different models and code paths." + "reason": "Different models and failures: Qwen video position IDs vs Sam3LiteText memory overflow." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "cudaErrorAssert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + "reason": "Unrelated errors: CUDA assert during auto device mapping vs category-count limit in a different component." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated issues." + "reason": "One is a missing import in image_utils; the other is a Qwen chat crash. No shared bug." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading script failure; no shared underlying bug." + "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same defect." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Flash-attention s_aux=None crash and xLSTM train-mode unpacking error are different code paths." + "reason": "SwitchTransformers config bug vs dataset loading script issue; no overlap in code path." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Model load/test failure for GLM-4.7-Flash vs janus image-generation test failure; different models and bugs." + "reason": "Different model/test failures: GLM-4.7-Flash loading vs janus image-generation test." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen models and serve KV-cache continuation indexing bug are not the same failure." + "reason": "Both are generation-related, but one is a multimodal video regression and the other is KV-cache tensor indexing in serve; distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs xLSTM unpacking mismatch; unrelated code paths." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px/224px mismatch are different model-processing bugs." + "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo input-size mismatch are different issues." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is Qwen2.5-VL vision-position IDs and the other is SmolVLM padding calculation; not the same bug." + "reason": "Both concern video processing, but the reported failures are different models and different bugs (vision_position_ids vs padding calculation)." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Sam3Video CUDA OOM and Sam3-LiteText memory overflow are different resource issues in different models." + "reason": "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 gemma4 resize_token_embeddings propagation bug are unrelated." + "reason": "Processor/tokenizer regression vs resize_token_embeddings not propagating to Gemma4 embeddings; separate behavior." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/example errors vs local dataset loading script failure are unrelated." + "reason": "Documentation example/model mismatch is unrelated to the local dataset loading failure." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocab collapse and incorrect visual encoder keys on save_pretrained are different bugs." + "reason": "LoRA merge with extended vocab causing collapse is unrelated to Qwen3.5 save_pretrained visual-key serialization." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward vs a stale warning about num_return_sequences; different issues." + "reason": "Compiled-forward generation inconsistency vs a stale warning in paged generate; different symptoms and fixes." }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both touch DeepSeek tokenizers, but one is a v5 regression and the other is a gap in a prior fix for DeepSeek-Coder v1; not clearly the same bug." + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5+ versus v4; 46489 is the more specific instance referencing the prior fix gap." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding-resize propagation bug vs Whisper empty-transcription crash; unrelated." + "reason": "Gemma4 embedding resize issue vs Whisper empty-transcription generation failure; no shared underlying bug." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and serve KV-cache indexing crash are different subsystems." + "reason": "Video input ValueError in Qwen3OmniMoe vs serve KV-cache continuation crash; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but on different edge cases (tool-call assistant messages vs empty list) and likely different fixes." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Top_k pipeline nesting change and BART generate decoder_attention_mask UnboundLocalError are unrelated generation bugs." + "reason": "Pipeline top_k nesting behavior and Bart generate decoder_attention_mask UnboundLocalError are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Stale GraniteSpeech CI test and broken auto_mappings references to removed Sam3LiteText configs are different CI failures." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Both hit apply_chat_template edge cases, but one is assistant messages with tool calls/no content and the other is an empty-list crash; not the same concrete bug." + "reason": "CI failures in different areas: stale GraniteSpeech device override test vs obsolete auto_mappings config reference." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API issues." + "reason": "Tokenizer.json loading bug vs list_repo_files not forwarding revision; different APIs and failure modes." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "trust_remote_code returning missing fields and unrecognized-model config missing model_type are different config-loading problems." + "reason": "One is missing fields with trust_remote_code; the other is an unrecognized model lacking model_type. Not the same issue." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant_masks in multimodal apply_chat_template and Qwen2.5-VL video vision_position_ids bug are different multimodal bugs." + "reason": "Different multimodal chat/template failures: assistant mask zeroing vs video vision_position_ids." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are unrelated environment issues." + "reason": "Both involve model loading, but the models and failure modes differ completely." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Both are model-load failures, but they involve different models and different root causes." + "reason": "Python 3.14 import/load issue vs undefined tf backend due to tensorboard-only install; unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time slowness in transformers and unsafe sys.modules access are not the same bug." + "reason": "Import performance complaint vs unsafe sys.modules access in modeling_utils; not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The DeepSeek tokenizer pair (44779/46489) is a reasonable duplicate call: both describe v5+ tokenizer regressions for DeepSeek/DeepSeek-Coder, with 46489 clearly the more specific follow-up tied to PR #44801. The other soft-edge rejections are appropriately cautious and do not overstate shared bugs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12199,10 +12198,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:27957", "issue:32090", @@ -12254,245 +12253,245 @@ "issue:47217" ], "soft_pairs": [ - "issue:43526|issue:46697", "issue:27957|issue:35141", + "issue:43526|issue:46697", "issue:43673|issue:46858", - "issue:44737|issue:45803", "issue:44964|issue:45600", + "issue:44737|issue:45803", "issue:44112|issue:44964", "issue:42175|issue:44279", "issue:44496|issue:47217", - "issue:45632|issue:46234", "issue:32090|issue:35141", + "issue:45632|issue:46234", "issue:42796|issue:44521", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:43404|issue:45216", "issue:43531|issue:45600", "issue:44295|issue:46506", - "issue:43673|issue:46424", "issue:43295|issue:45335", "issue:46082|issue:46121", "issue:41950|issue:44016", + "issue:43673|issue:46424", "issue:45083|issue:46506", "issue:44496|issue:45042", "issue:43673|issue:44336", "issue:43976|issue:44987", - "issue:43582|issue:46932", "issue:43526|issue:43901", + "issue:43582|issue:46932", "issue:43901|issue:44496", "issue:44683|issue:45446", "issue:43381|issue:45593", "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "4c835521fbe11b797454eccaf05514fdeca936f59c2457dbddadcf7ec23d11b8", + "prepared_review_unit_hash": "f2d9160e5a376979de2bcefbf3217195755c0eb2d2dae340db18a34b55cfc82b", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36890, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "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 cluster is heterogeneous: the soft links are mostly weak title-level similarities across unrelated Transformers bugs, so none should be merged as duplicates and there is no clear canonical artifact.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a convincing canonical representative; the issues span unrelated areas (model loading, tokenizers, caches, CI, docs, vision/audio processors, and backend regressions).", + "summary": "No soft pair looks like a true duplicate or mergeable match; most share only a broad subsystem (imports, models, caching, processors) but describe different concrete failures. There are no PRs in the set. The most representative issue is the active multimodal chat-template bug (#44521), but it is not duplicated by the others.", + "confidence": 0.92, + "canonical_issue_reason": "#44521 is the most central/representative issue here: it is open, has inbound references, and describes a concrete multimodal behavior bug with broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global best-fit target for deduplication because the cluster does not describe one underlying bug or change.", + "best_issue_reason": "#44521 is the best standalone issue candidate because it is active, externally referenced, and its failure mode is clearly scoped and reproducible.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Both involve image processors, but one is a BEiT Fast label-reduction bug while the other is Swin2SR over-padding; different code paths and symptoms." + "reason": "Different problems: Flash Attention support for XLM-Roberta vs token embedding resize/reinit behavior." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to token embedding reinitialization after resize_token_embeddings." + "reason": "Both are image-processor bugs, but they affect different models and different preprocessing logic." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked_prefill and the other is a static-cache seq-length tensor/device-arithmetic bug." + "reason": "Both involve cache/prefill paths, but one is a missing GenerationMixin cache and the other is device-tensor slice arithmetic in static cache." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "XLNet CPU arange placement and FuyuBatchFeature's bare except swallowing interrupts are unrelated bugs." + "reason": "Both are loading/import regressions, but they concern different models and different root causes." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "One is a Phi-4 multimodal model-loading failure; the other is stale auto_mappings references to removed Sam3LiteText configs." + "reason": "XLNet CPU device placement bug vs Fuyu exception handling bug; unrelated code paths." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A GraniteSpeech CI test issue is not the same as a latest-transformers model-loading failure for Phi-4 multimodal." + "reason": "CI test failure in GraniteSpeech vs model loading failure for Phi-4 multimodal; not the same bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow in a torch extra install is a packaging/backend issue, not the same as the generic dependency problem reported here." + "reason": "Packaging/dependency complaints, but one is missing TensorFlow in torch extra and the other is a generic dependency issue." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model/config loading is different from VL models failing when the image placeholder appears in user text." + "reason": "Both are model-loading/VL issues, but one is config/model-type resolution and the other is chat-template image-placeholder handling." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "A local cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." + "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Trainer gpu_broadcast_one rejecting NoneType is a distributed-training error, not an embedding reinitialization problem." + "reason": "Cache-path collision for trust_remote_code vs missing utility export; completely different defects." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation in apply_chat_template." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "These are both ImportErrors, but for different symbols and different model families; no shared code path is evident." + "reason": "Different import errors for different symbols and different modules." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are unrelated import failures." + "reason": "Both are import errors, but they involve distinct missing names and different package areas." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained checkpoint correctness are different regressions." + "reason": "lm_head tying bug in Mistral3 vs checkpoint save-pretrained regression in Qwen3.5; not the same change." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs removed-config auto_mappings CI breakage; unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Missing generation cache in chunked_prefill and max_cache_length only applying to quantized cache are distinct cache semantics bugs." + "reason": "Registered buffer/position_ids error is different from CPU-vs-CUDA numerical divergence." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression with images is different from resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Processor/tokenizer regression is unrelated to decoder.embed_tokens not updating on resize." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate configuration-validation bugs." + "reason": "Config validation for head_dim vs rope-parameter dict conversion TypeError; different validation paths." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline image-processor bug is unrelated to a syntax error in a tutorial notebook." + "reason": "Pipeline image-processor lookup bug vs notebook syntax error; no shared underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache state during chunked_prefill and the other is max_cache_length semantics." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA discrepancies." + "reason": "Feature-extraction output length logic vs CPU/CUDA output differences; different bugs." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "A model-config import error is not the same bug as PIL image processors incorrectly requiring torchvision." + "reason": "Unrecognized model/config loading issue vs PIL backend image processors requiring torchvision." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior and ANSI codes in loading_report are completely unrelated." + "reason": "Cache prefill bug and ANSI color logging bug are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is not the same as a specific model-load failure for physical-intelligence/fast." + "reason": "Python version support issue vs a specific model load failure on transformers>=5.1.0; not the same bug." }, { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Apple Silicon warmup TypeError and Gemma4 quantized embedder dtype casting are different backend/model bugs." + "reason": "Image-processor label reduction bug vs documentation mismatch in text-classification pipeline." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "BEiT Fast label reduction and TextClassificationPipeline docs mention are not the same underlying issue." + "reason": "Apple Silicon warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A documentation mismatch does not match a model-loading Import/ValueError." + "reason": "Docs/behavior mismatch in pipeline vs model config loading error; different domains." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and an incorrect PyTorch version check for AuxRequest import are separate version-gating bugs." + "reason": "Both touch flex_attention and torch versions, but one is compiled flex_attention failure on torch>=2.9 and the other is an incorrect version gate for AuxRequest import." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and a feature-extraction helper issue are clearly different problems." + "reason": "Notebook syntax error vs audio feature-extraction helper bug; no overlap in root cause." } ] }, @@ -12511,10 +12510,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:39692", "issue:41950", @@ -12569,12 +12568,12 @@ "issue:42907|issue:43441", "issue:43650|issue:44220", "issue:44016|issue:44062", - "issue:44792|issue:46424", "issue:43976|issue:44279", + "issue:44792|issue:46424", "issue:43441|issue:45588", "issue:43824|issue:44933", - "issue:44279|issue:46515", "issue:43479|issue:45375", + "issue:44279|issue:46515", "issue:45335|issue:45584", "issue:43901|issue:47217", "issue:43299|issue:45216", @@ -12587,8 +12586,8 @@ "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:42796|issue:43650", - "issue:44351|issue:45278", "issue:41950|issue:45020", + "issue:44351|issue:45278", "issue:43976|issue:45405", "issue:44779|issue:45812", "issue:43381|issue:47000", @@ -12596,20 +12595,20 @@ "issue:44466|issue:45276", "issue:43299|issue:45357" ], - "prepared_review_unit_hash": "08b59a505152ac248f9a6072654e6ca73fd60da0e066ce02faa1160f7b1d8c5d", + "prepared_review_unit_hash": "a2b963d2bdc8b8e631c63f5cdbc9a57825f0bc01c3eef7545288db0b404ea5bd", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36330, + "serialized_chars": 36329, "estimated_input_tokens": 9083, "estimated_eval_tokens": 18422 }, @@ -12618,186 +12617,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers regressions, model-specific bugs, and a few docs/issues around imports or tokenizers. The soft pairs are only superficially similar; none look like the same concrete bug or change.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 45020 is the broadest representative regression report in the set: recent versions breaking remote-code models. It best captures the general theme of version-induced model breakage without being as narrow as the model-specific reports.", + "summary": "This cluster is heterogeneous: most items are separate bugs/regressions across different models, tokenizers, configs, pipelines, or docs. The soft-similarity pairs mostly share broad vocabulary only, not the same concrete code-path failure.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the closest umbrella in the set: it describes a broad regression class around recent Transformers versions breaking remote-code models, which is the most cluster-like theme here.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the most useful anchor because it describes a broad compatibility regression rather than one model or one API edge case, making it the closest umbrella issue among this mixed set.", + "best_issue_reason": "Issue 45020 is the best representative of the overall cluster because it has the broadest scope and most plausibly captures the shared version-regression pattern, even though the set is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention inference crash; different code paths and symptoms." + "reason": "Both mention Ministral/FlashAttention, but one is about save/dequantization and the other about model loading/runtime flash-attn failure; different bugs." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No meaningful overlap; one is a placeholder issue, the other is a specific audio feature extraction bug." + "reason": "Completely unrelated topics: placeholder issue vs. a feature-specific audio feature extraction bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "A notebook syntax error and an AddedToken constructor bug are unrelated failure modes." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "A janus test failure and a cache-length configuration bug are different issues in different areas." + "reason": "One is a Python-version compatibility report; the other is a vague dependency issue with no shared concrete bug path." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Python-version support breakage is not the same as a vague dependency issue." + "reason": "Janus test failure and cache-length behavior are different subsystems and different symptoms." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but they affect different models and different crashes; not the same underlying bug." + "reason": "Both involve flash attention, but they fail in different scenarios and code paths; not the same underlying crash." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different breakages." + "reason": "Both are import errors, but they involve different symbols/modules and no shared fix target is evident." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "A generic dependency complaint is not the same as a specific torch 2.4.1 incompatibility." + "reason": "Different multimodal config classes with different missing/default-field issues." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Different multimodal config classes and different missing/defaulted fields; not one shared defect." + "reason": "Different dependency breakages: one is generic transformers dependency trouble, the other is a torch 2.4.1 incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation failure." + "reason": "Resize-token-embedding propagation and empty-transcription generation are unrelated bugs." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to a VL image-placeholder runtime failure." + "reason": "Docs mismatch for text-classification is unrelated to VL image-placeholder failures." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained serialization; different concrete bugs." + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained serialization; different concrete issues." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state and tokenizer thread-safety are separate concurrency/state bugs." + "reason": "Phonemizer backend state and Rust tokenizer thread safety are unrelated." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "A QA top-k bounds error and apply_chat_template on an empty list are unrelated crashes." + "reason": "QA top-k span decoding crash and empty chat-template input crash are different code paths and different exceptions." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Dropped results on the final batch and memory overflow in sam3-litetext are different problems." + "reason": "Partial-batch result dropping and SAM memory overflow are unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue does not match a specific PEFT minimum-version bump problem." + "reason": "Both are dependency-related, but one concerns transformers generally and the other a too-new PEFT minimum version." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "One is a processor/tokenizer API regression; the other is incorrect Deepseek tokenization outputs. Similar area, different bug." + "reason": "Both are tokenizer regressions, but one is processor/tokenizer image-passing behavior and the other is Deepseek token IDs; not the same bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline parameter docs mismatch." + "reason": "Documentation example errors for SigLIP2 are unrelated to the text-classification docs note." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated model/training issues." + "reason": "Optimizer arguments ignored and tie_word_embeddings warning are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Loading dtype propagation for Blip2 is not the same as Qwen3.5 save_pretrained serialization corruption." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained serialization are different model-specific issues." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling has nothing to do with the placeholder issue." + "reason": "Tokenizer BPE-marker handling and a placeholder placeholder-only issue are unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "45278 is a broad umbrella for import errors, but 44351 is just one specific missing import; not enough evidence of the same concrete bug." + "reason": "Video-classification processor lookup bug is not the same as the broad remote_code regression report." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." + "reason": "Importing HybridCache and generic import failures after upgrade are too different to merge as one bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support regression and PEFT version bump are different environment/dependency problems." + "reason": "Python-version support and PEFT minimum-version bump are separate dependency issues." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenization regressions and Granite AutoTokenizer ID regressions are distinct tokenizer bugs." + "reason": "Deepseek tokenizer output regression and Granite AutoTokenizer ID regression are both tokenizer bugs, but they affect different model families and mechanisms." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and RTDetrLoss infeasibility are unrelated training/detection issues." + "reason": "Gradient checkpointing eval-mode behavior and RTDetr loss infeasible-cost crash are unrelated." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "A config validation constraint on head_dim is not the same as a missing decorator causing a rotary-embedding kernel registration failure." + "reason": "LlamaConfig validation and Qwen3.5 kernel registration crash are different problems." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights and resize_token_embeddings not updating embeddings are different weight-tying behaviors." + "reason": "Both touch embeddings/weights, but one is serialization tied-weights behavior and the other is resize propagation in Gemma4; not the same fix." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5 save/load regressions, but they affect different saved artifacts and code paths." + "reason": "Both are Qwen3.5 regressions, but one is loading and the other is save_pretrained visual-key serialization; distinct bugs." } ] }, @@ -12816,10 +12815,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:33290", "issue:41950", @@ -12873,11 +12872,11 @@ "issue:43653|issue:45593", "issue:46082|issue:46512", "issue:41950|issue:45823", - "issue:44242|issue:45200", "issue:43644|issue:47145", + "issue:44242|issue:45200", "issue:43650|issue:46209", - "issue:43299|issue:43854", "issue:44462|issue:45081", + "issue:43299|issue:43854", "issue:43931|issue:47145", "issue:45588|issue:47000", "issue:44683|issue:45542", @@ -12885,32 +12884,32 @@ "issue:43479|issue:43525", "issue:45081|issue:45907", "issue:44336|issue:46851", - "issue:33290|issue:45656", "issue:42994|issue:43317", + "issue:33290|issue:45656", "issue:44623|issue:44749", "issue:43441|issue:45834", - "issue:44261|issue:44263", "issue:43873|issue:47145", + "issue:44261|issue:44263", "issue:45859|issue:46851", - "issue:45103|issue:45372", "issue:44246|issue:47217", + "issue:45103|issue:45372", "issue:44623|issue:45397", "issue:42175|issue:43976" ], - "prepared_review_unit_hash": "481b0c0156bcd5d37dd374a37d60c776728c629c649a686f3912597e2031eaf9", + "prepared_review_unit_hash": "15cd13ca9d16f2f4e4a1e63c37445bdb20a867742048a7a6f1cf147fa642948f", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34839, + "serialized_chars": 34840, "estimated_input_tokens": 8710, "estimated_eval_tokens": 17676 }, @@ -12919,168 +12918,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated bug reports; there is no PR evidence. The soft pairs are superficial keyword matches rather than the same underlying defect, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 has the strongest engagement (discussion and inbound refs) and is the best representative anchor for the broad quantization/offload subset in this set.", + "summary": "These items are not one duplicate cluster; they cover many unrelated bugs and regressions across tokenizers, quantization/offload, config defaults, model loading, CI/docs, and performance. No soft pair looks like the same underlying change or bug, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the issues are heterogeneous and do not share one underlying code-path or fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most actionable and broadly scoped current bug report, making it the best single issue to keep as the cluster representative.", + "best_issue_reason": "No issue is a strong global representative because the set is not a duplicate family; picking any one would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated bugs." + "reason": "Different bugs in different model families: tokenizer special-token registration vs D-FINE auxiliary loss handling." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation for head_dim is unrelated to stale model.config.dtype after from_config(dtype=...)." + "reason": "One is a LlamaConfig validation problem; the other is stale config dtype after from_config. Not the same bug." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup and Gemma4 device-map mismatch are different code paths." + "reason": "Unrelated subsystems: video pipeline processor lookup vs Gemma4 device_map/offload forward mismatch." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are separate model-training issues." + "reason": "Both concern loading/weights, but one is junk non-persistent buffers and the other is missing FP8 weight_scale application. Different concrete failures." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Non-persistent buffer junk and missing FP8 weight_scale application are distinct loading/corruption bugs." + "reason": "Different missing-default issues in different models: router-loss gating vs mm_token_type_ids defaulting." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A generic data request is unrelated to FP8 inference failure on B200." + "reason": "Placeholder issue text vs FP8 inference failure on B200; no shared bug path." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures for different models and failure modes." + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other crashes in a Mistral regex patch. Different fixes." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Mistral regex patch crashing." + "reason": "Different model-loading regressions affecting different models and likely different code paths." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different defects." + "reason": "Qwen3-VL weight-shape mismatch is not the same as FP8 frozen-checkpoint weight_scale corruption." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention aux handling and RTDetr loss infeasibility are unrelated." + "reason": "FlashAttention sink-less crash vs RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compilation and TensorFlow backend installation are unrelated." + "reason": "Torch flex_attention compile regression vs TensorFlow backend detection/install issue; unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bugs in different model families." + "reason": "Different config-initialization bugs for different model classes." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding are unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI color leakage and Qwen3.5 variable-length position_ids are unrelated." + "reason": "ANSI escape output in loading_report vs Qwen3.5 variable-length position_ids issue are unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Adafactor OOM and optimizer.step being called twice in deepspeed are not the same bug." + "reason": "Quantized saving failure and dequantized model offload loading failure are different workflows and failures." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Quantized model saving failure and dequantized offload loading failure are different code paths." + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer.step; not the same bug." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file output and slow filtering in Transformers 5.3.0 are unrelated." + "reason": "processor.save_pretrained missing files vs overall filtering slowdown are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure on Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + "reason": "FlashAttention bug for Ministral-3 vs long OCR index error in Kosmos2.5 are different model-specific issues." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Layernorm epsilon precision issue and torch.split return values issue are unrelated." + "reason": "Broad quantization/offloading concerns, but not the same concrete bug: offloading behavior vs missing FP8 weight_scale on frozen checkpoints." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both involve quantization/offload, but one is offloading behavior while the other is silent FP8 checkpoint corruption; not the same bug." + "reason": "Different low-level bugs: missing rms_norm_eps in one model and torch.split return handling in another." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility and variable-length position_ids are different Qwen3.5 problems." + "reason": "Both involve Qwen3.5, but one is CPU offload incompatibility and the other is variable-length position_ids handling." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + "reason": "Import-time latency issue vs VL image-placeholder handling bug; no shared code-path." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Import-time performance regression and VL image-placeholder parsing failure are unrelated." + "reason": "auto_docstring future-annotations crash and Gemma 4 processor import error are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different bugs." + "reason": "Processor save_pretrained file emission bug vs gemma-4 zero3 from_pretrained issue are different." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." + "reason": "TensorFlow extra/backend packaging issue vs Python version compatibility regression are unrelated." } ] }, @@ -13099,10 +13098,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:41628", "issue:42796", @@ -13158,25 +13157,25 @@ "issue:45600|issue:45712", "issue:44671|issue:44779", "issue:43901|issue:44246", - "issue:43673|issue:43761", "issue:43525|issue:43881", + "issue:43673|issue:43761", "issue:44188|issue:44336", "issue:44186|issue:47000", "issue:43575|issue:47145", "issue:44336|issue:44373", "issue:44016|issue:45823", - "issue:43824|issue:43976", "issue:43525|issue:43643", - "issue:43723|issue:44162", + "issue:43824|issue:43976", "issue:44987|issue:45542", + "issue:43723|issue:44162", "issue:42796|issue:43441", "issue:44589|issue:45362", "issue:45325|issue:46851", - "issue:46291|issue:46399", "issue:44297|issue:45397", "issue:44246|issue:44496", - "issue:45083|issue:46851", "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:45083|issue:46851", "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:46655|issue:46726", @@ -13184,20 +13183,20 @@ "issue:46399|issue:46851", "issue:43526|issue:45003" ], - "prepared_review_unit_hash": "efa5b1d85f34363428890e7bf4e11eba6e276fa7476703094c49f446df6fc297", + "prepared_review_unit_hash": "2c1ffb34fca633d4321c5d73952dcae85ce48812e59e417846607893fcd59f6c", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36338, + "serialized_chars": 36340, "estimated_input_tokens": 9085, "estimated_eval_tokens": 18426 }, @@ -13206,186 +13205,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the items are a heterogeneous mix of unrelated model bugs, tokenizer regressions, docs issues, perf issues, and security reports. All soft pairs are false positives.", + "summary": "This set is a grab-bag of unrelated issues; the soft pairs mostly share broad vocabulary or subsystem names, but not the same concrete bug or change. No duplicate cluster emerges, so all soft edges are rejected.", "confidence": 0.95, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue fits this set: the items span many unrelated regressions, docs issues, and security bugs, and the soft pairs do not point to one shared underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: none of the items is a credible umbrella representative for the rest, since the candidate pairs are only superficially similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security-related, but one is a shell allowlist bypass and the other is an archive extraction file-write/RCE issue; different vulnerabilities and code paths." + "reason": "Different security bugs: shell command-substitution allowlist bypass vs tar/zip-slip arbitrary file write/RCE." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "One is stale auto-mapping references to removed configs; the other is leftover dummy classes leaking into exports. Both are cleanup regressions, not the same bug." + "reason": "Both are cleanup/CI-related, but one is stale auto_mappings refs and the other is leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different models and symptoms: CamemBERT masked-LM predictions vs DeepSeek tokenizer output. No shared code-path evidence." + "reason": "Both are tokenizer regressions, but for different models and failure modes: CamemBERT masked LM vs Deepseek tokenization." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline option versus intermittent import slowness; unrelated problems." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow imports of transformers." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Both are v5 regressions, but one is generation cache/chunked prefill and the other is CLIPVision hidden_states handling. Different components." + "reason": "Llama4Config missing pad_token_id is a config attribute bug, while glm-4v-9b loading failed is a separate model-loading issue." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "A missing config attribute on Llama4Config is unrelated to a GLM-4V loading failure." + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel returning hidden_states=None are different code paths and regressions." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention-kernel branching bug versus ANSI codes emitted by loading_report. Completely different subsystems." + "reason": "torch.compile attention-kernel branching is unrelated to ANSI codes emitted by loading_report." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash versus RTDetrLoss infeasible cost matrix. Different models and failure modes." + "reason": "LayoutLMv2 tokenizer padding/NER crash and RTDetrLoss infeasible cost matrix are unrelated modeling errors." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Tensor-parallel OOM on model load is unrelated to FP8 weight_scale not being applied on load." + "reason": "OOM when loading a Qwen2 model with tensor parallelism is unrelated to FP8 frozen checkpoint weight_scale handling." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Loading-report terminal coloring bug versus a wrong docstring. One is runtime behavior, the other documentation." + "reason": "Console color handling in loading_report and a wrong position_ids docstring are not the same issue." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Importing a specific VL class and Python-version compatibility are distinct issues." + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are both config issues, but not the same underlying bug." + "reason": "Both involve config loading, but Llama4 pad_token_id absence and trust_remote_code missing fields are distinct failures." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-specific regressions." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to a Python-version compatibility problem in 5.1.0." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 versus a TensorFlow backend availability problem are different failures." + "reason": "Loading a specific model fails for unrelated reasons than the undefined tf backend caused by only tensorboard being installed." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer v5 loading issues and ESM2 breakage are separate model/tokenizer regressions." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but one is tokenizer BPE-marker handling and the other is FlashAttention loading in v5 RC; different code paths." + "reason": "Ministral tokenizer BPE marker handling and FlashAttention failures in v5 RC are different bugs." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage support is unrelated to Qwen3.5 chat loading/runtime crashes." + "reason": "Missing Float8 storage type and Qwen3.5 chat crash are unrelated runtime issues." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids, but they affect different Qwen models and different positional-encoding bugs." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Kernel import/version requirements versus a missing decorator on apply_rotary_pos_emb registration are different kernel-related bugs." + "reason": "Both concern position_ids, but they affect different Qwen models and different logic paths." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config serialization mismatch and Gemma-4 ZeRO3 from_pretrained failure do not share a concrete code path." + "reason": "tokenizer.save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time slowness is unrelated to unrecognized model/config loading." + "reason": "Slow import and unrecognized model/config.json missing model_type are not the same defect." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44871", + "right": "issue:47145", "accept": false, - "reason": "Different Qwen-family bugs: feature-extractor length helper behavior versus variable-length position_ids handling." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to FP8 compressed-tensors weight_scale loading." }, { - "left": "issue:44871", - "right": "issue:47145", + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency/version validation in transformers.pipelines is a different problem from a missing registration decorator in Qwen3.5 kernels." + }, + { + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Gemma3 eos_token_id inconsistency is unrelated to FP8 compressed-tensors weight_scale loss." + "reason": "Different Qwen3-related bugs: helper output-length calculation vs variable-length position_ids handling." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to Python 3.9/3.10 support in transformers 5.1.0." + "reason": "AutoImageProcessor import failure and Python3.9/3.10 compatibility are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and TensorFlow backend detection are different dependency issues." + "reason": "Missing nn import when importing sentence-transformers is unrelated to the undefined tf backend error." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding math in SmolVLM and missing-vision-backend handling in AutoProcessor are distinct problems." - }, - { - "left": "issue:45003", - "right": "issue:47217", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling." + "reason": "SmolVLM video padding bug and AutoProcessor backend-missing error are distinct vision-processing issues." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration/decorator failure and variable-length position_ids are unrelated bugs." + "reason": "Both are Qwen3.5-related, but one is a kernels registration crash and the other is a variable-length position_ids bug." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils have no overlap." + "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access in modeling_utils are unrelated." } ] }, @@ -13404,10 +13397,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:36246", "issue:41950", @@ -13459,8 +13452,8 @@ "issue:47217" ], "soft_pairs": [ - "issue:45103|issue:46399", "issue:43540|issue:46752", + "issue:45103|issue:46399", "issue:45072|issue:46829", "issue:44295|issue:45397", "issue:45561|issue:45563", @@ -13487,94 +13480,94 @@ "issue:44479|issue:46655", "issue:44295|issue:44749" ], - "prepared_review_unit_hash": "3d497f66c3356dc2bd31c27c32ed3874d864f7be57a2d94ac19c4365d63262dd", + "prepared_review_unit_hash": "27df4e15b54d1b8f7d2c77868af3c2949dc81c8b2f0435a1d62de8ffabcd76b8", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35775, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "serialized_chars": 35770, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by many unrelated HF/Transformers regressions, but the strongest common thread is the Qwen video-input regression area; most soft edges are false positives despite superficial overlap in model family or subsystem.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44479 is the broadest, most explicit regression report here: it names the version (v5.3.0) and multiple affected Qwen VL variants, making it the best representative of the shared video-input failure cluster.", + "summary": "The cluster is mostly a loose mix of unrelated Transformers issues, with a few superficial overlaps around Qwen/VL/video handling. I did not find any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.55, + "canonical_issue_reason": "issue:44479 is the broadest and most representative bug report here: a concrete v5.3.0 video-input regression affecting multiple Qwen VL/MoE variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best global issue candidate because it is the most general and clearly scoped to a concrete, shared bug across several models, unlike the other issues that are narrower or unrelated.", + "best_issue_reason": "issue:44479 is the strongest single issue to anchor this cluster because it names the regression clearly, spans multiple affected models, and is more actionable than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Different bugs: auto-docstring annotation handling vs Qwen3.5 kernel registration/apply_rotary_pos_emb crash." + "reason": "Different failures: Qwen3OmniMoe video-input processing vs empty-list chat template handling." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." + "reason": "Unrelated areas: docstring/annotation parsing vs Qwen3.5 kernel registration crash." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different failure modes: bfloat16 dtype mismatch vs incorrect hidden_states assignment in video classification output." + "reason": "Different model/code paths and different symptoms; both are dtype/output issues but not the same bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "No shared code-path: position_ids buffer access error vs gemma-4 ZeRO3 from_pretrained issue." + "reason": "One is a position_ids buffer access error, the other is a DeepSpeed zero3 from_pretrained issue for Gemma-4." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Pytest-xdist file race and a stale generation warning are unrelated." + "reason": "CI race on captured_info.txt is unrelated to a stale warning in paged generate()." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Both touch model config/loss behavior, but one is missing load-balancing loss and the other is an eos_token_id config mismatch for Gemma-3." + "reason": "MoE load-balancing loss bug is unrelated to Gemma eos_token_id config inconsistency." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Same model family, but sliding_window handling and chat crash are different concrete problems." + "reason": "Both mention Qwen, but one is sliding_window behavior and the other is chat loading/crash behavior; not the same bug." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI logging cleanup is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention registration crash on s_aux=None is not the same bug as variable-length position_ids handling." + "reason": "Flash-attention sinkless-model crash is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE/versioning, but the reported loading/conversion failures are distinct and not mergeable into one fix." + "reason": "Both concern Qwen3 MoE, but one is hf4.x LoRA compatibility and the other is loading Qwen3VL MoE models in dev0; different failures." }, { "left": "issue:46614", @@ -13586,97 +13579,97 @@ "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are unrelated code-paths." + "reason": "sys.modules access safety and TimesFM window_size AttributeError are different code paths." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern auxiliary losses, but they affect different models and different gating conditions, so they are not the same bug." + "reason": "Both involve missing auxiliary losses, but they are different models and different triggering conditions." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." + "reason": "Offline cache loading bug is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output_embeddings." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are not the same underlying issue." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different import errors for different symbols and packages; no shared underlying bug." + "reason": "Both are import errors, but for different symbols and unrelated dependencies." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing exports with no common fix indicated." + "reason": "Cannot import Qwen2_5_VLImageProcessor is unrelated to missing HybridCache export." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs drift for return_all_scores is unrelated to sys.modules access safety." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "DeepSpeed/accelerate conversion failure and a ZeRO3 deque underflow are different issues." + "reason": "DeepSpeed is the only commonality; one is Qwen3 MoE weight conversion, the other is a ZeRO3 deque error." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend handling and image-placeholder-in-user-text failures are both VL-related but not the same code-path." + "reason": "Both are multimodal/VL, but one is missing-vision-backend processor resolution and the other is image-placeholder handling in user text." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features are unrelated." + "reason": "Video-classification pipeline image-processor lookup is unrelated to fbank feature extraction." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video bugs, but Qwen3OmniMoe input processing and SmolVLM padding calculation are different model-specific failures." + "reason": "Both are video-related, but they affect different models and different processing steps." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "ScandiBERT loading failure and empty-list chat template crash are unrelated." + "reason": "ScandiBERT loading failure is unrelated to empty-list chat template indexing." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but they target different config fields and different object construction paths." + "reason": "Both touch Qwen multimodal configs, but one is a missing config field and the other is from_config not unwrapping text_config; not clearly the same bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video regressions, but they affect different models and different processing stages, so they should not be merged." + "reason": "Both are video-input bugs, but they are model-specific regressions with different root causes." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A position_ids buffer access error and a processing slowdown report are not the same bug." + "reason": "Position_ids buffer access and slower filtering after upgrade are unrelated." } ] }, @@ -13695,10 +13688,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:29870", "issue:30333", @@ -13751,17 +13744,17 @@ ], "soft_pairs": [ "issue:44162|issue:45200", - "issue:45292|issue:47000", "issue:45859|issue:46399", "issue:45137|issue:45600", + "issue:45292|issue:47000", "issue:43295|issue:45292", "issue:45003|issue:45561", "issue:36246|issue:43596", "issue:44466|issue:45335", "issue:43475|issue:46369", "issue:44038|issue:46506", - "issue:43526|issue:46897", "issue:44877|issue:45375", + "issue:43526|issue:46897", "issue:44623|issue:46726", "issue:44242|issue:44857", "issue:44987|issue:45459", @@ -13778,196 +13771,196 @@ "issue:43475|issue:43540", "issue:45412|issue:46123" ], - "prepared_review_unit_hash": "8cfb417aa47e84a9e57d8dc6f65d7f059c331addf6a3731cc2737e05816b8e3b", + "prepared_review_unit_hash": "499bd6a7d54b98f4ae38904acd8951ec42d27d8d53f1f5f4d61055bfc83e6e35", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35936, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "serialized_chars": 35937, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of loosely related, mostly unrelated issue topics. The soft-similarity links are thematic at best (e.g. embeddings, generation, training loss, config handling), but none look like the same underlying bug or change with enough specificity to merge triage entries.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is a safe representative here: the items span many unrelated models, subsystems, and failure modes, so choosing one would be arbitrary.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a clear global best candidate because the cluster is heterogeneous and lacks a dominant duplicate target.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model families, tokenizer/config issues, DeepSpeed errors, Flash Attention, CI, and training/runtime bugs. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items do not form a duplicate set and there is no single bug/change that plausibly subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative standalone issue because it describes a concrete regression affecting multiple Qwen video models, but it still does not serve as a true cluster canonical.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Different bugs: ESM2 is broadly broken, while Gemma 4 mm_token_type_ids defaults affect text-only fine-tuning." - }, - { - "left": "issue:45292", - "right": "issue:47000", - "accept": false, - "reason": "Unrelated failures: resize_token_embeddings mismatch vs RTDetrLoss cost-matrix infeasibility." + "reason": "Different failures in different models: ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Same model family, but different concrete problems: CPU offload incompatibility vs missing decorator/registration crash." + "reason": "Both involve Qwen3.5 rotary code, but one is CPU-offload compatibility and the other is a missing kernel registration; not the same bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Different areas: DeepSpeed ZeRO3 deque underflow vs CI breakage from removed auto-mapping configs." + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Token embedding resize bug and RT-DETR cost-matrix infeasibility are unrelated subsystems." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Both involve processor/model output wiring, but one is a regression in processor/tokenizer image handling and the other is token embedding resizing not propagating." + "reason": "Processor/tokenizer regression and embedding resize propagation are different code paths." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Testing-utils sys.modules access bug is unrelated to the xdist captured_info.txt race." + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different import/runtime failures: missing Qwen2_5_VLImageProcessor vs ZeRO3/BertModel index error." + "reason": "ImportError for Qwen2.5-VL image processor and BertModel ZeRO3 index error are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embedding/tied-weight behavior, but the concrete symptoms and models differ: serialization of lm_head.weight vs resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both touch tied embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not the same concrete bug." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3-related, but one is a missing attribute on vision output and the other is memory overflow when calling the model." + "reason": "SAM3 video attribute error and SAM3-lite memory overflow are different symptoms with different causes." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Different model-specific regressions with no shared code-path evidenced: Qwen3-VL-Moe compatibility vs PPDocLayoutV3 CPU/CUDA divergence." + "reason": "Qwen3-VL-Moe transformers 5.0 compatibility and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Same general theme of label handling, but one is a BeitImageProcessorFast bug and the other is a Florence2 training-loss double-shift bug." + "reason": "Both mention strict config, but one is granite_speech loading and the other is a missing field in Qwen3_5MoeVisionConfig; not the same bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "Both are config-related, but one is strict loading for granite_speech and the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + "reason": "BEiT reduce_labels bug and Florence2 training-loss double-shift bug are unrelated." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Saving processor artifacts missing files is unrelated to AutoProcessor's missing-vision-backend error reporting." + "reason": "Missing files in processor.save_pretrained and unrecognized image processor when a backend is missing are different issues." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different model families and failure modes: MoE load-balancing loss omission vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to tokenizer decode errors being masked when protobuf is absent." + "reason": "Loading physical-intelligence/fast on v5.1+ and masking real tokenizer errors without protobuf are different problems." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate() decoder_attention_mask error is unrelated to MLFlow not being reported after failed training jobs." + "reason": "BART generate() decoder_attention_mask bug and MLFlow job-status reporting are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention, but one is a model-specific unsupported-path error and the other is just a general Flash Attention 2.0 topic." + "reason": "Unsupported model for Flash Attention 2.0 is not the same as the generic Flash Attention 2.0 topic." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Both mention label-related training issues, but they are different models and different bugs (single-label reduction vs loss double-shift)." + "reason": "BEiT label reduction and CohereASR double-shift training loss are unrelated." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Different regression classes: video-input handling in Qwen models vs Windows/ROCm torch.distributed dependency problems." + "reason": "Qwen video regression and Windows/ROCm torch.distributed import dependency are unrelated." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "Both involve shape/positioning concerns in DETR-like or Qwen models, but one is a DETR cardinality check bug and the other is variable-length position_ids behavior." + "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids bug are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma 4 zero3 from_pretrained and duplicate optimizer.step under deepspeed are unrelated." + "reason": "Gemma 4 Zero3 loading and double optimizer.step under deepspeed are different bugs." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to the broader ESM2 breakage report." + "reason": "BigBirdTokenizer special-token decoding and ESM2 breakage are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Both are warning/config related, but they concern different models and different logic: tied-weights warning vs patchtsmixer post_init allowance." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Same Qwen3.5 area, but one is a tied-embeddings warning in LoRA fine-tuning and the other is a flash-attention generation regression." + "reason": "Qwen3.5 tie_word_embeddings warning and Qwen3.5 flash-attention generation failure are separate issues." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading vs Windows/ROCm import/type failure are not the same bug." + "reason": "Strict config loading and Windows/ROCm distributed import problems are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video/SAM/Qwen adjacent, but one is a missing attribute on Sam3 output and the other is a video-input ValueError in Qwen3OmniMoe." + "reason": "SAM3 video attribute error and Qwen3OmniMoe video ValueError are different code paths." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Different memory/result-handling bugs: RT-DETR model deletion leak vs mask generation pipeline dropping final partial-batch results." + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are unrelated." } ] }, @@ -13986,15 +13979,14 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:42886", "issue:43065", "issue:43408", - "issue:43441", "issue:43646", "issue:43701", "issue:43723", @@ -14036,6 +14028,7 @@ "issue:46752", "issue:46832", "issue:46858", + "issue:47020", "issue:47068", "issue:47145" ], @@ -14053,10 +14046,10 @@ "issue:43906|issue:46202", "issue:44188|issue:46421", "issue:45593|issue:47068", - "issue:44995|issue:45588", "issue:45987|issue:46082", - "issue:44361|issue:44749", + "issue:44995|issue:45588", "issue:45685|issue:46431", + "issue:44361|issue:44749", "issue:44297|issue:44623", "issue:45103|issue:46858", "issue:43701|issue:44749", @@ -14067,217 +14060,217 @@ "issue:43646|issue:44162", "issue:44964|issue:45137", "issue:44871|issue:46132", - "issue:43441|issue:46752", + "issue:46752|issue:47020", "issue:45375|issue:45478" ], - "prepared_review_unit_hash": "bdb6a7352ff8994408d250c1c366401b6171a92f06c9f07307cb2990b15149bf", + "prepared_review_unit_hash": "e6e33559f83d59e08e1df478a38df933fef0034f00ad36d682c1c13aefd90416", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36042, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports; the only strong duplicate-like pair is the Qwen3.5 MoE config-loading regression. No PRs are present.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45375 is the most specific, root-cause-oriented report in the cluster: it names the missing `deepstack_visual_indexes` field and explains the strict-schema drop that likely drives the load failure.", + "summary": "Most items are unrelated Transformers regressions spanning tokenizer loading/saving, multimodal config issues, cache/compile behavior, and training/runtime bugs. Only one soft pair looks like a true duplicate: the Qwen3.5 Moe config/load regression.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report in the cluster: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop, which plausibly explains the broader `from_pretrained` failure in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best representative because it identifies the concrete config bug rather than only the downstream `from_pretrained` symptom.", + "best_issue_reason": "issue:45375 is the strongest representative because it pinpoints the exact config-schema bug rather than only the downstream loading error.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Different bugs: tokenizer cache/offline loading vs Gemma4 multi-GPU CUDA OOM." + "reason": "Tokenizer offline-cache loading failure vs Gemma4 multi-GPU CUDA OOM; completely different bug classes." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Both mention transformers v5, but one is tokenizer loading and the other is an accuracy regression; different failure modes." + "reason": "Tokenizer loading regression vs accuracy regression after a version upgrade; not the same code-path or symptom." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Unrelated subsystems: Windows/ROCm import failure vs RT-DETR forward shape/type error." + "reason": "Windows/ROCm import dependency issue vs RT-DETR forward shape/type error; unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Gemma warning about `tie_word_embeddings`." + "reason": "Qwen3-VL weight-shape mismatch vs a tie-word-embeddings warning in Qwen3.5 LoRA; different problems." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence on `torch.compile` is not the same as Gemma pipeline roundtrip tokenization behavior." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip tokenization issue; not the same defect." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Different SAM3 issues: a dummy Conv2d implementation detail vs a model-type warning on loading." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs a model-type warning in Sam3 tracker loading; related subsystem, but different bugs." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different concerns: config warning about tied embeddings vs stale `num_return_sequences` warning in paged generate." + "reason": "Configuration warning about `tie_word_embeddings` vs stale warning for `num_return_sequences`; unrelated warnings." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa second-pass cache crash is unrelated to Gemma4's missing `mm_token_type_ids` default." + "reason": "GlmMoeDsa stale indexer cache crash vs Gemma4 `mm_token_type_ids` defaulting issue; different model and failure mode." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "Attention registration behavior change is not the same bug as FP8 checkpoint loading without `weight_scale`." + "reason": "AttentionInterface registration behavior change vs FP8 compressed-tensors missing `weight_scale`; unrelated functionality." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection on `/v1/chat/completions` is unrelated to Gemma pipeline roundtrip token handling." + "reason": "API request rejection in `/v1/chat/completions` vs Gemma pipeline roundtrip failure; not the same bug." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip failure described here." + "reason": "Isolated repro of another issue vs Gemma roundtrip failure; no clear same underlying defect." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve cache/compile mechanics, but one is attention-kernel branching and the other is lazy cache init causing recompilation." + "reason": "Attention-kernel divergence under compile vs spurious recompilation from cache lazy init; distinct cache/compile issues." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior is unrelated to a Deepspeed loss host-synchronization concern." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Stale indexer cache crash is a different code path from `flash_attention.py` failing on `s_aux=None`." + "reason": "D-FINE auxiliary-loss issue vs Deepspeed loss host-sync concern; different models and mechanisms." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug and LlamaConfig head-dim validation are separate issues." + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; unrelated." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to a Transformers upgrade performance regression." + "reason": "Second-forward stale cache crash vs flash-attention `s_aux=None` crash; different code paths." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS MoE histogram limitation is unrelated to missing chat-template support in a processor." + "reason": "MPS histogram int support error vs missing chat template error; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrade; not the same bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but tokenizer-class metadata mismatch is not the same as processor file omission." + "reason": "Tokenizer metadata mismatch on save vs processor save missing files; both serialization-related but not the same underlying defect." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotation handling is unrelated to `_prefill` cache-length device-tensor arithmetic." + "reason": "auto_docstring crash from future annotations vs cache seq-length tensor arithmetic issue; unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is a different bug from an upgrade-induced slowdown." + "reason": "Checkpoint resume key mismatch vs throughput regression; different symptoms and code paths." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade is not the same concrete issue as Deepspeed calling optimizer.step twice." + "reason": "Performance regression vs Deepspeed double optimizer-step bug; not the same issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy layer is unrelated to MaskGenerationPipeline dropping partial-batch results." + "reason": "SAM3 dummy layer bug vs MaskGenerationPipeline final-batch result loss; unrelated." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 incorrect outputs are unrelated to AutoProcessor backend-missing error handling." + "reason": "Siglip2 nonsensical outputs vs AutoProcessor backend-missing error; different bugs." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to a Deepspeed double-step bug." + "reason": "Processor save-pretrained file omission vs double optimizer-step under deepspeed; unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model init breakage in v5 and ESM2 being broken are too broad and point to different concrete failures." + "reason": "Broad custom-model-init breakage vs ESM2-specific failure; not enough evidence of the same root cause." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading error vs DeepSpeed ZeRO3 deque IndexError; unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register semantics." + "reason": "Gemma eos_token_id config mismatch vs AttentionInterface registration behavior change; different bugs." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "FlashAttention crash with `s_aux=None` is unrelated to empty-list `apply_chat_template` handling." + "reason": "Empty-list chat-template crash vs XLMRobertaTokenizer Unigram sequence type error; unrelated tokenizer defects." }, { "left": "issue:45375", "right": "issue:45478", "accept": true, - "reason": "Both describe the same Qwen3.5 MoE load regression; 45375 names the concrete missing config field and 45478 reports the resulting `from_pretrained` failure." + "reason": "Both describe the same Qwen3.5 Moe config-loading regression; 45375 gives the concrete missing-field root cause and 45478 is the downstream `from_pretrained` failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, stays conservative, and correctly identifies the only strong duplicate-like pair as issue:45375 / issue:45478. The other soft-edge rejects are generally well supported by the issue titles and do not overstate similarity. No PR pairs are present." + "feedback": "The clustering is conservative and grounded in the packet. The summary avoids overclaiming, and the single accepted soft pair (45375/45478) is supported by the titles as a config-loading regression/root-cause vs downstream failure. The other soft-edge rejections are also appropriately cautious and consistent with the issue titles." }, "evaluator_used": true, "retried": false, @@ -14293,10 +14286,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28282", "issue:30990", @@ -14348,11 +14341,11 @@ "issue:47217" ], "soft_pairs": [ - "issue:45561|issue:47217", "issue:43475|issue:46821", "issue:43475|issue:43643", - "issue:45230|issue:45397", + "issue:45561|issue:47217", "issue:44373|issue:46851", + "issue:45230|issue:45397", "issue:44188|issue:46851", "issue:42994|issue:43482", "issue:43232|issue:43673", @@ -14360,8 +14353,8 @@ "issue:44038|issue:44623", "issue:28282|issue:30990", "issue:41628|issue:44933", - "issue:46877|issue:47000", "issue:46463|issue:46877", + "issue:46877|issue:47000", "issue:39692|issue:46726", "issue:42994|issue:43525", "issue:44869|issue:45356", @@ -14369,9 +14362,9 @@ "issue:42371|issue:45092", "issue:43873|issue:44945", "issue:45137|issue:47000", - "issue:43784|issue:46399", "issue:41628|issue:44351", "issue:36010|issue:41628", + "issue:43784|issue:46399", "issue:44038|issue:45310", "issue:42994|issue:43824", "issue:44945|issue:45753", @@ -14381,233 +14374,236 @@ "issue:44661|issue:47059", "issue:45593|issue:46877" ], - "prepared_review_unit_hash": "d935e47be56c12c050b79faca5b5a98c895220489d4d18f49720dc6bfce6109d", + "prepared_review_unit_hash": "d842d313471846a0633aaf635d7a6e7b35a3ccb0f110b4fb7a1d8ed8d48960f2", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated closed/open issues across imports, generation, tokenizers, vision models, quantization, testing, and docs. None of the soft pairs look like the same underlying defect, so no duplicate merges are justified.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45310 is the clearest concrete regression report among the candidates, but the overall cluster is too mixed for a strong single canonical duplicate.", + "summary": "This cluster is mostly heterogeneous: many issues are unrelated import, generation, quantization, vision, and testing bugs. The only plausible duplicate pocket is the Qwen3.5/MoE config-loading regression around `from_pretrained`, centered on issues 45310 and 45375.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45310 is the broadest user-facing report in the only real duplicate subcluster, making it the best umbrella for the Qwen3.5/MoE `from_pretrained` regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the most actionable and version-specific issue in the set; the rest are either broader, older, or clearly on different code paths.", + "best_issue_reason": "Issue 45310 is the most representative triage anchor because it captures the general failure mode without narrowing to one specific missing config field.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45561", - "right": "issue:47217", - "accept": false, - "reason": "Different failures: xdist test file race vs VL image-placeholder handling." - }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Both are AttributeError reports, but on different models and unrelated attributes." + "reason": "Different models and different missing attributes; same symptom class but not the same bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 vision encoder attr bug vs AutoConfig missing fields; different code paths." + "reason": "One is a SAM 3 vision output attribute bug; the other is remote-code config field loss during `AutoConfig` loading." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; not the same defect." + "reason": "Testing race on a captured file vs VL image-placeholder handling; unrelated code paths." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Docstring issue vs actual variable-length position_ids bug." + "reason": "Docstring issue vs actual Qwen3.5 variable-length input bug; not the same underlying change." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 loading failure; too little evidence of sameness." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Torch.compile attention-kernel branching is unrelated to Qwen3.5 position_ids handling." + "reason": "torch.compile attention-kernel divergence is a different failure mode than Qwen3.5 position-id handling." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized saving failure vs GGUF loading failure; different operations and failure points." + "reason": "Quantized model saving vs GGUF loading; both involve quantization but different operations and failure paths." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwarg update after sync_gpus vs chunked_prefill cache absence; not the same bug." + "reason": "Both are generation-related, but one is `_update_model_kwargs_for_generation` after sync_gpus and the other is chunked_prefill cache handling; not the same bug." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5/MoE, but one is a from_pretrained error and the other is a missing config field; insufficient evidence of one root cause." + "accept": true, + "reason": "Both describe the same Qwen3.5/MoE `from_pretrained` loading regression; 45375 pinpoints the missing config field that explains 45310's broader error." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe compatibility issue vs processor.save_pretrained missing files; different functionality." + "reason": "Qwen3-VL-Moe load bug vs processor save_pretrained missing files; different subsystems and different failure points." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; unrelated symptoms." + "reason": "AutoModel import error from missing PyTorch vs Sentence Transformers hanging on load; unrelated symptoms." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different missing imports from different modules; no shared concrete code-path." + "reason": "Two different missing imports (`AutoImageProcessor` vs image_utils symbol); both import-related but not the same symbol or path." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Import-time docstring lint output vs RTDetrLoss runtime crash; unrelated." + "reason": "T5 decoder-input validation message bug vs auto_docstring stdout pollution; unrelated." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "T5 decoder-input validation message bug vs docstring logging issue." + "reason": "Doc-lint output at import time vs RTDetr loss infeasible-cost-matrix crash; no shared code path." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example errors vs AutoProcessor backend-missing import behavior." + "reason": "SigLIP2 docs/model mismatch and quantization failure vs AutoProcessor backend-missing error; different issues." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id attribute." + "reason": "Quantized model saving failure vs Llama4 config missing `pad_token_id`; distinct model and bug type." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi tokenizer regression; different tokenization paths." + "reason": "Whisper timestamp decoding crash vs tokenizer regression in Kimi-K2.5; unrelated tokenizer/decoder paths." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading problem vs continue_final_message logic for mistral_common tokenizers." + "reason": "Tokenizer loading in v5 vs `continue_final_message` behavior for mistral_common tokenizers; not the same concrete bug." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings API change vs InternVL2 meta-initialization incompatibility; unrelated." + "reason": "TF32 API-settings change request vs InternVL2 meta-init incompatibility; different concerns." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior vs pipeline-parallelism output correctness; different subsystems." + "reason": "Quantization offloading behavior vs incorrect output under pipeline parallelism; different runtime problems." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs RTDetrLoss cost-matrix infeasibility." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Import-time NameError in sentence-transformers vs Qwen3.5 kernel registration failure." + "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetr assignment infeasibility; unrelated failures." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "AutoImageProcessor import issue vs HybridCache import issue; both are imports, but not the same missing symbol or fix." + "reason": "Both are missing-import reports, but for different exported symbols and likely different release breakages." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import breakage vs AutoImageProcessor import breakage; different APIs and fixes." + "reason": "AutoModel/PyTorch import error vs missing `AutoImageProcessor`; similar theme, different API and cause." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers `nn` import failure vs Qwen3.5 kernel registration error; different modules." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen/MoE area, but different model variants and different failure descriptions; too weak for duplication." + "reason": "Both mention Qwen MoE and loading, but they target different model families/checkpoints and don't clearly share one concrete bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure vs missing Qwen2.5-VL class import." + "reason": "Quantized saving failure vs missing Qwen2_5_VL class import; unrelated." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output bug vs Qwen3.5 infinite loop on a specific image." + "reason": "Pipeline parallelism output bug vs Qwen3.5 infinite-loop on a specific image; different symptom and code path." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "Test worker file race vs CLI completion attribute error from huggingface_hub." + "reason": "Pytest-xdist capture-file race vs CLI completion attribute error from huggingface_hub; unrelated." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash vs import-time docstring diagnostics." + "reason": "Float16 AMP crash in LwDetr loss vs import-time docstring diagnostics; no overlap." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on MoE models vs Qwen3.5 from_pretrained load error; opposite directions and different triggers." + "reason": "FP8 save_pretrained for MoE is a save-path issue, while 45310 is a from_pretrained/load-path failure." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer-mapping model addition failure vs CLI/huggingface_hub compatibility error." + "reason": "Model registration logic in `TOKENIZER_MAPPING_NAMES` vs CLI completion regression; different subsystems." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss bug vs import-time auto_docstring logging." + "reason": "D-FINE auxiliary loss issue vs import-time docstring logging; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous, and the single accepted pair (45310/45375) is plausibly the same Qwen3.5/MoE `from_pretrained` regression. The rejected soft pairs also look 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 }, @@ -14619,10 +14615,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:30333", "issue:30990", @@ -14688,14 +14684,14 @@ "issue:30333|issue:33290", "issue:30990|issue:35141", "issue:42898|issue:44568", - "issue:43479|issue:46829", "issue:42175|issue:45712", + "issue:43479|issue:46829", "issue:44568|issue:47085", "issue:44623|issue:45310", "issue:44186|issue:47085", "issue:42673|issue:46693", - "issue:46077|issue:46123", "issue:45600|issue:47059", + "issue:46077|issue:46123", "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:43479|issue:44869", @@ -14704,214 +14700,214 @@ "issue:43784|issue:43824", "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "f81606fb3b37f08c2dfe91f9e1754348fb7540556b50903ea8d5090422c2dc03", + "prepared_review_unit_hash": "55308247c110bc7c12bf0babb41e43ed722984a2d98da43116192166903f6bbc", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36600, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36609, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs look like loosely related v5/tokenizer/docs/runtime regressions rather than true duplicates. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact same-bug duplicate in issue:43704 and describes a concrete, reproducible VRAM leak in the same code path.", + "summary": "The cluster is mostly heterogeneous: most pairs are only loosely similar on keywords (tokenizers, FP8, Gemma, docs, v5 regressions) but describe different bugs. The only clear duplicate is the two Qwen3ForCausalLM VRAM-leak reports with the same title and underlying multi-worker/thread issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is an exact duplicate of issue:43704 and has the fuller discussion for the same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread use.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative in this set: specific bug, clear reproduction impact, and the only pair that appears to be an actual duplicate.", + "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate pair in this set; it captures the same concrete bug as issue:43704 and is earlier/more established.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different subsystems and failures: Mistral regex patch crash vs auto-docstring annotation introspection crash." + "reason": "Both are AttributeError crashes, but in different subsystems and code paths (Mistral regex patching vs auto_docstring annotation parsing)." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a pipeline roundtrip/tokenization issue." + "reason": "Both involve Gemma4/Gemma, but one is a processor _tokenizer attribute crash in serve and the other is a token roundtrip/example issue; not the same bug." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma pipelines, but the concrete failures differ: roundtrip token handling vs image-text-to-text generation output plumbing." + "reason": "Both mention Gemma pipeline failures, but one is a tokenizer roundtrip problem and the other is an image-text-to-text generation output issue." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Unrelated generation-path issues; one is sync_gpus bookkeeping, the other is a Janus image generation test failure." + "reason": "Different generation problems in different models; one is a sync_gpus kwargs update issue, the other is a janus image generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE." + "reason": "Both mention FP8, but one is an accuracy regression with FineGrainedFP8 and the other is save_pretrained behavior for moe models." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Same exact title and same underlying Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "No shared underlying bug; missing TensorFlow backend in extras is unrelated to a nonexistent image_utils import." + "reason": "Unrelated issues: missing TensorFlow backend from a pip extra vs a nonexistent image_utils import." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Unrelated release/versioning issue vs auto_docstring logging behavior." + "reason": "Different problems: a version pin bump to unreleased PEFT vs auto_docstring printing lint diagnostics at import time." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Different generation-time problems; recurrent-state reset bug is not the same as host synchronization in loss computation." + "reason": "Both are performance/runtime concerns, but one is recurrent state reset in modular_qwen3_5 and the other is host synchronization in deepspeed loss computation." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated config loading error vs pytest-xdist race in testing utilities." + "reason": "Different failure modes and areas: model config loading vs a pytest-xdist file race in testing utilities." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "General Python compatibility problem is unrelated to an image_utils import regression." + "reason": "Python version compatibility for transformers 5.1.0 is unrelated to an image_utils import problem." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Different failures: MLFlow reporting on failed jobs vs deepspeed OOM with Adafactor." + "reason": "Training-job MLflow reporting vs DeepSpeed/Adafactor OOM are different bugs." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang in sentence-transformers is unrelated to token-embedding reinitialization." + "reason": "Loading hang in sentence-transformers is unrelated to token embedding resizing reinitializing output embeddings." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same bug." + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens not adding BOS/EOS tokens." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Different model families and failure modes: multimodal config defaults vs output dataclass field mismatch." + "reason": "Unrelated packaging/backend issue vs leftover dummy classes in dummy_pt_objects." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Both are packaging/import-adjacent, but one is backend extras and the other is dummy object cleanup." + "reason": "Different model/config bugs: Phi4MultimodalConfig default initialization vs VideoPrism output field wiring." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token regression is not the same as thread-safety regressions in fast tokenizers." + "reason": "Tokenizer special-token regression is unrelated to fast tokenizer thread-safety." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failing on transformers>=5.4.0." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/padding is a specific tokenizer bug, not a general thread-safety regression." + "reason": "LayoutLMv2Tokenizer NER/padding crash is a different bug from tokenizer thread-safety regressions." }, { "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." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to FA2 long-context generation performance regression." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Different pipeline/model behaviors: attention-mask construction vs final partial-batch bookkeeping." + "reason": "auto_mappings.py stale config references and a huggingface_hub CLI compatibility failure are different issues." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "CI breakage from removed auto_mappings config is unrelated to the huggingface_hub CLI compatibility failure." + "reason": "Gemma4 attention mask construction and MaskGenerationPipeline final-batch handling are different code paths." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." + "reason": "Both are tokenizer regressions, but one affects cleanup spacing and the other silent Granite token ID mapping." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizers in v5, but they describe different concrete failures and code paths." + "reason": "Tokenizer loading failure in v5 and missing BOS/EOS insertion are related only by domain, not the same concrete bug." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "No common underlying bug; multimodal config initialization is unrelated to Whisper timestamp decoding." + "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Both are documentation-related, but one is a syntax error in a notebook and the other is a parameter-name mismatch." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same underlying issue." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but they are different examples with different model/runtime errors." + "reason": "Both are broken docs examples, but they are different examples with different failures and fixes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import failures, but for different packages and causes; no shared code-path bug." + "reason": "Import-time NameError in sentence-transformers is unrelated to missing Qwen2_5_VLForConditionalGeneration import." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but on different models and different observable outputs." + "reason": "Both are tokenizer regressions, but the affected behaviors and models differ (cleanup spacing vs DeepSeek tokenization correctness)." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-looking pair is the identical Qwen3ForCausalLM VRAM leak report (42673/43704), and the rest of the soft-pair rejections are consistent with the titles and issue descriptions. No evidence is overstated." + "feedback": "The analyst summary is well grounded in the packet: issue:42673 and issue:43704 have the same title and clearly describe the same Qwen3ForCausalLM VRAM-leak bug, with 42673 earlier and more discussed. The remaining soft-edge rejections are conservative and match the issue titles/descriptions; no unsupported duplicate claims stand out." }, "evaluator_used": true, "retried": false, @@ -14927,17 +14923,17 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:22355", "issue:27957", "issue:28282", "issue:30333", "issue:34689", - "issue:35141", + "issue:36331", "issue:41628", "issue:42222", "issue:42673", @@ -14972,7 +14968,6 @@ "issue:45200", "issue:45245", "issue:45310", - "issue:45356", "issue:45405", "issue:45656", "issue:45712", @@ -14983,17 +14978,17 @@ ], "soft_pairs": [ "issue:27957|issue:30333", - "issue:43479|issue:44079", "issue:42673|issue:47085", + "issue:43479|issue:44079", "issue:44843|issue:47085", "issue:30333|issue:34689", "issue:43874|issue:45092", "issue:42898|issue:43295", "issue:44295|issue:45656", - "issue:42898|issue:45356", "issue:42222|issue:45200", "issue:44734|issue:45103", - "issue:30333|issue:35141", + "issue:42898|issue:44448", + "issue:30333|issue:36331", "issue:22355|issue:28282", "issue:44222|issue:44297", "issue:44075|issue:46231", @@ -15004,223 +14999,223 @@ "issue:44933|issue:45712", "issue:44222|issue:44623", "issue:44448|issue:46132", - "issue:44060|issue:45125", "issue:42796|issue:43723", + "issue:44060|issue:45125", "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:44373|issue:44485", - "issue:44360|issue:46762", "issue:44297|issue:45310", - "issue:41628|issue:42757" + "issue:41628|issue:42757", + "issue:44360|issue:46762" ], - "prepared_review_unit_hash": "dcbd132bec508e494268da78326fa72595b3c477024785ad443a5563d09bf7af", + "prepared_review_unit_hash": "fbb851d8c80eb6ebd58749aa852f789bb2c83a3d5263d855f7db58ddedfa8460", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36586, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "serialized_chars": 35933, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad Transformers themes, but the underlying bugs are different (imports, tokenizers, training, multimodal configs, optimizer behavior, etc.). I would not merge any of the suggested pairs.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44843 is the clearest self-contained bug report: it names the exact failing path (`AutoTokenizer.from_pretrained` in `_patch_mistral_regex`), the trigger (offline mode), and the regression behavior, making it the best representative issue in this set.", + "summary": "This cluster is mostly heterogeneous; the soft pairs share at best broad topical similarity, not the same underlying bug or change. I would not merge any of the proposed pairs as duplicates. The only noticeable subtheme is tokenizer/loading regressions, but even those are distinct code paths and fixes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:47085 is the strongest anchor in the cluster: it is a concrete, user-facing tokenizer regression with broad impact and the clearest actionable code path. Among the weakly related tokenizer issues, it is the best dedupe target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 has the strongest combination of specificity, reproducibility, and actionable root-cause framing among the issues listed.", + "best_issue_reason": "issue:47085 is the most representative and operationally useful issue in the cluster, with the clearest failure mode and the best chance of serving as the central tracker for nearby tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Different problems: XLMRoberta/Flash Attention 2 compatibility vs MLflow not reporting failed training jobs." + "reason": "Flash Attention on XLM-R vs MLflow reporting after failed training; unrelated bugs." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "One is a multimodal config default-initialization bug; the other is a `ModelOutput` key assignment issue. Different code paths." + "reason": "VRAM leak in Qwen3ForCausalLM multithreaded dataloading vs tokenizer thread-safety regression; different components and fixes." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both involve threads, but one is a VRAM leak in dataloader threads and the other is tokenizer thread-safety regression. Not the same bug." + "reason": "Multimodal config defaulting vs ModelOutput key assignment; unrelated internals." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "`AutoTokenizer.from_pretrained` offline-mode failure is unrelated to fast tokenizer thread-safety." + "reason": "Offline model_info call in AutoTokenizer vs fast tokenizer thread-safety; different code paths and remedies." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Failed-training MLflow reporting is unrelated to Llama 3.2 vision model loading regressions." + "reason": "MLflow reporting failure vs Llama 3.2 model-loading regression; unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "GLM46V image patch counting bug and InternVL2 meta-init incompatibility are different multimodal loading issues." + "reason": "Missing image patch count vs remote-code meta-init incompatibility; different multimodal failures." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "`clean_up_tokenization_spaces` behavior change and processor.tokenizer/image-passing regression are different API regressions." + "reason": "Tokenization cleanup behavior change vs processor.tokenizer/image-passing regression; both version-related but not the same bug." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Registering `position_ids` as a buffer causing read errors is unrelated to optimizer step being called twice with deepspeed." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/regex regression are distinct tokenizer issues." + "reason": "Position_ids buffer read error vs deepspeed double optimizer-step behavior; unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose breakage and Gemma 4 `mm_token_type_ids` defaulting are different model-specific bugs." + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model-specific bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to auto-docstring crashes with postponed annotations." + "reason": "KV-cache serving crash vs auto_docstring annotations crash; unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "clean_up_tokenization_spaces regression vs Pegasus v4/v5 output difference; same broad area, different mechanism." }, { "left": "issue:30333", - "right": "issue:35141", + "right": "issue:36331", "accept": false, - "reason": "MLflow failed-run reporting and token-embedding resize/reinit are unrelated training vs model-initialization bugs." + "reason": "MLflow failure reporting vs custom trainer compute_loss signature error; unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "`transformers.onnx` import failure is unrelated to `AutoModel` requiring PyTorch being absent." + "reason": "Missing transformers.onnx module vs missing PyTorch dependency import error; both imports, but different failures." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 `save_pretrained`/MoE serialization is unrelated to tokenizer class mismatch in `tokenizer_config.json`." + "reason": "FP8 save_pretrained moe vs tokenizer_class metadata mismatch; different save/load bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD optimizer arguments not being used is not the same as a documentation parameter-name typo for `set_training()`." + "reason": "Optimizer args ignored vs docstring parameter-name typo; unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification example returning empty results and local dataset loading failure are different example-script bugs." + "reason": "Empty multi-label classification example vs local dataset loading in image classification example; different scripts and symptoms." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version bump and leftover dummy classes failing repo checks are unrelated housekeeping issues." + "reason": "PEFT version bump vs leftover dummy classes cleanup; unrelated maintenance issues." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config serialization mismatch is unrelated to deepspeed optimizer step duplication." + "reason": "Tokenizer save metadata mismatch vs deepspeed optimizer-step issue; unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy degradation and missing files in `processor.save_pretrained()` are different defects." + "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; different bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing `image_utils` import and dummy PT objects leakage are unrelated import/export cleanup issues." + "reason": "Missing image_utils import vs leftover dummy PT classes; both cleanup-ish, but not the same defect." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save behavior and processor save_pretrained missing files do not describe the same failing path." + "reason": "FP8 moe save_pretrained vs processor.save_pretrained missing files; both involve saving, but different code paths." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output differences and `AttentionInterface.register` behavior change are unrelated behavioral regressions." + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different model/runtime behavior." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Wrong tied-weights warning in Qwen3-Next is different from missing `_tp_plan` in Qwen3_5Moe for tensor parallelism." + "reason": "BPE-marker handling vs AutoTokenizer.from_pretrained loading issue; tokenizer-related, but distinct concrete bugs." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and `AutoTokenizer.from_pretrained` loading failure are different tokenizer bugs." + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different Qwen3.5 MoE internals." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig default config initialization is unrelated to non-persistent buffers being filled with junk." + "reason": "Config default initialization vs non-persistent buffers filled with junk; unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limit error and attention interface registration behavior change are unrelated." + "reason": "Category-limit runtime error vs attention registration behavior change; unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring correction for `position_ids` is not the same as GLM-5 RoPE implementation issues." - }, - { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "A discussion about a DSA indexer lacking ReLU is unrelated to Minimax MSA attention numerical differences." + "reason": "Docstring typo vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class mismatch on save and Qwen3.5 MoE `from_pretrained` errors are different problems." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "`AutoImageProcessor` import failure and `is_offline_mode` import failure come from different missing symbols and likely different package-version issues." + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; both import errors, but different symbols and packages." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer lacking ReLU vs Minimax attention numerical differences; unrelated." } ] }, @@ -15242,7 +15237,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:22355", "issue:27957", @@ -15304,40 +15299,40 @@ "issue:44263|issue:44373", "issue:44295|issue:44623", "issue:43232|issue:46424", - "issue:43232|issue:45834", "issue:46209|issue:46431", - "issue:30990|issue:38175", + "issue:43232|issue:45834", "issue:44190|issue:46082", - "issue:44263|issue:44360", + "issue:30990|issue:38175", "issue:43475|issue:46305", "issue:46305|issue:46655", + "issue:44263|issue:44360", "issue:42831|issue:45310", "issue:46369|issue:46909", "issue:22355|issue:27957", "issue:42907|issue:46050", - "issue:43986|issue:46726", "issue:44279|issue:46328", + "issue:43986|issue:46726", "issue:45092|issue:45357", "issue:42831|issue:44038", "issue:44261|issue:45092", + "issue:41628|issue:43824", "issue:44829|issue:46002", - "issue:44964|issue:47059", - "issue:41628|issue:43824" + "issue:44964|issue:47059" ], - "prepared_review_unit_hash": "d1ac60c9ec98712996d3d90061023d58bd29ff0673cd76d9c48cf7d079fa30aa", + "prepared_review_unit_hash": "54542200fde7d17836959b348b7ff2b3022cac1ef69523a79665bac3695944e3", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36052, + "serialized_chars": 36051, "estimated_input_tokens": 9013, "estimated_eval_tokens": 18282 }, @@ -15346,120 +15341,120 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues across loading, generation, quantization, tokenizer, and model-specific bugs. The soft pairs show superficial topical overlap but not the same concrete defect or change, so none should be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45092 is the clearest, most self-contained bug report in the set and the best representative anchor, though the overall collection is heterogeneous rather than a tight duplicate cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with superficial title similarity; I don\u2019t see any true duplicate pairs, and there are no PRs to evaluate.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45092 is the broadest user-facing regression in the set (Transformers v5 compatibility / meta initialization), but the cluster is too heterogeneous for a strong canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45092 is the strongest standalone issue to keep as the representative bug report because it names a specific v5 meta-initialization incompatibility with a concrete affected class of checkpoints.", + "best_issue_reason": "issue:45092 is the most representative high-level compatibility report among these issues; it is broader than the model-specific loading/saving bugs around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both mention config-related failures, but one is a broad type-checking regression and the other is a specific LlamaConfig validation edge case; different bugs." + "reason": "Different problems: type-checking regression in PretrainedConfig vs LlamaConfig validation of head_dim." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained for MoE is unrelated to the max_shard_size default question; same model-saving area, different issue." + "reason": "Both mention save_pretrained, but one is about FP8/moe serialization and the other about shard-size behavior." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen flash-attention generation are different subsystems and failure modes." + "reason": "Tokenizer loading in v5 is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy preset loading and a CLI test breaking with a hub API change are unrelated." + "reason": "Legacy BEiT preset loading is unrelated to the CLI completion error from huggingface_hub." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization behavior across versions is unrelated to FP8 inference failure on B200 hardware." + "reason": "Tokenization-version drift is unrelated to FP8 inference failure on B200." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "A stale phonemizer language bug is unrelated to Gemma4 quantized dtype casting." + "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting in quantized embedders." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split return-value question in a DSA indexer is not the same as remote-code checkpoint incompatibility during meta init." + "reason": "Different code paths: torch.split return handling in a MoE indexer vs remote-code checkpoint meta initialization." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is an implementation bug, the other is a docstring error for position_ids." + "reason": "Indexer split outputs and a docstring issue for position_ids are not the same bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a buffered position_ids tensor and missing processor save_pretrained files are different save/load problems." + "reason": "Registering position_ids as a buffer is unrelated to processor.save_pretrained missing files." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache max length handling are unrelated code paths." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "A generation-kwarg ordering bug is unrelated to a Kosmos2.5 OCR index error." + "reason": "Generation kwargs sync behavior is unrelated to cache max_cache_length handling." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template in a processor are different errors." + "reason": "FP8 inference on B200 and missing chat-template support are unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Sentence Transformers loading hangs and zero probabilities in a SigLIP2 model are not the same defect." + "reason": "Generation kwargs bug is unrelated to MoonshineStreaming's sliding-window off-by-one." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in the training example is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "torch.split return semantics and a missing ReLU in an indexer are different model internals." + "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are different symptoms and code paths." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "A missing attribute on a SAM3 output object is unrelated to an off-by-one streaming mask bug." + "reason": "Missing SAM3 output attribute is unrelated to MoonshineStreaming window masking." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but one is a window off-by-one and the other is padding calculation; different bugs." + "reason": "Both are video/streaming-related, but one is an off-by-one in masking and the other is padding calculation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Missing ReLU in DSA indexer is not the same as torch.split return handling." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "An FP8 accuracy regression and a Qwen3.5 from_pretrained error are separate issues." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 from_pretrained errors are different FP8/loader problems." }, { "left": "issue:46369", @@ -15471,61 +15466,61 @@ "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and sinq quantization round-trip breakage are different serialization bugs." + "reason": "Both involve save/load quantized models, but one is dequantized Ministrals/Devstrals saving and the other is sinq round-tripping." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Both are AutoProcessor-related, but one is a missing torchvision crash and the other is an unrecognized image processor message when a backend is absent; different failure modes." + "reason": "Generic dependency complaints are unrelated to SequenceFeatureExtractor.pad conversion inefficiency." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance inefficiency are unrelated." + "reason": "Both involve AutoProcessor and missing vision dependencies, but one is a video-model crash and the other is an image-processor backend error." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-initialization incompatibility for old checkpoints is unrelated to incorrect visual encoder keys during save_pretrained." + "reason": "Checkpoint meta-initialization incompatibility is different from save_pretrained writing wrong visual-encoder keys." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "These are both model-specific bugs, but one is FP8 accuracy and the other is Qwen3-VL-Moe loading behavior; not the same problem." + "reason": "General FP8 accuracy regression is not the same as a Qwen3-VL-Moe loader bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "A missing rms_norm_eps causing precision drift is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "Layernorm epsilon precision mismatch is unrelated to remote-code checkpoint meta initialization." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2.5-VL model import failure are different missing-symbol issues." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 and NaNs in classification heads after checkout/init are different numerical issues." + "reason": "Flash-attention-3 training degeneration is unrelated to NaNs after checkout plus init." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading and a cli test failing against huggingface_hub 1.22.0 are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export/package regression paths." + "reason": "Phi-4 multimodal load failure is unrelated to the CLI completion attribute regression." } ] }, @@ -15547,7 +15542,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:22355", "issue:27957", @@ -15600,14 +15595,14 @@ ], "soft_pairs": [ "issue:45381|issue:46305", - "issue:39379|issue:46172", "issue:44483|issue:45406", "issue:42831|issue:45753", "issue:43408|issue:46402", "issue:22355|issue:28218", + "issue:39379|issue:46172", "issue:43644|issue:46305", - "issue:44327|issue:47059", "issue:44188|issue:44373", + "issue:44327|issue:47059", "issue:43986|issue:47217", "issue:39401|issue:44568", "issue:42757|issue:45278", @@ -15628,202 +15623,202 @@ "issue:43976|issue:44945", "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "3fb829897c1a94a35ad0050d68966608a9a6288dd63a8c74cda54a10ad7cd8f8", + "prepared_review_unit_hash": "86d4e0c94545902a55e0c95ad34e57b9660bbab7da266c14c460213790c67049", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35512, - "estimated_input_tokens": 8878, - "estimated_eval_tokens": 18012 + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model bugs, API regressions, tokenizer issues, and docs/CLI problems. I would not merge any of the soft edges. If forced to choose an anchor, issue 42886 is the most coherent tokenizer/loading regression in the set, but it does not truly represent the whole cluster.", - "confidence": 0.37, - "canonical_issue_reason": "issue:42886 is the best anchor among a mostly unrelated set because it is a concrete, user-facing tokenizer/loading regression and has the strongest local cohesion with the other tokenizer-related nearby issues.", + "summary": "These are mostly unrelated issue reports. The soft-similarity pairs are superficial and usually just share a broad subsystem or version-regression theme, not the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a credible canonical: the set spans unrelated bugs across tokenization, multimodal loading, CLI, quantization, generation, and packaging/import regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the most suitable global issue anchor: specific bug report, clear repro class, and the closest thing to a recurring theme in this cluster (tokenizer/load behavior).", + "best_issue_reason": "No item cleanly subsumes the cluster; 45278 is the broadest version-regression report, but it still does not represent the heterogeneous set well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different models and failure modes: Qwen2.5-VL vision position ids vs MoonshineStreaming sliding-window masking." - }, - { - "left": "issue:39379", - "right": "issue:46172", - "accept": false, - "reason": "Unrelated code paths: mllama mask handling vs deepseek-v4 transpose logic." + "reason": "Both are vision/video-positioning bugs, but they affect different models and different code paths (vision_position_ids vs sliding_window_mask_function)." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "One is an API acceptance regression, the other is a Gemma4Processor attribute crash." + "reason": "A chat-completions API crash and a Gemma4Processor attribute error are unrelated failure modes." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different bugs: FP8 accuracy degradation vs a Qwen3_5 image-driven infinite loop." + "reason": "FineGrainedFP8 accuracy drift is unrelated to a Qwen3_5 image infinite-loop bug." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both are sam3-related, but one is a model-type warning and the other is missing text encoder weights; not the same bug." + "reason": "Same SAM3 family, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Completely different areas: missing onnx module import vs tokenizer spacing after added tokens." + "reason": "Missing transformers.onnx and tokenizer spacing after added tokens are unrelated." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "Generic v5 buffer initialization bug vs a MoonshineStreaming off-by-one mask issue." + "reason": "mllama mask handling and a deepseek-v4 transpose bug are different model-specific code paths." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "QA span decoding crash and CLI completion import failure are unrelated." + "reason": "Non-persistent buffer initialization junk and a streaming mask off-by-one are not the same defect." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence is unrelated to a docstring bug." + "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top_k bounds crash and a CLI completion attribute error are unrelated." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "AutoProcessor missing torchvision and image-placeholder handling are different failure modes." + "reason": "Missing torchvision for AutoProcessor is a dependency issue; image-placeholder handling is a separate VL input bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different behaviors and models: offsets vs special-token insertion." + "reason": "Both concern tokenization behavior, but one is offset_mapping correctness and the other is add_special_tokens/BOS-EOS insertion." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Shared import-error theme is too broad; these are different dependency/version breakages." + "reason": "Both are import/regression reports, but one is a specific missing symbol from huggingface_hub and the other is broad post-upgrade import breakage." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and quantized-model saving are separate code paths." + "reason": "Offline tokenizer cache loading and quantized-model saving are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both touch tokenizer loading/serialization, but one is offline cache access and the other is decoder-type metadata; not the same concrete bug." + "reason": "Offline cache resolution and wrong tokenizer decoder type are different issues." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "FlashAttention2 on XLMRoberta and Sentence Transformers loading hang are unrelated." + "reason": "Flash Attention 2 on XLMRoberta and Sentence-Transformers loading hangs are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization regressions, but they describe different symptoms and model-specific issues." + "reason": "Tokenizer BPE-marker handling and version-to-version tokenization changes are not the same concrete bug." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Different sam3 problems: model-type warning vs memory overflow." + "reason": "Both involve SAM3, but a model-type warning and a memory overflow are distinct problems." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE denoising losses." + "reason": "Generation kwarg handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen video position ids and a broken DIA docs example are unrelated." + "reason": "Qwen2.5-VL video position IDs and a DIA doc example are not the same bug." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and docs example breakage are unrelated." + "reason": "Qwen3OmniMoe video ValueError and a broken documentation example do not match." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Non-persistent buffer junk and NaNs in classification heads are different initialization issues." + "reason": "Custom model initialization breakage and NaNs in classification heads are different symptoms and likely different causes." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is a runtime buffer read error; the other is tokenizer_config metadata mismatch." + "reason": "A buffer-registration read error and tokenizer.save_pretrained class metadata mismatch are unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and pipeline-parallel output error are unrelated." + "reason": "Quantized model saving failure and incorrect pipeline-parallel output are different code paths." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and sentence-transformers import NameError are different v5 regressions." + "reason": "The transformers env command and a sentence-transformers import NameError are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different symptoms and subsystems: loading hang vs MacOS bus error on a CLIP model." + "reason": "Loading hang in Sentence-Transformers and a MacOS bus error in CLIP are not the same bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different model-loading/saving problems with no shared concrete code path." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are separate issues." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility issue and pipeline-parallel output corruption are unrelated." + "reason": "Python version compatibility and pipeline-parallel generation correctness are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API warning and torch.split return-value issue are unrelated." + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." } ] }, @@ -15842,10 +15837,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:22355", "issue:29127", @@ -15898,8 +15893,8 @@ ], "soft_pairs": [ "issue:41628|issue:45278", - "issue:43756|issue:44060", "issue:43784|issue:45600", + "issue:43756|issue:44060", "issue:42907|issue:43937", "issue:44117|issue:44704", "issue:43329|issue:47059", @@ -15907,235 +15902,235 @@ "issue:44625|issue:44829", "issue:39401|issue:44521", "issue:44360|issue:44485", - "issue:46172|issue:46762", "issue:44704|issue:45290", + "issue:46172|issue:46762", "issue:44038|issue:44297", "issue:43122|issue:46326", "issue:43122|issue:44521", - "issue:44038|issue:44295", "issue:43408|issue:43475", - "issue:22355|issue:29159", + "issue:44038|issue:44295", "issue:42907|issue:43452", + "issue:22355|issue:29159", "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:43122|issue:44779", - "issue:39401|issue:46614", "issue:43116|issue:45200", + "issue:39401|issue:46614", "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:22355|issue:29127", "issue:43278|issue:44945", "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "893f0c7bb24152efae676390b1a40475c5eb2a4404c31de3e40503d150a6e7d6", + "prepared_review_unit_hash": "b4539c1734dc6f8fe6aafcce2988843898330e31e9402b6dd2d38c51e9548f54", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36555, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "serialized_chars": 36551, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: it mixes unrelated import failures, tokenizer regressions, model-specific config bugs, multimodal/chat-template issues, packaging regressions, and parallelism/training problems. None of the soft edges look like the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying defect.", + "summary": "The set is mostly a collection of unrelated Transformers issues spanning imports, tokenizers, multimodal chat templates, model-specific regressions, and save/load edge cases. None of the suggested soft pairs look like the same concrete bug or fix path, so they should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45278 is the broadest and most umbrella-like report in the set, centered on widespread import regressions after a version upgrade, making it the closest thing to a canonical issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, issue 43122 is the broadest tokenizer-regression report, but it still does not anchor the rest of the set well.", + "best_issue_reason": "Issue 44521 is the strongest standalone report here: it is open, has multiple references, and describes a specific, reproducible multimodal assistant-mask bug with clear impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but they concern different symbols and different failure modes after upgrades." + "reason": "Both mention import failures, but one is a specific missing symbol and the other is a broad upgrade-wide import regression; not the same bug path." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Different Qwen3-family bugs: RoPE layer dropping vs tied-weights warning; not the same code-path issue." + "reason": "Different failures in different packages/components: sentence-transformers import NameError vs a CI break from removed SAM config references." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Unrelated import-time failure in sentence-transformers vs broken auto_mappings reference to removed Sam3LiteText configs." + "reason": "Both are model-family-specific regression reports, but they concern unrelated internals: RoPE layer selection vs tied-weights warnings." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different problems: dequantized save failure vs invalid GenerationConfig on GLM-5." + "reason": "Separate model-specific save/load issues; dequantized save failure is not the same as GenerationConfig validation for GLM-5." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer-mapping None handling and AutoProcessor kwargs passing are separate API plumbing bugs." + "reason": "One is TOKENIZER_MAPPING_NAMES returning None, the other is AutoProcessor failing to pass kwargs to cached_file; different code paths." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Multimodal token counting bug vs CLI/huggingface_hub compatibility regression; unrelated subsystems." + "reason": "Unrelated subsystems: multimodal token counting in video processors vs CLI test failure from a huggingface_hub API change." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug and a model-loading failure for cjvt/sleng-bert are unrelated." + "reason": "Qwen3 tokenizer offset mapping bug and a model-loading issue for cjvt/sleng-bert are not the same underlying problem." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different issues: num_labels propagation in Qwen3.5 vs degenerate training with flash_attention_3." + "reason": "Different model behaviors: config propagation for Qwen3.5 labels vs degenerate training under flash_attention_3." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping bug vs apply_chat_template assistant_masks bug; not the same defect." + "reason": "Both are tokenizer-related, but offset_mapping and assistant_mask generation are distinct behaviors and code paths." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "Completely unrelated: DSA indexer discussion versus GLM-5 RoPE implementation." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are numerical/attention-related, but they affect different models and different implementations." + "reason": "AutoProcessor cached_file kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "AutoProcessor cached_file kwargs handling is separate from chat-template crashes on tool-call assistant messages." + "reason": "Both mention numerical behavior, but they are different models and different attention implementations; not one fixable bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe import/behavior issue vs tokenizer.save_pretrained metadata mismatch; unrelated." + "reason": "A Qwen3-VL-Moe import/regression issue and a tokenizer save_pretrained metadata mismatch are separate problems." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but one is a version-wide tokenization regression and the other is mistral_common continue_final_message behavior." + "reason": "Both are tokenizer regressions, but one is a version-wide tokenization change and the other is a continue_final_message bug for mistral_common tokenizers." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression and multimodal assistant_mask generation are different code paths and symptoms." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no concrete overlap." + "reason": "Version-to-version tokenization differences do not match a multimodal chat_template assistant_mask bug." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM 3 area, but one is a model-type warning and the other is a missing attribute in the video encoder output." + "reason": "Same product family, but the symptoms differ: model-type warning vs missing output attribute." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "Different bugs entirely: Qwen3-VL-Moe import behavior versus position_ids buffer access." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save bug and gguf_file from_pretrained breakage are separate loading/saving issues." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No real overlap: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad model family, but one is a loading bug and the other is FP8 save_pretrained behavior; not the same defect." + "reason": "Different features and failure modes: Qwen3-VL-Moe regression vs FP8 save_pretrained for MoE." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 save/load regressions, but one is checkpoint corruption on save and the other is from_pretrained failure; not clearly the same underlying bug." + "reason": "Both involve Qwen3.5 and version 5.4.0+, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing-import symbols; no shared underlying change." + "reason": "Both are missing imports, but they are different exported symbols and likely different export/release issues." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + "reason": "Different tokenizer regressions for different model families; no shared code path or fix." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer offset_mapping bug vs stale phonemizer backend state; unrelated components." + "reason": "Example-script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Empty multi-label classification results in an example script and Gemma 4 mm_token_type_ids defaults are different issues." + "reason": "Both are tokenizer-related, but offset mapping and stale phonemizer backend state are separate bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are unrelated import errors." + "reason": "Different import errors from different packages; no common underlying change to merge." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script multi-label classification failure do not describe the same problem." + "reason": "Tensor-parallel training bug and multi-label classification example output are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Transformers.onnx import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "Missing module import and layoutlmv3 error-message clarity are unrelated issues." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift between train/eval and incorrect pipeline-parallel LLM output are different bugs." + "reason": "Different distributed/eval behaviors: dtype drift in evaluate vs incorrect output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend-extra packaging omission and Python 3.14 load failure are unrelated environment issues." + "reason": "Backend packaging/dependency selection issue versus Python 3.14 load failure; not the same bug." } ] }, @@ -16154,10 +16149,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28348", "issue:38617", @@ -16221,9 +16216,9 @@ "issue:44038|issue:45478", "issue:43611|issue:46002", "issue:43066|issue:44779", - "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:44355|issue:46231", + "issue:42673|issue:45072", "issue:44625|issue:46002", "issue:43116|issue:43493", "issue:45083|issue:45446", @@ -16238,202 +16233,202 @@ "issue:43066|issue:46710", "issue:43116|issue:43825" ], - "prepared_review_unit_hash": "a9f5c76425bb10cbbe388ef547fdafe6773335fab9a2df5f1fe007cf262edee4", + "prepared_review_unit_hash": "d0057f2f9fcb63c22c4c2c7c611c17ace5ba0b8a3215e3ecaa7f200cca2f1b7b", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35744, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "serialized_chars": 35746, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of Transformers regressions, model-specific bugs, tokenizer issues, and docs/examples problems. None of the soft pairs look like the same concrete bug/change, so I rejected all duplicate links.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here, centered on upgrade-induced breakage and import failures across the library.", + "summary": "These issues are mostly unrelated Transformers regressions across different models, APIs, and failure modes. I did not find any soft pair that clearly describes the same concrete bug; the closest matches are still too broad or too model-specific to merge confidently. The broad import-regression report is the best umbrella issue in this set.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative regression report here: it captures a general upgrade-induced import-error class rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant theme of Transformer v5 upgrade regressions, making it the most useful anchor issue.", + "best_issue_reason": "Issue 45278 is the best global representative because it is the most umbrella-like regression report and could absorb multiple import-related follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different subsystems and failure modes: mllama mask handling vs generation kwargs after sync_gpus." + "reason": "Different code paths: mllama mask handling vs generation kwargs after sync_gpus." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on one image." + "reason": "Unrelated model bugs: SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite-loop on a specific image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to feature-extractor padding performance." + "reason": "One is attention-kernel divergence under torch.compile; the other is a feature-extractor performance issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs parameter-name mismatch is unrelated to import-time stdout from auto_docstring." + "reason": "Doc parameter-name mismatch is not the same as import-time diagnostic output from auto_docstring." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are different bugs." + "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; different bugs." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change in v5 is unrelated to stale espeak backend state in phonemization." + "reason": "Tokenization cleanup behavior in v5 is unrelated to stale phonemizer backend state." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The second is a broad upgrade regression report, but the first is one specific import error; not enough to treat as the same underlying bug." + "reason": "45278 is a broad import-error umbrella; 38617 is a specific missing symbol. Related, but not clearly the same bug." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "API request rejection in /v1/chat/completions is unrelated to VL image-placeholder handling." + "reason": "API request rejection vs VL image-placeholder parsing failure are different problems." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version incompatibility and a bad PyTorch version check in flex_attention are distinct issues." + "reason": "Python-version compatibility issue vs PyTorch version gate for AuxRequest import." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different release ranges and failure modes; not the same concrete code-path problem." + "reason": "Same family name, but different failures: Qwen3-VL-Moe bug vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + "reason": "Model-loading base_model_prefix regression is unrelated to NaNs in classification-head init." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but one is a decoder-type regression and the other is incorrect DeepSeek tokenization behavior; too different to merge." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in other models during bfloat16 inference." + "reason": "Tokenizer decoder-type regression may be related in theme, but the Deepseek issue is only a generic v5 incorrect-results report." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + "reason": "save_pretrained key regression and from_pretrained loading error are opposite directions and not the same concrete bug." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." + "reason": "Compiled Python file errors and set_training doc mismatch are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded Qwen3 inference vs dtype mismatch in bfloat16 CI are different issues." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." + "reason": "num_labels propagation bug is unrelated to NaNs on checkout/init." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output failure is unrelated to SigLIP2 model parity issues." + "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction length helper behavior in qwen3_omni_moe is unrelated to a flex_attention import version check." + "reason": "Different subsystems: feature-length helper behavior vs flex_attention import version check." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to a broken DIA documentation example." + "reason": "Processor input-size mismatch and broken documentation example are not the same bug." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch-count method in GLM46V are unrelated." + "reason": "TF32 API guidance and missing image-patch method are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after train are different training bugs." + "reason": "SGD args ignored is a training optimizer bug, not the same as evaluate-after-train failure." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field issues, but they affect different models and different attributes; not the same bug." + "reason": "Both are output-field assignment issues, but in different models and code paths." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "AutoProcessor backend-missing messaging and repeated 429 retry behavior are unrelated failures." + "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend messaging and the other is retry behavior on HTTP 429." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding performance regression is unrelated to streaming pipeline behavior." + "reason": "FeatureExtractor.pad performance inefficiency is unrelated to streaming pipeline regression." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "FlashAttention-2 support request for GPT2LMHeadModel is unrelated to a separate flash-attention bug report." + "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight on UMT5Encoder load is unrelated to AutoProcessor kwargs forwarding." + "reason": "Missing embed_tokens.weight during loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are not the same underlying bug." + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different symptoms with no concrete shared code path shown." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "A multi-label example script bug is unrelated to a pipeline translation-task error message regression." + "reason": "Example-script multi-label output bug is unrelated to a pipeline error message about translation tasks." } ] }, @@ -16452,10 +16447,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:33453", "issue:39379", @@ -16484,13 +16479,13 @@ "issue:44977", "issue:44995", "issue:45071", + "issue:45081", "issue:45092", "issue:45216", "issue:45310", "issue:45341", "issue:45405", "issue:45446", - "issue:45561", "issue:45563", "issue:45588", "issue:46002", @@ -16508,10 +16503,10 @@ ], "soft_pairs": [ "issue:43827|issue:45446", - "issue:45092|issue:46762", "issue:42673|issue:42796", - "issue:44995|issue:46697", "issue:33453|issue:39401", + "issue:45092|issue:46762", + "issue:44995|issue:46697", "issue:44263|issue:46762", "issue:43673|issue:46328", "issue:43824|issue:46981", @@ -16520,232 +16515,232 @@ "issue:42222|issue:43441", "issue:45405|issue:45446", "issue:44380|issue:46077", - "issue:42222|issue:47000", "issue:43937|issue:45563", + "issue:42222|issue:47000", "issue:44117|issue:45588", "issue:44291|issue:45071", "issue:42222|issue:46752", "issue:44466|issue:46002", "issue:39379|issue:46897", "issue:44410|issue:45310", - "issue:39401|issue:44779", "issue:43937|issue:44977", - "issue:45341|issue:46328", - "issue:45071|issue:47059", + "issue:39401|issue:44779", "issue:44829|issue:45216", "issue:45071|issue:46512", + "issue:45071|issue:47059", "issue:44704|issue:47110", + "issue:45341|issue:46328", "issue:43450|issue:43986", - "issue:45341|issue:45561" + "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "fcbd396c27d566eb9375e7d20c84b716d49e459e49e841b8ee5a8d540c36fd6c", + "prepared_review_unit_hash": "4e78716cbc9ea7e13663edd64a5baea5afb948b218a2cf821007c2e6933aa49d", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36656, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. The soft pairs are only superficially similar by subsystem or model family, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43824 is the strongest representative: it is a concrete, widely impactful loading/import regression with multiple inbound references and a clear failure mode.", + "summary": "This is a noisy, heterogeneous cluster of Transformers issues. The soft pairs mostly share broad keywords (tokenizer, loading, v5, video, flash-attn) but describe different code paths and different failures, so none look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45071 is the broadest upstream regression in the set (core v5 config/type-checking), so it is the best umbrella anchor for a mixed cluster, even though most other issues are model- or subsystem-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the clearest user-facing impact, the most general loading-path relevance, and enough discussion/references to serve as the best representative issue.", + "best_issue_reason": "45071 is the strongest general-purpose representative of the cluster\u2019s v5 regression theme, but it should not absorb the more specific bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing removed pipeline() API and a PyTorch version check bug are unrelated issues." + "reason": "Docs referencing removed pipeline() and a PyTorch version check bug in flex_attention are unrelated code paths." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Meta-initialization incompatibility for remote-code checkpoints is not the same as Minimax attention numerical drift." + "reason": "VRAM leak in Qwen3ForCausalLM threading vs tokenizer BPE-marker handling; different layers and symptoms." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are different bugs in different paths." + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset_mapping for Qwen3." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "A stale indexer cache crash is unrelated to image over-padding in Swin2SR." + "reason": "Remote-code/meta-init incompatibility is unrelated to Minimax MSA numerical differences." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Both involve tokenizers, but tokenizer loading regression and wrong offset_mapping are distinct failure modes." + "reason": "GlmMoeDsa second-forward crash and Swin2SR image padding are different components and bugs." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical differences." + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is not the same bug as Minimax attention numerics." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing generation cache during chunked prefill is unrelated to a padding performance issue in feature extraction." + "reason": "Cache missing during generation and a padding performance issue are unrelated." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a model class and repeated HTTP 429 retries in AutoProcessor loading are different loading-path bugs." + "reason": "Missing Qwen2_5_VL import and repeated 429 retries in AutoProcessor are separate failures." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT is a training-state bug, not the same as missing generation cache." + "reason": "Optimizer state corruption with FSDP2/PEFT is unrelated to chunked_prefill cache handling." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "An incorrect mllama mask computation and auxiliary-loss normalization issues are separate model-specific problems." + "reason": "mllama mask handling and auxiliary-loss normalization are different model bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failures are unrelated." + "reason": "Vitpose breakage and Ministral FlashAttention failure are unrelated model-specific regressions." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "An unreleased PEFT minimum version bump is unrelated to a PyTorch version guard bug." + "reason": "A dependency version bump issue is not the same as a flex_attention version-check bug." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "These are both attention-related, but GPT2 attention scaling and Gemma4 bidirectional masking are different code paths." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are distinct attention bugs." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix errors are unrelated." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are separate generation issues." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are not the same bug." + "reason": "Vitpose model breakage is unrelated to empty-list handling in apply_chat_template." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback behavior and flash_attention crashing on s_aux=None are unrelated." + "reason": "Tokenizer mapping lookup bug and flash_attention.py crashing on s_aux=None are different subsystems." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig type-checking regressions are distinct initialization/config bugs." + "reason": "Meta-initialization TypeError and PretrainedConfig type-checking regression are related only at a very high level, not the same bug." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated." + "reason": "Model import/breakage reports are not the same as chat-template empty-input crashes." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistencies and NaNs in classification heads are different defects." + "reason": "lm_head serialization inconsistency and NaNs after checkout/init are different correctness issues." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask handling and Florence2 double-shift training loss bugs are unrelated model-specific issues." + "reason": "mllama mask logic and Florence2 double-shift training loss are unrelated model bugs." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are different failures, even if both affect Qwen3-family models." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Wrong offset_mapping in Qwen3 and incorrect Deepseek tokenizer results are separate tokenizer bugs." + "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained failure are different failure modes." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are unrelated." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "A generic testing_utils bug and a padding performance issue are not the same underlying problem." + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failures are not the same code-path bug." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "PretrainedConfig type checking and a CLI completion attribute error are unrelated." + "reason": "Two tokenizer bugs for different model families; no evidence they share the same underlying defect." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained checkpoint serialization are different bugs." + "reason": "Degenerate training under flash_attention_3 and incorrect checkpoint saving are separate issues." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type checking regressions and stale config dtype after from_config are different config-related issues." + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different configuration bugs." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Core config/type-checking regression is unrelated to a CLI incompatibility with huggingface_hub." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Missing kwargs propagation in AutoProcessor and special_tokens being a list instead of dict-like are unrelated." + "reason": "Missing kwargs in AutoProcessor.from_pretrained and special_tokens list-vs-dict handling are different loader bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing utility bug and a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape errors and missing torchvision import crashes are distinct video-model loading/processing issues." + "reason": "Batched video processor shape bug and AutoProcessor import crash without torchvision are different video-related issues." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "A vague testing_utils bug is not clearly the same as the explicit xdist race on captured_info.txt." + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch AttributeError are separate tokenizer-loading bugs." } ] }, @@ -16764,10 +16759,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:38617", "issue:39401", @@ -16787,11 +16782,11 @@ "issue:43937", "issue:44075", "issue:44077", - "issue:44117", "issue:44220", "issue:44261", "issue:44263", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", @@ -16799,11 +16794,12 @@ "issue:44877", "issue:44933", "issue:45071", - "issue:45081", "issue:45278", "issue:45310", "issue:45341", + "issue:45464", "issue:45478", + "issue:45561", "issue:45632", "issue:45656", "issue:46178", @@ -16818,7 +16814,7 @@ "issue:47116" ], "soft_pairs": [ - "issue:44117|issue:45081", + "issue:45341|issue:45561", "issue:45632|issue:46981", "issue:42617|issue:45341", "issue:43408|issue:43742", @@ -16841,215 +16837,215 @@ "issue:43208|issue:46894", "issue:43097|issue:44493", "issue:44077|issue:46981", - "issue:43673|issue:45341", "issue:46752|issue:47116", + "issue:43673|issue:45341", "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:43874|issue:44261", - "issue:44484|issue:45478" + "issue:44483|issue:45464" ], - "prepared_review_unit_hash": "a8e3c81d7c17683ef5935f2b358118ce66768bf31e3d580d0e7528f0acfb9dcd", + "prepared_review_unit_hash": "1bf574f134cba31ba4d5ac688f3cc621a09f93ecded5a44301b8c9022d2ee32e", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35351, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + "serialized_chars": 35804, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of separate Transformers regressions and migration issues; the soft-similarity links are thematic but not true duplicates. I did not find any pair that looks like the same concrete bug/change.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is a broad, user-visible regression report tied to a version upgrade and covers the general import-breakage theme better than the more niche tokenizer/model-specific reports.", + "summary": "This cluster is mostly a mix of unrelated Transformers regressions: import/API breakages, tokenizer/model-loading issues, training/runtime failures, and a few docs/nit reports. The soft matches share broad version or subsystem similarity, but none look like the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest cluster representative because it is the broadest and most central failure report among the issues, while the rest are narrower variants or unrelated bugs.", + "best_issue_reason": "Issue 45278 is the broadest representative of the repeated v5 import-regression theme, but it still only covers a subset of the cluster and is not a true umbrella for the other failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Both involve tokenizer internals, but one is a mapping/lookup bug and the other is a Mistral regex crash; different code paths and failure modes." + "reason": "Both mention testing utilities, but one is a small utility bug and the other is a pytest-xdist race on captured_info.txt; different root causes." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Both are cache/pretrained-loading related, but one is a local cache path collision and the other is repeated HTTP 429 retries; not the same bug." + "reason": "One is a cache-path collision for trust_remote_code local models; the other is repeated HTTP 429 retries in AutoProcessor.from_pretrained. Not the same bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "No clear overlap beyond being bugs in utilities/scripts; one is a training script failure and the other is a testing utility issue." + "reason": "A 3d_parallel.py runtime failure and a testing_utils bug are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading problems, but they affect different models and different root causes: type mismatch warning vs key error." + "reason": "Different model-loading problems for different model families; no shared code-path bug is evident." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and modules; this looks like separate API breakages." + "reason": "Both are import errors, but they involve different missing symbols and different APIs." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization regression vs noisy logging message; unrelated defects." + "reason": "Tokenizer behavior regression versus a noisy logging message; unrelated." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading bug vs documentation parameter-name mismatch; these are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to a docs parameter-name mismatch." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different subsystems and failure types: broken VitPose model loading versus backend-mapping validation." + "reason": "Vitpose model breakage and tensorflow_text backend validation are different failures." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference failure on new hardware; unrelated." + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated subsystems." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API settings warning versus missing rms_norm_eps in MLA layernorm; different problems." + "reason": "TF32 API-settings guidance and MLA rms_norm_eps precision issues are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for a specific model versus unrecognized model/config loading; separate model-support issues." + "reason": "Both are model/config loading errors, but they affect different models and failure modes." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical behavior, but one is a config precision mismatch and the other is an attention implementation difference; not the same bug." + "reason": "Missing rms_norm_eps in one model versus numerical differences in a different attention implementation; not the same bug." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Shard-size question versus Qwen3.5 MoE from_pretrained regression; no overlap in underlying defect." + "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE from_pretrained errors are unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Missing import from image_utils is a specific API/export issue, while 45278 is a broad upgrade-time import regression; not a duplicate." + "reason": "Both involve imports, but one is a specific bad import path and the other is a broad version-wide import regression." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 settings and cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Same model family and same broad symptom, but the two reports are not clearly the same concrete failure without evidence; keep separate." + "reason": "Different Qwen-family loading issues: missing projections versus a from_pretrained error." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both mention optimizer stepping, but one is about ignored SGD args and the other about double-stepping with deepspeed; different root causes." + "reason": "Both are optimizer-related, but SGD args ignored and double optimizer.step() with deepspeed are distinct problems." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing symbol versus an audio feature-extraction bug; unrelated." + "reason": "ImportError for layer_type_validation and an audio feature-extraction issue are unrelated." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value handling and GLM-5 RoPE implementation are different implementation bugs." + "reason": "GLM tensor-splitting behavior and GLM-5 RoPE implementation are different code paths." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer/version-regression reports, but one is a decoder-type mismatch and the other is changed tokenization output; not the same concrete bug." + "reason": "Both are tokenizer regressions, but one is decoder type handling and the other is changed tokenization output; not the same concrete issue." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers versus an ASR training-loss double-shift bug; different models and failures." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are separate model-specific training issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different upgrade regressions." + "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id keys are different config/state-dict problems." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "A model init/post_init policy issue is unrelated to repeated HTTP retry behavior." + "reason": "PatchTSMixer post_init policy and repeated 429 retries are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Generation cache missing in v5 versus a testing utility bug; unrelated." + "reason": "An empty-list chat_template crash and a streaming pipeline regression are different failures." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Empty-chat-template crash and streaming pipeline regression are both runtime issues, but not the same code-path problem." + "reason": "Generation cache during chunked_prefill is unrelated to a testing_utils bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch during model loading versus missing layer projections; different model bugs." + "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing layer projections; different underlying bugs." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor versus PreTrainedConfig type-checking breakage; separate API regressions." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are separate API regressions." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch helper method versus a layernorm epsilon/config precision issue; unrelated." + "reason": "Missing image-patch counting on a processor versus an RMS norm epsilon precision issue are unrelated." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Shard-size behavior question versus a model-specific from_pretrained regression; no shared underlying bug." + "reason": "Both involve chat/completions, but one is a general v5 endpoint rejection and the other is a Qwen3.5 streaming inference failure." } ] }, @@ -17068,10 +17064,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:27957", "issue:38617", @@ -17100,7 +17096,7 @@ "issue:44351", "issue:44360", "issue:44410", - "issue:44483", + "issue:44484", "issue:44485", "issue:44829", "issue:44987", @@ -17109,7 +17105,7 @@ "issue:45372", "issue:45375", "issue:45440", - "issue:45464", + "issue:45478", "issue:45588", "issue:45753", "issue:46050", @@ -17124,7 +17120,7 @@ ], "soft_pairs": [ "issue:27957|issue:43352", - "issue:44483|issue:45464", + "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43931|issue:44038", @@ -17136,13 +17132,13 @@ "issue:45003|issue:45341", "issue:42886|issue:46981", "issue:43531|issue:45341", - "issue:45753|issue:46369", "issue:43874|issue:44263", + "issue:45753|issue:46369", "issue:44117|issue:44987", "issue:43097|issue:45588", - "issue:43673|issue:46123", "issue:45440|issue:46172", "issue:44410|issue:45375", + "issue:43673|issue:46123", "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:43097|issue:46050", @@ -17154,214 +17150,214 @@ "issue:38617|issue:44351", "issue:44062|issue:44117" ], - "prepared_review_unit_hash": "835e3b3f0200a8a380b66965a3610baa033da7bb1f489c20109e739aac9f62c9", + "prepared_review_unit_hash": "f6ba00f4f6624d5059e82a41948b8c55365bc67c376538c78ef96a5c9112b6f6", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36573, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers issues. A few pairs share broad themes like import regressions, flash-attention, or tokenizer/processor loading, but the concrete failure modes and affected code paths differ, so I would not collapse them as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:38617 is the clearest, most self-contained regression report: a concrete missing import symbol with a straightforward failure mode and the strongest overlap with the other import-error-style reports.", + "summary": "The set is heterogeneous: mostly unrelated Transformers bugs across model-specific architecture issues, loading/import regressions, and training edge cases. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44117 is the best exemplar here because it describes a broad core-API loading regression in `from_pretrained`, making it more representative than the many narrow model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:38617 is the best representative issue in this set because it is specific, reproducible, and narrowly scoped compared with the more model-specific or speculative reports.", + "best_issue_reason": "44117 is the most suitable issue to anchor the cluster if one must be chosen: it is a generic, user-facing loading bug rather than a one-off model implementation detail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are different model-specific support gaps and not the same underlying bug." + "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is Nemotron support; different models and likely different code paths." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Both touch chat/completions, but one is a general API rejection and the other is a model-specific streaming failure; not the same concrete fix." + "reason": "Unrelated topics: checkpoint shard size discussion vs a Qwen3.5 MoE load error." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different low-level tensor/indexing bugs in unrelated model code paths." + "reason": "Different bugs in different DeepSeek/GLM code paths; one is `torch.split` indexing, the other is a dtype/transpose issue." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in one DSA path is not the same as the comb transpose/dtype bug in deepseek-v4." + "reason": "A DSA ReLU/indexer complaint is not the same as the DeepSeek-V4 tensor transpose bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL loading issues, but the symptoms and likely causes differ: shape mismatch versus model/version-specific incompatibility." + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a Qwen3-VL-MoE bug; not the same failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Same FlashAttention family, but one is unsupported-model gating and the other is degenerate training behavior; different bugs." + "reason": "Both involve FlashAttention, but one is model loading/failure on Ministral-3 and the other is degenerate training under flash_attention_3." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "One is a PyTorch warning during compilation, the other is a dtype propagation bug in Blip2 loading." + "reason": "Both touch dtype behavior, but one is a PyTorch warning during compile and the other is an incorrect loaded dtype on BLIP2 components." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removal of a config field is unrelated to gguf_file tokenizer/model loading breakage." + "reason": "Embeddings tie-setting removal and `gguf_file` loading breakage are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different architectural/configuration bugs: RMS norm epsilon handling versus RoPE implementation." + "reason": "Different GLM family bugs: missing `rms_norm_eps` in one case, RoPE implementation in the other." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A video-model processor crash without torchvision is unrelated to a testing_utils bug." + "reason": "Video-model processor loading vs a testing utility bug; no shared underlying defect." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access is a different code-path from the testing_utils issue." + "reason": "Unsafe `sys.modules` access in modeling utils is unrelated to the testing utility issue." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve hub/network behavior, but offline cache loading and repeated 429 retries are distinct problems." + "reason": "Both concern hub/network behavior, but one is offline cache loading and the other is repeated 429 retry behavior; different bugs." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to testing_utils." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing utility bug." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Infinite-loop behavior on a specific image and memory overflow in a different model are not the same issue." + "reason": "Different GLM bugs in different components: image patch counting vs DSA indexer split handling." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Different multimodal/token counting bug versus DSA indexer return-value issue." + "reason": "An infinite-loop bug on a specific image is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None is an upstream lookup bug, while the other is a model-loading regression for a specific repo." + "reason": "Both are load-time issues, but one is a generic tokenizer mapping assumption and the other is a specific model loading failure; no clear common root cause." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Different problems: a removed API/config field versus a flash-attention crash on sink-less models." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are separate features and failures." + "reason": "Unrelated: one is a removed tie-embeddings API, the other is a FlashAttention crash on `s_aux=None`." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3 implementation divergence is broader and different from the deepseek-v4 tensor expression bug." + "reason": "Both mention DeepSeek, but one is divergence from remote implementation while the other is a specific tensor transpose/dtype bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "One is missing projections in qwen3next, the other is a config field being dropped by strict handling." + "reason": "Different Qwen family issues affecting different configs/projections; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked prefill and mask pipeline batch handling are distinct code paths." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-family model issues, but they affect different model variants and different failures." + "reason": "Different Qwen3 model bugs: a MoE-related failure vs missing attention projections in a layer." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different packages." + "reason": "Both are import errors, but they reference different missing symbols from different packages and do not look like one bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A removed config method is unrelated to quantization save/load breakage." + "reason": "A removed config/helper API is unrelated to quantized model save/load corruption." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Distributed optimizer-state corruption and Liger Kernel application with model_init are different training bugs." + "reason": "Wrong optimizer state placement in FSDP/PEFT is unrelated to Liger Kernel not being applied with `model_init`." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Processor loading without torchvision and a mistral_common import error are distinct dependency failures." + "reason": "Both are processor/loading failures, but one is about missing torchvision and the other about a missing `ReasoningEffort` import; different causes." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "These are different model-specific training bugs, with no shared concrete code path." + "reason": "Different training bugs on different models; no shared concrete defect." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics." + "reason": "Same subsystem, but one is padding calculation and the other is `num_frames` semantics; distinct bugs." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + "reason": "A flaky integration test due to missing seeds is unrelated to noisy logging." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import regressions, but they involve different missing names and likely separate compatibility breaks." + "reason": "Both are import errors, but they concern different symbols and likely different breakages." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword duplication and tokenizer mapping lookup are unrelated tokenizer-layer bugs." + "reason": "`AddedToken(special=...)` argument duplication is a different tokenizer construction bug than `TOKENIZER_MAPPING_NAMES` returning `None`." } ] }, @@ -17380,10 +17376,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:42890", "issue:42907", @@ -17417,7 +17413,6 @@ "issue:44938", "issue:45103", "issue:45478", - "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -17452,14 +17447,14 @@ "issue:42907|issue:44655", "issue:45712|issue:46298", "issue:43012|issue:43550", - "issue:43992|issue:44484", "issue:43012|issue:44368", + "issue:43992|issue:44484", "issue:43827|issue:47116", "issue:43208|issue:43550", "issue:43352|issue:43976", "issue:43066|issue:43906", - "issue:43352|issue:44380", "issue:43825|issue:44655", + "issue:43352|issue:44380", "issue:44734|issue:47116", "issue:43097|issue:46298", "issue:45584|issue:46365", @@ -17467,235 +17462,210 @@ "issue:44162|issue:46172", "issue:44077|issue:46365", "issue:44222|issue:45478", - "issue:42890|issue:47059", - "issue:44380|issue:45479" + "issue:42890|issue:47059" ], - "prepared_review_unit_hash": "41b1506a44a0a64e42b8f167239d7ca8bc0b9e38298a741fdec7330d7e5ad82d", + "prepared_review_unit_hash": "148694c77be0b3faa0dbbf740c250d461f35e01e3cb9b0ca6c82ff50ac4f91db", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37747, - "estimated_input_tokens": 9437, - "estimated_eval_tokens": 19130 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: the linked issues cover unrelated bugs, docs, tests, and regressions across different subsystems. No clear canonical issue or PR emerges from this set.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The set is a grab bag of unrelated bugs and regressions across loading, training, docs, and generation. None of the soft pairs appear to describe the same concrete underlying problem, so I would keep them separate. The strongest single issue here is #43502 because it describes a clear, reproducible core bug with a straightforward expected behavior.", + "confidence": 0.87, + "canonical_issue_reason": "#43502 is the clearest standalone bug report: it states a specific regression ('local_files_only=True' still makes network requests) with an unambiguous expected outcome.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#43502 is the best representative issue in this set because it is precise, user-facing, and narrowly scoped to one behavior path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "One is a noisy logging message, the other is an empty-list chat template crash; different failure modes and code paths." + "reason": "Unrelated symptoms: noisy logging vs an IndexError in apply_chat_template on empty input." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision import handling is unrelated to save_pretrained shard-size behavior." + "reason": "Different areas: AutoProcessor/torchvision dependency handling vs save_pretrained shard-size behavior." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed config flag in v5 is not the same as quantization offloading behavior." + "reason": "One is a v5 API removal/compatibility complaint; the other is quantization offloading behavior." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A bfloat16 PyTorch warning is unrelated to a TimesFM window_size AttributeError." + "reason": "bfloat16 precision warning and TimesFM window_size AttributeError are unrelated bugs." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to a DiffusionGemma pipeline failure." + "reason": "Tokenizer mapping None handling is not the same as an image-text-to-text pipeline failure." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek tensor dtype/transpose bug is unrelated to an accuracy regression after version upgrade." + "reason": "DeepSeek tensor expression bug and accuracy regression after upgrade are different failure modes and likely different fixes." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage is unrelated to missing embed_tokens.weight on load." + "reason": "Network requests despite local_files_only is unrelated to missing embed_tokens.weight on UMT5Encoder load." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file is a different bug than auto_docstring crashing on future annotations." + "reason": "Passing kwargs through AutoProcessor is a different code path than the auto_docstring annotations crash." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() after train() is unrelated to importing Trainer being blocked by datasets." + "reason": "trainer.evaluate() after train() and importing Trainer failing because of datasets are distinct issues." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure for one model is unrelated to a streaming pipeline regression." + "reason": "Model loading failure for ScandiBERT is not the same as a streaming pipeline regression." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to lazy cache init causing recompilation." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as chunked-prefill cache initialization recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is unrelated to a backend mapping error for tensorflow_text." + "reason": "Python 3.14 import failure is unrelated to a BACKENDS_MAPPING error for tensorflow_text." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption is unrelated to streaming pipeline behavior." + "reason": "FSDP2/PEFT optimizer-state corruption is a training bug, not a streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to an infinite-loop image generation bug." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to a Qwen3_5 infinite-loop generation bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models is unrelated to saving Pipeline objects." + "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline.save_pretrained support." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes and noisy logging are unrelated repository hygiene vs runtime behavior issues." + "reason": "Leftover dummy classes in a repo check issue are unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning on bfloat16 compilation is unrelated to a Bamba torch.compile SDPA failure." + "reason": "A PyTorch precision warning and a torch.compile SDPA failure in Bamba are different problems." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to the default 50GB max_shard_size setting." + "reason": "float32 precision warning for bfloat16 is not the same as tie_word_embeddings warning spam." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "A bfloat16 compilation warning is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + "reason": "Missing embed_tokens.weight on load and max_shard_size default behavior are not the same bug." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to a streaming regression in v5." + "reason": "Docs still referencing pipeline() and streaming pipeline runtime regression are separate issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers are unrelated to Bamba compile/SDPA failures." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific bugs." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron FlashAttention support is unrelated to a Python version compatibility failure." + "reason": "Flash Attention 2 support in NemotronH is not the same as a Python version compatibility break." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "FlashAttention support gating is unrelated to GPT2 attention scaling being ignored." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are too underspecified to treat as the same bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "An incorrect error message about translation pipelines is unrelated to save_pretrained for Pipeline objects." + "reason": "Incorrect translation-task messaging in v5 is unrelated to saving Pipeline objects." }, { - "left": "issue:44734", - "right": "issue:47116", - "accept": false, - "reason": "KV-cache continuation indexing in serve is a different code path than a general streaming pipeline regression." - }, - { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "A removed API flag is unrelated to a noisy logging message." + "reason": "GPT2 backend-specific attention scaling loss is different from AttentionInterface.register changing function behavior." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Whisper empty transcription handling is unrelated to importing Trainer with datasets installed." + "reason": "ESM2 breakage and a DeepSeek tensor expression bug are unrelated model-specific failures." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init policy is unrelated to the Trainer import failure." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "ESM2 model breakage is unrelated to a DeepSeek tensor operation bug." + "reason": "patchtsmixer post_init policy and Trainer import failure due to datasets do not share an underlying bug." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained on moe models is related to serialization, but not the same as a Qwen3.5 Moe from_pretrained error." + "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained errors are separate save/load paths." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Missing set_seed in a SAM HQ integration test is unrelated to a CLI completion attribute breakage." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification bug." + "reason": "Seed-related test flakiness is unrelated to a CLI completion attribute error." } ] }, @@ -17714,10 +17684,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:29870", "issue:36010", @@ -17752,7 +17722,6 @@ "issue:44380", "issue:44483", "issue:44485", - "issue:44492", "issue:44514", "issue:44625", "issue:44655", @@ -17760,6 +17729,7 @@ "issue:44938", "issue:45216", "issue:45276", + "issue:45479", "issue:46050", "issue:46077", "issue:46365", @@ -17771,6 +17741,7 @@ "soft_pairs": [ "issue:42757|issue:43824", "issue:36683|issue:43582", + "issue:44380|issue:45479", "issue:43064|issue:44380", "issue:42175|issue:46365", "issue:43012|issue:44683", @@ -17779,10 +17750,10 @@ "issue:43756|issue:44485", "issue:43618|issue:44380", "issue:45276|issue:46077", - "issue:43618|issue:43761", "issue:36010|issue:42757", - "issue:43208|issue:43526", + "issue:43618|issue:43761", "issue:44038|issue:44230", + "issue:43208|issue:43526", "issue:42994|issue:44655", "issue:43299|issue:43867", "issue:44625|issue:46365", @@ -17800,235 +17771,234 @@ "issue:46077|issue:46512", "issue:43618|issue:45216", "issue:36683|issue:43525", - "issue:29870|issue:36296", - "issue:43064|issue:44492" + "issue:29870|issue:36296" ], - "prepared_review_unit_hash": "679844cb0651962e3a979f0d2d9cab2269fe15f824ccf9bea9e3ff5219cb39e5", + "prepared_review_unit_hash": "8a4f4479455197770059fc7c9085321d00b1ae0a911ddcbbd416dc4896409fba", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37269, - "estimated_input_tokens": 9318, - "estimated_eval_tokens": 18892 + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; most are broad theme matches (imports, config, save/load, attention, or version regressions) but they point to different concrete failures and code paths. I\u2019d keep the cluster split and use the most detailed open regression report as the representative issue.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 36683 is the strongest representative: it is open, highly discussed, and has a precise traceback/repro for a concrete model-config regression.", + "summary": "These items are mostly unrelated issues that only share broad themes like import errors, config regressions, or save/load bugs. None of the soft-edge pairs looks like the same concrete underlying bug or change, so I would not merge any of them as duplicates. No PRs are present in this set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:36683 is the best anchor if one must pick a representative: it is a high-discussion, model-config regression and several nearby items in the set are also missing-attribute/config failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the most actionable issue in the set, with clear symptoms, active discussion, and enough detail to anchor triage.", + "best_issue_reason": "issue:36683 is the most representative of the cluster\u2019s recurring config/attribute-regression pattern and has the strongest discussion signal among the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different packages and likely unrelated fixes." + "reason": "Different missing symbols from different modules: is_offline_mode vs Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "One is a Gemma3 config attribute error; the other is an Apple Silicon allocator TypeError. No shared code path." + "reason": "Gemma3Config vocab_size attribute bug is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention-scaling backend regression is a different bug from the single-label classification zero-loss issue." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Different subsystems: FSDP/PEFT optimizer-state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both mention import/backend problems, but they concern different dependency interactions and failure modes." + "reason": "Missing tensorflow in the torch extra is a packaging issue, not the same as Trainer import being blocked by datasets." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Separate compile-time problems: a warning about bf16 precision vs an actual flex_attention failure on newer torch." + "reason": "A bfloat16 precision warning is not the same failure as compiled flex_attention breaking on torch>=2.9." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "An import path break versus unexpected network calls with local_files_only=True; unrelated behavior." + "reason": "Importing layer_type_validation and local_files_only network behavior are different code paths and failures." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "One is an OpenAI-style chat/completions API rejection, the other is a processor batching crash." + "reason": "Chat/completions request validation differs from apply_chat_template crashing on batched input with padding=False." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both involve RoPE, but they are model-specific implementation complaints with different root causes." + "reason": "Smollm3 RoPE layer-dropping and GLM-5 RoPE implementation discussion are not the same bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output field regression is not the same bug as GPT-2 attention scaling being ignored." + "reason": "CLIPOutput attentions regression is unrelated to GPT2 attention scaling being ignored in backend kernels." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is bidirectional-attention masking." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; they are distinct outputs." + "reason": "Token-embedding resize propagation and bidirectional attention mask construction are different Gemma4 bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import symbols and different upstream packages; same symptom class, not same bug." + "reason": "GenerationMixin import failure and is_offline_mode import failure are separate missing imports." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "xLSTM training bugs are unrelated to a Beit image processor label-reduction defect." + "reason": "Both are CLIP regressions, but one is missing attentions output and the other is missing hidden_states; not the same concrete bug." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both reference Qwen3-VL-Moe, but one is loading breakage and the other is FP8 inference support." + "reason": "A bug report about Qwen3-VL-Moe is not the same as requesting fp8 inference support." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated subsystems." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure and pipeline save_pretrained failure are different serialization paths." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save paths and object types." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading regressions, but they describe different broken mechanisms and models." + "reason": "Qwen3VL-Moe loading regression and sorted state_dict load error are distinct loading problems." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "A Qwen3.5 label-propagation bug is unrelated to Trainer import failure caused by datasets." + "reason": "Qwen3.5 num_labels propagation and Trainer import blocked by datasets are unrelated issues." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support gating for Nemotron is unrelated to GLM-5 generation config validation." + "reason": "Flash Attention 2 support for Nemotron is not the same as GLM-5 GenerationConfig validation failure." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are different configuration bugs." + "reason": "num_labels propagation and Gemma4 bidirectional attention masks are different configuration bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix and pipeline saving with save_pretrained are different code paths." + "reason": "base_model_prefix loading regression is unrelated to Pipeline save_pretrained support." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3 missing vocab_size and SAM3 missing fpn_position_embeddings are separate attribute regressions." + "reason": "Gemma3Config missing vocab_size and SAM3 VisionEncoder missing fpn_position_embeddings are different model-family attribute errors." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Running compiled Python files and auto_docstring import-time stdout are unrelated issues." + "reason": "Compiled Python file errors and auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both involve persistence, but one is Pipeline serialization and the other is sinq quantized model round-tripping." + "reason": "Pipeline.save_pretrained failure and sinq quantized checkpoint breakage are different serialization problems." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and different failure modes." + "reason": "Python version compatibility for 5.1.0 and general Python 3.14 load failure are not the same issue." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config regression is unrelated to patchtsmixer's invalid optional post_init handling." + "reason": "Gemma3Config vocab_size is unrelated to patchtsmixer post_init validation." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import failure and CLI breakage with huggingface_hub 1.22.0 are different environment issues." + "reason": "Python 3.14 load failure and huggingface_hub CLI completion breakage are separate environment regressions." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are checkpoint/load issues, but one is about sorted state_dict loading and the other about incorrect saved checkpoints in Qwen3.5." + "reason": "Sorted state_dict loading and Qwen3.5 save_pretrained regression are opposite serialization paths with different failures." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Gemma3 config missing vocab_size and special_tokens list handling are unrelated errors." + "reason": "Gemma3Config missing vocab_size and special_tokens list-vs-dict handling are unrelated type/attribute bugs." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Gemma4 attention-mask logic and stale config dtype after from_config are different bugs." + "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are different config behaviors." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "A CLIP output regression does not match a Qwen3.5 save_pretrained checkpoint bug." + "reason": "CLIP attention-output regression is unrelated to Qwen3.5 checkpoint saving regression." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different attribute semantics." + "reason": "Both are missing config attributes, but on different models and different fields; not the same underlying bug." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to tensor-parallel training issues." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "A major optimizer-state corruption report is not the same as a cache-strategy typo." + "reason": "Bart generate decoder_attention_mask assignment bug is unrelated to the tensor-parallel training bug." } ] }, @@ -18047,10 +18017,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28282", "issue:29870", @@ -18060,12 +18030,12 @@ "issue:42890", "issue:42898", "issue:43010", + "issue:43064", "issue:43502", "issue:43575", "issue:43618", "issue:43723", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", @@ -18078,6 +18048,7 @@ "issue:44360", "issue:44393", "issue:44485", + "issue:44492", "issue:44556", "issue:44734", "issue:44855", @@ -18098,13 +18069,13 @@ "issue:46617", "issue:46664", "issue:46851", - "issue:47000", - "issue:47110" + "issue:47000" ], "soft_pairs": [ + "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:43992|issue:45310", "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:44908|issue:46851", "issue:44393|issue:47000", "issue:43867|issue:46202", @@ -18112,245 +18083,234 @@ "issue:44355|issue:44855", "issue:36296|issue:43575", "issue:43010|issue:45850", - "issue:41669|issue:44246", "issue:43867|issue:45375", + "issue:41669|issue:44246", "issue:42890|issue:45561", "issue:43618|issue:44077", "issue:43010|issue:43976", - "issue:43992|issue:45478", "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:43502|issue:44062", - "issue:42890|issue:44112", + "issue:42890|issue:44964", "issue:42898|issue:46664", + "issue:42890|issue:44112", "issue:44222|issue:45125", "issue:44734|issue:46617", "issue:43723|issue:44556", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:45850|issue:47110" + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "812f8d98f45b6c3ab7a3996fb2e2e8e423361e52ed5a33dd0b6780625924427b", + "prepared_review_unit_hash": "1afaf31a1e6696eada27fc23576cb003a4dea4a3e23f1ddea7761acdb81284bb", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36312, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "soft_pair_count": 29, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet is mostly heterogeneous. The only clear issue-level duplicate cluster is the Qwen3.5 MoE `from_pretrained` pair `45310`/`45478`; `43992` is not part of that cluster because it is about `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`. A second, weaker similarity exists around import-time slowdown (`41669`/`44246`), but most other pairs are distinct bugs or regressions.", - "confidence": 0.78, - "canonical_issue_reason": "`issue:45310` is the earliest concrete report of the Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` is the same title later. `issue:43992` should not be the canonical duplicate target here because it describes a different UMT5 `embed_tokens.weight` issue.", + "summary": "The set is heterogeneous: most items are unrelated model-, tokenizer-, cache-, tensor-parallel-, or CI-specific regressions. I did not find any soft pair that clearly describes the same concrete bug/change, so no duplicates were accepted.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering upgrade-induced import regressions, but it is still only a loose representative rather than a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45278` is the broadest representative of the upgrade/regression subset in this packet, but it should be treated only as a loose umbrella issue, not as a duplicate target for the whole cluster.", + "best_issue_reason": "issue:45278 is the most general issue here and the closest to a cluster-wide theme of v5 upgrade/import breakage, though the evidence is weak and the rest of the items do not form a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Related only at a very broad regression level: cache `update()` no-grad decoration vs a generic post-upgrade import-error report." + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Different bugs: `43992` is `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`, while `45310` is a Qwen3.5 MoE `from_pretrained` error." + "reason": "`@torch.no_grad` cache-update behavior is not the same bug as broad import failures after upgrade." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Unrelated failures: SGD args ignored vs importing `Trainer` failing due to `datasets` interaction." + "reason": "Unused SGD args and Trainer import failing with datasets are different code paths." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Different code paths: scheduler kwargs handling vs Qwen3.5 variable-length `position_ids` behavior." + "reason": "Scheduler kwargs handling is unrelated to Qwen3.5 variable-length position_ids behavior." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Both are model/vision bugs, but the concrete failures differ: Qwen3-VL bbox output vs RTDetr loss infeasibility." + "reason": "Qwen3-VL bbox hallucination/error and RTDetrLoss infeasible cost-matrix crash are different model failures." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Both involve loading/roundtripping, but one is sorted `state_dict` loading and the other is Gemma pipeline token roundtrip behavior." + "reason": "State-dict sorting load error is unrelated to Gemma pipeline roundtrip on \u2581." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Different bugs: BART generation `decoder_attention_mask` initialization vs tokenizer loading regression." + "reason": "BART generate decoder mask bug and tokenizer-loading regression do not share the same failure path." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-time failures, but the concrete causes differ: compiled Python files vs Python 3.13 TorchScript parsing/IndentationError." + "reason": "Compiled-file import errors are different from the Python 3.13 `@torch.jit.script` parsing/IndentationError issue." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM while loading Qwen2-57B-A14B-Instruct." + "reason": "A tensor-parallel training bug is not the same as OOM when loading a large Qwen2 model with tp." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Too broad to merge: cache update decoration vs a vague complaint that v5 breaks many models." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both point to the same import-time slowdown symptom; `41669` gives the specific `import *` root cause and `44246` reports the same user-visible regression." + "reason": "A specific cache no-grad fix is unrelated to the vague claim that v5 breaks too many models." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different loading/config problems: sorted model loading vs a missing `Qwen3_5MoeVisionConfig` field." + "reason": "Generic state-dict loading failure is not the same as missing Qwen3.5 vision config fields." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is a specific `import *` regression and the other is a generic intermittent slowdown report." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Different test flakes: missing `set_seed()` in SamHQ integration tests vs xdist race on `captured_info.txt`." + "reason": "Missing `set_seed()` in a SAM HQ test is unrelated to xdist race conditions in captured_info.txt." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Unrelated model-specific issues: CLIP attentions assignment vs `patchtsmixer` `post_init` semantics." + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Different bugs: cache no-grad decoration vs Python-version compatibility in Transformers 5.1.0." + "reason": "Cache-update no-grad and Python-version compatibility are not the same bug." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "`43992` is UMT5 `embed_tokens.weight` missing, not the Qwen3.5 MoE `from_pretrained` failure described by `45478`." + "reason": "Sorted state-dict loading failure is unrelated to incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Different issues in loading vs `save_pretrained` writing incorrect visual encoder keys." + "reason": "Another Qwen3.5 MoE from_pretrained report, but it is not the same missing-weight issue as UMT5Encoder." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different import/load problems: missing PyTorch dependency vs tokenizer-loading regression." + "reason": "Missing PyTorch ImportError is not a tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both involve CLIP internals, but one is missing attentions assignment and the other is structural API inconsistency in text models." + "reason": "Both involve CLIP, but one is missing attentions assignment and the other is structure mismatch between text model classes." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different modeling topics and failure modes: DSA indexer discussion vs DeepSeekV3 implementation divergence." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Different bugs: flaky SamHQ tests vs Phi-4 multimodal model loading failure." + "reason": "DSA indexer activation discussion and DeepseekV3MoE parity issues are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different APIs: `local_files_only` still making requests vs `AddedToken` keyword collision." + "reason": "`local_files_only=True` API requests and `AddedToken(..., special=...)` argument duplication are different bugs." }, { "left": "issue:42890", - "right": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Different CI/test issues: missing seed setup vs stale device override race in GraniteSpeech." + "reason": "Test seed flakiness is unrelated to Phi-4-multimodal loading failure." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Unrelated behavioral changes: v5 tokenization cleanup semantics vs SmolVLM video-frame meaning." + "reason": "Tokenization cleanup behavior change and SmolVLM num_frames semantics do not match." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test instability is not the same as GraniteSpeech stale device override failure." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different tensor-parallel/serialization problems: FP8 `save_pretrained` vs missing `_tp_plan`." + "reason": "FP8 MoE save_pretrained and missing tensor-parallel plan are different model features and failure modes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Different runtime failures: KV-cache continuation indexing vs trust-remote-code cache `FileNotFoundError`." + "reason": "KV-cache continuation indexing crash is unrelated to cache FileNotFoundError for trust_remote_code models." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same code path." + "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade are related at a high level but not clearly the same concrete bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Different problems: `local_files_only` behavior vs GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Different component failures: missing image-patch helper vs cache loading `FileNotFoundError`." - }, - { - "left": "issue:45850", - "right": "issue:47110", - "accept": false, - "reason": "One side is a vague upgrade complaint and the other is a specific special-tokens type error; no concrete shared bug." + "reason": "Local-files-only API leakage has nothing to do with the GLM-5 RoPE implementation discussion." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary is not grounded in the packet. The biggest problem is that `issue:43992` is not a Qwen3.5 MoE `from_pretrained` report at all; its title is `UMT5Encoder.from_pretrained misses embed_tokens.weight`, so the canonical duplicate claim to `45310`/`45478` is overstated. More generally, the listed `accept=true` soft-edge verdicts are not conservative enough given the packet evidence, especially the 43992 pairings." - }, - "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 }, @@ -18362,10 +18322,10 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:29870", "issue:30333", @@ -18385,10 +18345,10 @@ "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43576", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:44222", "issue:44230", @@ -18406,10 +18366,10 @@ "issue:45375", "issue:45468", "issue:45478", + "issue:45850", "issue:46132", "issue:46143", "issue:46144", - "issue:46209", "issue:46617", "issue:46664", "issue:46726", @@ -18417,7 +18377,9 @@ "issue:47110" ], "soft_pairs": [ + "issue:43874|issue:46617", "issue:43824|issue:46617", + "issue:45850|issue:47110", "issue:43010|issue:43065", "issue:43576|issue:46132", "issue:45125|issue:45478", @@ -18425,9 +18387,9 @@ "issue:42548|issue:44351", "issue:30333|issue:33453", "issue:45125|issue:45375", + "issue:43827|issue:44961", "issue:30990|issue:31795", "issue:44355|issue:44749", - "issue:43827|issue:44961", "issue:43502|issue:44961", "issue:43502|issue:44222", "issue:46664|issue:46726", @@ -18443,263 +18405,273 @@ "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:43576|issue:43824", - "issue:44315|issue:44360", "issue:44485|issue:44961", - "issue:44351|issue:46617", + "issue:44315|issue:44360", "issue:43352|issue:44961", + "issue:44351|issue:46617", "issue:36296|issue:43901", "issue:43475|issue:46617", "issue:46143|issue:46144", "issue:41628|issue:42548", "issue:44222|issue:44230", - "issue:45375|issue:47110", - "issue:44315|issue:46209", - "issue:43525|issue:47110" + "issue:45375|issue:47110" ], - "prepared_review_unit_hash": "564b5599bf8ca3b197a5acd3bf6313d6bed1b83fc039db61405b9cd0dd117c0e", + "prepared_review_unit_hash": "b0f7e7667d26d22262b89baf46d5285bc858aca0f79e5b6bf1d68f8808f7869a", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38540, - "estimated_input_tokens": 9635, - "estimated_eval_tokens": 19526 + "serialized_chars": 38590, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import errors, loading regressions, docs issues, FP8/tensor-parallel bugs, and unrelated CLI/model-specific problems. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous; the soft-similarity pairs mostly connect unrelated regressions, so none should be merged. The best anchor issue is the broad v5 CLI regression #43576, but this cluster is not a true duplicate set.", + "confidence": 0.24, + "canonical_issue_reason": "Issue #43576 is the broadest, most central regression in the group and appears in multiple soft-similarity suggestions, making it the best available anchor despite the mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must anchor the set, issue 43576 is the broadest user-facing regression and has the most discussion/references, but it is still not a safe canonical for the rest of the cluster.", + "best_issue_reason": "#43576 is the most representative issue in the set: a user-facing v5 breakage with the widest apparent overlap to other candidate links.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different bugs: missing image-processor method vs cache FileNotFoundError." + }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Both are import/loading complaints, but one is a missing transformers symbol and the other is a cache/trust_remote_code FileNotFoundError." + "reason": "Different failures: Qwen2.5-VL import error vs trust_remote_code cache load error." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Too broad vs a specific special_tokens shape error; not the same bug." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different code paths: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." + "reason": "Cache/no_grad behavior is unrelated to the SAM3 dummy Conv2d issue." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "One is a broken v5 env command; the other is AttentionInterface.register behavior changing. Same area, not the same bug." + "reason": "CLI env command breakage and AttentionInterface.register behavior are different issues." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5/MoE loading, but one is missing tensor-parallel plan and the other is a from_pretrained failure; too broad to merge." + "reason": "Both involve Qwen3.5 MoE, but different code paths: tensor-parallel plan vs from_pretrained loading." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different regressions: int4 CUDA memory/OOM vs checkpoint reload compatibility after upgrade." + "reason": "Different regressions: int4 memory/OOM vs model reload compatibility after upgrade." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different public symbols and likely different export/packaging causes." + "reason": "Separate missing exports: PreTrainedModel vs HybridCache." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow job reporting vs tokenizer loading regression are unrelated." + "reason": "MLflow run reporting is unrelated to tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan support vs a missing config field under @strict are different bugs." + "reason": "Different problems in Qwen3.5 MoE vs vision config field handling." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation pipeline removal and the placeholder issue 'racoon' are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs forward-argument documentation confusion." + "reason": "Loading hang and forward-doc confusion are not the same bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs reference cleanup vs an unrelated placeholder issue title." + "reason": "Compiled-file errors and data-filtering slowdown are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network leakage vs an unrelated placeholder issue title." + "reason": "Local-files-only network leakage is unrelated to the placeholder issue 'racoon'." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline loading bug vs FP8 save_pretrained/moe behavior; different code paths." + "reason": "Offline-download behavior and FP8 save_pretrained are different bugs." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Both are processor-related, but one is video num_frames semantics and the other is missing-vision-backend error handling." + "reason": "Video num_frames semantics differ from missing vision-backend handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "No common underlying bug: no_grad decoration for cache updates vs generation kwargs update after sync_gpus." + "reason": "Both touch generation internals, but they are distinct code-path issues." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bugs are unrelated." + "reason": "MLflow job-state reporting is unrelated to tensor-parallel training." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL/MoE loading breakage vs general checkpoint reload incompatibility; not the same concrete failure." + "reason": "Both are loading regressions, but for different model families and causes." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "An UnboundLocalError in generate() is unrelated to documentation confusion about forward arguments." + "reason": "A BART generate UnboundLocalError is unrelated to forward-argument docs." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs model loading failure for a specific Llama vision model; different failures." + "reason": "Different loading regressions affecting different models and versions." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file execution errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol vs broken transformers env command; dependency-related but not the same bug." + "reason": "huggingface_hub import error is separate from the transformers env command breakage." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI/env breakage vs config type-checking regression are unrelated." + "reason": "CLI command failure and config type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both affect CLI/test execution, but one is env command breakage and the other is a huggingface_hub 1.22.0 completion API incompatibility." + "reason": "Both are CLI-related, but one is an env command bug and the other is a hub-version test failure." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation wording issue vs import failure for layer_type_validation." + "reason": "Doc confusion is unrelated to an import error in configuration_utils." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder title vs Gemma-4 audio positional encoding bug." + "reason": "Placeholder issue 'racoon' is unrelated to Gemma4 audio positional encoding." }, { - "left": "issue:44315", - "right": "issue:46132", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Liger Kernel not applied under model_init vs AttentionInterface.register behavior change are different issues." + "reason": "CLI env breakage and Qwen2.5-VL import failure are different issues." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Different import/load failures: HybridCache symbol export vs trust_remote_code cache loading FileNotFoundError." + "reason": "GLM-5 RoPE discussion is unrelated to the placeholder issue 'racoon'." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger/model_init application and DSA indexer ReLU are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support gap for Nemotron vs unrelated placeholder title." + "reason": "Flash Attention support for Nemotron is unrelated to the placeholder issue 'racoon'." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/cache failures with no shared concrete code path." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mentioning return_all_scores; unrelated." + "reason": "Tensor-parallel training bug and docs wording issue are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 video attribute error vs cached trust_remote_code FileNotFoundError." + "reason": "SAM3 vision output attribute error is unrelated to cache FileNotFoundError." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "kwargs forwarding in RoFormer methods vs attention interface integration; same subsystem, but not the same concrete bug." + "reason": "Related model area, but one is kwargs forwarding and the other is attention-interface integration." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Two different missing imports; likely related to exports, but not one bug." + "reason": "Different missing top-level imports: AutoImageProcessor vs PreTrainedModel." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + "reason": "FP8 save_pretrained support and FP8 inference support are distinct changes." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing config field under strict loading vs list-vs-dict special_tokens error; unrelated." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger Kernel application bug vs FP8 inference failure on B200; different feature areas." - }, - { - "left": "issue:43525", - "right": "issue:47110", - "accept": false, - "reason": "Llama4Config missing pad_token_id vs special_tokens list/object shape error; unrelated." + "reason": "Missing config field handling and special_tokens list-key error are unrelated." } ] }, @@ -18721,10 +18693,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ - "issue:31795", - "issue:33453", "issue:41669", "issue:42371", "issue:42890", @@ -18765,6 +18735,7 @@ "issue:45753", "issue:45850", "issue:46095", + "issue:46209", "issue:46218", "issue:46328", "issue:46664", @@ -18773,15 +18744,17 @@ "issue:47176" ], "soft_pairs": [ + "issue:43525|issue:47110", "issue:43867|issue:47110", + "issue:44315|issue:46209", "issue:44485|issue:46664", "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44038|issue:45125", - "issue:44360|issue:46664", "issue:44273|issue:45003", + "issue:44360|issue:46664", "issue:41669|issue:43673", "issue:44393|issue:45071", "issue:43576|issue:44556", @@ -18793,289 +18766,286 @@ "issue:44492|issue:45850", "issue:45850|issue:47059", "issue:42371|issue:44492", - "issue:41669|issue:46218", "issue:43408|issue:44315", + "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", - "issue:43576|issue:44908", "issue:43576|issue:47176", + "issue:43576|issue:44908", "issue:43352|issue:44393", "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:43976|issue:44393", "issue:44908|issue:45071", "issue:44492|issue:46328", - "issue:41669|issue:44351", "issue:44704|issue:44908", + "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:46218", - "issue:44077|issue:44861", - "issue:31795|issue:33453", - "issue:43976|issue:47176", - "issue:44485|issue:47176" + "issue:44077|issue:44861" ], - "prepared_review_unit_hash": "20c92d93c614c079869193f2dd40bfd51c394fa24401bc94bc9ac36de4e2c6f7", + "prepared_review_unit_hash": "8c1ac4aa48baae94779a327d2c0b61f3c89aaac64ad0483fb3356ffb989f7274", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39030, - "estimated_input_tokens": 9758, - "estimated_eval_tokens": 19772 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38169, + "estimated_input_tokens": 9543, + "estimated_eval_tokens": 19342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is dominated by unrelated issue reports, but many loosely revolve around Transformers v5 regressions and loading/import behavior. No pull requests are present. None of the soft pairs look like exact duplicates of the same concrete bug.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s loose v5-regression theme.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, many centered on v5 regressions, model-specific compatibility bugs, and a few import/performance reports. I don\u2019t see any true duplicate pairs from the available titles alone.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most representative single issue for this noisy v5-regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most central and general issue among mostly v5-related breakage reports, so it is the best representative issue for this cluster.", + "best_issue_reason": "45850 is the most central/high-level representative of the cluster, even though it is vague and not a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Both are AttributeError-style reports, but one is about Llama4Config pad_token_id and the other about special_tokens shape; different code paths." + }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict loading failure and special_tokens list error are different code paths and symptoms." + "reason": "State-dict loading failure and special_tokens keys error are unrelated bugs." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different features and failure modes." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion and video num_frames semantics are unrelated." + "reason": "RoPE implementation discussion and video num_frames semantics are unrelated model-component bugs." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a specific model bug; 45850 is a broad v5 complaint, not the same issue." + "reason": "A specific chat crash in Qwen3.5 is not the same underlying issue as a broad \u201cv5 breaks too many models\u201d meta-report." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache absence and a cache-strategy typo are distinct cache-related problems." + "reason": "Chunked-prefill cache regression and a typo in cache strategy naming are not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files is not the same as a generic bug report." + "reason": "Missing processor.save_pretrained files is a concrete serialization bug; \u201cBug report\u201d is too generic to match it." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and TensorFlow backend detection are unrelated." + "reason": "Lazy loading/import behavior and TensorBoard-without-TensorFlow backend error are different subsystems." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3-related failures: a model bug versus missing tensor-parallel plan." + "reason": "Qwen3-VL-Moe bug and missing tensor-parallel plan are different Qwen3-related issues." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "DSA indexer ReLU discussion and video num_frames meaning do not match." + "reason": "Lazy loading/import performance and unsafe sys.modules access are distinct import-time problems." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "Both touch loading/import paths, but one is lazy loading and the other is unsafe sys.modules access." + "reason": "DSA indexer and video processor frame semantics are unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup and GenerationMixin cache missing are unrelated changes." + "reason": "Import-star cleanup/perf issue does not match a GenerationMixin cache regression." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are different problems." + "reason": "Qwen3-VL bounding-box hallucination and PretrainedConfig type-checking breakage are different bugs." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 compatibility reports, but one is CLI env behavior and the other is checkpoint reload compatibility." + "reason": "Broken transformers env CLI and checkpoint reload compatibility are separate failures." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-VL failures: bounding-box output versus infinite-loop generation." + "reason": "Bounding-box output errors and infinite-loop behavior on a specific image are different Qwen3_5 bugs." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage report." + "reason": "A missing pad_token_id on Llama4Config is too specific to be the same as a broad v5 regression umbrella." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and weight-conversion tooling are not the same bug." + "reason": "FP8 inference support and weight-conversion script availability are unrelated." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is specific; 45850 is only a broad umbrella complaint." + "reason": "StableLmConfig pad_token_idx regression is a concrete config bug, not the same as the broad v5 breakage meta-issue." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 migration, but one is checkpoint reload compatibility and the other is remote-code/meta-init incompatibility." + "reason": "Checkpoint reload after upgrade and meta-initialization incompatibility are both version regressions, but not the same concrete problem." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs/code is not the same as broad model breakage in v5." + "reason": "A cache-strategy typo is too narrow to duplicate a broad \u201cv5 breaks models\u201d report." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 model breakage and a CLI dependency test failure are different issues." + "reason": "The former is a broad version-regression umbrella; the latter is a specific CLI incompatibility with huggingface_hub." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration and cache-strategy typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Import-star cleanup and module import failure for Qwen3_5ForCausalLM are different import problems." + "reason": "sam3_video/sam3_tracker warning and Liger Kernel model_init behavior are unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "sam3_video/sam3_tracker mismatch and Liger Kernel application under model_init are unrelated." + "reason": "Import-star performance regression and missing Qwen3_5ForCausalLM import are different import-related issues." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Position_ids buffer access error is not the same as a generic bug report." + "reason": "Slow import timing and lazy loading not working are related in theme, but not clearly the same underlying bug from the titles alone." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Missing set_seed in integration tests and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:43576", - "right": "issue:44908", + "right": "issue:47176", "accept": false, - "reason": "CLI env breakage and scheduler kwargs handling are different code paths." + "reason": "Broken env command and shell-operator allowlist bypass are different CLI/security issues." }, { "left": "issue:43576", - "right": "issue:47176", + "right": "issue:44908", "accept": false, - "reason": "CLI env regression and shell-command allowlist bypass are unrelated security/CLI issues." + "reason": "CLI env command breakage and scheduler kwargs propagation are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating and Qwen3-VL bounding-box errors are different model-specific bugs." + "reason": "Flash-Attention-2 support error and Qwen3-VL bounding-box hallucination are separate model bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a concrete model/tensor issue, not the same as a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." + "reason": "tokenizer.save_pretrained class mismatch is specific and not matched by a generic bug report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python version compatibility regression and Qwen3-VL output error are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are different regressions." + "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different API regressions." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Cache-strategy typo and feature extractor pad conversion overhead are unrelated performance/config issues." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import-star removal and HybridCache import failure are different import issues." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are both kwargs bugs, but on different code paths and APIs." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated." + "reason": "Import-star cleanup/performance and missing HybridCache import are different import-path failures." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup and a testing_utils bug are unrelated." + "reason": "Import-star cleanup/performance and a small testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9+ compatibility and Qwen3_5 import failure are not the same bug." + "reason": "Python-version compatibility and missing Qwen3_5ForCausalLM import are different failure modes." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement and tied-weight key handling are unrelated." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are different issues." - }, - { - "left": "issue:43976", - "right": "issue:47176", - "accept": false, - "reason": "Python version incompatibility and shell-operator allowlist bypass are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:47176", - "accept": false, - "reason": "RoPE implementation discussion and shell substitution bypass are unrelated." + "reason": "Optional post_init validation and tied-weight-key list handling are unrelated model-utils issues." } ] }, @@ -19097,12 +19067,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ "issue:28348", - "issue:29870", "issue:31515", "issue:31795", + "issue:33453", "issue:34689", "issue:38617", "issue:41669", @@ -19149,6 +19119,9 @@ "issue:47177" ], "soft_pairs": [ + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", "issue:44360|issue:45468", "issue:43576|issue:44273", "issue:43519|issue:46655", @@ -19192,317 +19165,325 @@ "issue:44861|issue:45290", "issue:31515|issue:38617", "issue:44230|issue:44623", - "issue:28348|issue:43352", - "issue:29870|issue:31515" + "issue:28348|issue:43352" ], - "prepared_review_unit_hash": "0a584c05a3ffe9db108477cadc43430be6e0755e7e1e77221b3d6b5ebc36643d", + "prepared_review_unit_hash": "e2013f8edb48206013e87bb2ee5d55ba1696d165c6383156dd93c0df93fdeafb", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 40462, - "estimated_input_tokens": 10116, - "estimated_eval_tokens": 20488 + "soft_pair_count": 47, + "serialized_chars": 40944, + "estimated_input_tokens": 10236, + "estimated_eval_tokens": 20728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and the soft links are largely false positives. The only plausible duplicate is the Flash Attention 2.0 request, where a generic tracker can subsume a GPT2LMHeadModel-specific support request.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45250 is the best umbrella representative: it is the broad Flash Attention 2.0 tracker, while 28348 is a specific GPT2LMHeadModel instance of the same request.", + "summary": "The items are a heterogeneous mix of unrelated transformer bugs, regressions, docs, and security issues. None of the suggested soft edges look like the same underlying defect, so there is no clear canonical duplicate in this set.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45250 is the strongest overall issue to anchor the cluster because it is the clearest generalized technical topic among the items and can absorb the specific GPT2LMHeadModel support request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs confusion about forward args vs a tokenizer loading regression; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version incompatibility vs shell-command substitution bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation vs security allowlist bypass; different code paths." + }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different models and different bugs; only superficial model-implementation similarity." + "reason": "DSA ReLU discussion vs Gemma-4 audio positional encoding bug; not the same issue." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Unrelated areas: CLI/env command handling vs lazy loading." + "reason": "Broken env CLI vs lazy-loading behavior; only vaguely related to v5 changes." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor calculations, but for different models and different code paths." + "reason": "Timestamp calculation in Qwen3VL processor vs video padding calculation; different processor logic." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel application and flash-attention training degeneration are distinct issues." + "reason": "model_init Liger-Kernel application bug vs flash_attention_3 training degeneration; distinct failures." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure." + "reason": "Generic bug report vs a specific Qwen3.5 from_pretrained error; too broad to be duplicates." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading problem vs inverse_sqrt scheduler kwargs bug; unrelated subsystems." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation issue vs security file-write vulnerability; unrelated." + "reason": "RoPE implementation bug vs tar/zip slip RCE; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different subsystems and models; no shared underlying bug." + "reason": "Processor timestamp math vs model RoPE implementation; different models and code paths." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Gemma-4 audio positional encoding vs CohereASR training-loss double-shift; not the same defect." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both touch saving/weights, but the concrete failures are different." + "reason": "Pipeline save_pretrained issue vs tied-weight key AttributeError; unrelated save/load internals." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version compatibility vs command-injection/file-write security issue." + "reason": "Python support mismatch vs arbitrary file-write security bug; unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and Qwen3_5 import failure are unrelated." + "reason": "Broken env command vs import failure for Qwen3_5ForCausalLM; different symptoms and areas." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs are different code paths." + "reason": "Processor timestamp bug vs scheduler kwarg handling; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* cleanup/perf issue vs VRAM leak; not the same bug." + "reason": "import * cleanup/perf issue vs VRAM leak in multithreaded use; different changes." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs model loading regression; different problems." + "reason": "Forward-arg documentation confusion vs model-loading regression for Llama 3.2; not duplicates." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad v5 breakage complaint vs security vulnerability; unrelated." + "reason": "Broad regression complaint vs tar/zip slip security issue; unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General breakage report vs shell-operator allowlist bypass." + "reason": "Broad v5 regression complaint vs shell-operator bypass; different bug class." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both model-specific architecture bugs, but for different models and implementations." + "reason": "Different model-specific positional encoding bugs in separate architectures." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE implementation are unrelated." + "reason": "VRAM leak in threaded inference vs RoPE implementation bug; unrelated." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Import failure vs archive-path traversal/RCE; unrelated." + "reason": "Import error for a model class vs zip-slip/RCE security issue; unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both deepseek-v4, but one is gating logic and the other is a tensor-transpose bug." + "reason": "DeepSeek-V4 gating bug vs a transpose/dtype issue; different code paths." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Offline-loading API behavior and timestamp calculation are unrelated." + "reason": "local_files_only API requests vs processor timestamp calculation; unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance vs memory leak; no duplicate signal." + "reason": "TF32 settings migration vs VRAM leak in multithreaded inference; different concerns." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 breakage vs a specific import error; not the same issue." + "reason": "General v5 breakage complaint vs missing model import; too broad and different." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug vs save_pretrained file emission bug." + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different GLM/Gemma components and different failures." + "reason": "torch.split output handling vs Gemma-4 audio positional encoding; different model/code path." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Layernorm epsilon precision issue is not the Gemma audio positional encoding bug." + "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma-4 audio encoding bug; unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support vs weight-conversion-script question." + "reason": "Audio continuous batching support vs deepseekv4 weight conversion question; different topics." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug and VRAM leak are unrelated." + "reason": "Processor timestamp bug vs VRAM leak under multiple dataloader threads; unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support request vs import failure; different code paths." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM vs Qwen3_5 import failure; different issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols and root causes." + "reason": "HybridCache import error vs Qwen3_5 model import error; similar shape but different missing symbols." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Similar error shape, but tied-weights handling and special_tokens parsing are different bugs." + "reason": "_get_tied_weight_keys AttributeError vs special_tokens dict/list mismatch; unrelated attribute errors." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both tokenizer-v5 complaints, but the concrete problems differ and are too broad to merge safely." + "reason": "General tokenizer behavior change across v4/v5 vs wrong tokenizer decoder type; related area, not the same bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Different failure sites: tied-weight key handling vs cli test breakage from hub version change." + "reason": "Tied-weight key crash vs CLI test failure from huggingface_hub compatibility; different code paths." }, { "left": "issue:28348", "right": "issue:45250", - "accept": true, - "reason": "Both are about Flash Attention 2.0 support; 45250 is the broader umbrella and 28348 is a specific GPT2LMHeadModel instance." + "accept": false, + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support vs a generic Flash Attention 2.0 report; not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and unrelated placeholder issue; no shared bug." + "reason": "Scheduler kwargs bug vs unrelated placeholder issue titled 'Unemployment'." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Placeholder issue and security vulnerability are unrelated." + "reason": "Placeholder/irrelevant issue vs security file-write vulnerability; unrelated." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Placeholder issue and shell-operator bypass are unrelated." + "reason": "Placeholder/irrelevant issue vs shell command-substitution bypass; unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies vs unrelated placeholder issue." + "reason": "Typo in cache strategies vs irrelevant placeholder issue; no relation." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue and broad v5 breakage complaint are unrelated." + "reason": "Irrelevant placeholder issue vs broad v5 breakage complaint; unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different bugs in different subsystems: tied weights vs chat template tool-call handling." + "reason": "Tied-weight key crash vs chat template tool-call crash; different functionality." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Loading slowdown and import-error regression are different issues." + "reason": "Slow from_pretrained loading vs ImportError for layer_type_validation; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support request vs processor save_pretrained missing files." + "reason": "FP8 support request vs processor.save_pretrained missing files; different areas." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models/code paths and are not the same fix." - }, - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "BART generate() error and from_pretrained slowness are unrelated." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is NemotronHForCausalLM support; different model-specific bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:28348 with issue:45250, is a reasonable umbrella/specific duplicate pair around Flash Attention 2.0 support. The remaining soft pairs are appropriately rejected without overstating similarity." - }, - "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 }, @@ -19514,11 +19495,12 @@ "review_unit_count": 63, "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-10000-518", + "cluster_id": "cluster-10000-519", "nodes": [ + "issue:29870", "issue:30333", "issue:31515", "issue:31795", @@ -19537,6 +19519,7 @@ "issue:46144" ], "soft_pairs": [ + "issue:29870|issue:31515", "issue:31515|issue:36296", "issue:30333|issue:31515", "issue:31515|issue:31795", @@ -19555,136 +19538,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "9158a17e39f68786e633aa66afaae19a35dd1706e202f11e0ced8b5a88bd4b13", + "prepared_review_unit_hash": "85b3d6c766a703ffc7e4999fcee889d1d1df982f6937f99cce2d7c4a03d05c67", "component_budget": { - "node_count": 518, - "item_count": 518, - "soft_pair_count": 1909, - "serialized_chars": 989784, - "estimated_input_tokens": 247446, - "estimated_eval_tokens": 495148 + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 }, "budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 17, - "serialized_chars": 14007, - "estimated_input_tokens": 3502, - "estimated_eval_tokens": 7260 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14952, + "estimated_input_tokens": 3738, + "estimated_eval_tokens": 7732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes unrelated bugs, doc issues, model-specific feature gaps, and loading/runtime problems across different components. None of the soft-similarity pairs look like the same underlying fix.", - "confidence": 0.19, - "canonical_issue_reason": "No strong canonical duplicate emerges from the group. If one issue must represent the cluster, issue 45310 is the most concrete code-path bug, but it is not actually a duplicate of the others.", + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs, docs questions, tokenizer warnings, model architecture issues, and training/runtime regressions. The soft similarities appear lexical rather than duplicate-level, so none of the proposed edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 29870 is the clearest concrete runtime bug report in the set, with an explicit error, affected model, and actionable reproduction context; however, the cluster does not look like a true duplicate set overall.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best standalone issue here because it describes a specific reproducible failure in a concrete model loading path; however, it should not be treated as the cluster's duplicate anchor.", + "best_issue_reason": "29870 is the strongest representative issue only in the sense that it is specific and bug-focused. The rest of the items are too diverse to support a single true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to slow checkpoint loading from_pretrained." + }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Unrelated problems: slow checkpoint loading vs tensor-parallel training bug. Different symptoms, code paths, and fixes." + "reason": "Checkpoint loading performance has no clear relation to tensor parallel training bugs." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure reporting is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLflow reporting on failed jobs is unrelated to from_pretrained checkpoint load latency." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "One is a performance/loading issue, the other is documentation clarity for forward arguments." + "reason": "Load performance and documentation confusion about input_ids/past_key_values are different problem types." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is fp8 inference support and the other is a from_pretrained loading error; not the same concrete bug or change." + "reason": "Both mention Qwen3/VL fp8 or MoE, but one is about inference support and the other about from_pretrained errors; not the same concrete bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support is a serving/runtime feature gap, not the same issue as fp8 Qwen model support." + "reason": "Continuous batching for audio models is unrelated to Qwen3-VL/Qwen3.5 MoE fp8 inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are separate model implementations with different fixes." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are distinct code paths." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model-specific issues." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + "reason": "A config type-hint typo is unrelated to tokenizer regex warning regressions." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Missing use of ignore_value and kwargs not passed to loss calculation are different training/loss bugs." + "reason": "Unused ignore_value and kwargs not passed to loss calculation are not the same bug." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation is unrelated to RoFormer's attention-interface implementation." + "reason": "Loss-function kwargs forwarding and RoFormer attention implementation are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems entirely: segmentation loss handling vs tokenizer warnings." + "reason": "Mask2Former ignore_value handling has no meaningful overlap with tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These affect different model code paths and do not share a single fix." + "reason": "Mask2Former loss/ignore_value behavior and RoFormer attention-interface usage are different issues." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A missing ignore_value usage is unrelated to a typo in a quantization option string." + "reason": "Mask2Former ignore_value and a typo in quantization_operation are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect config type hint and a quantization-typo fix are not the same underlying bug." + "reason": "Incorrect norm_eps type hint and a typo in quantization_operation are different trivial fixes." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs plumbing and config type annotations are unrelated." + "reason": "Loss kwargs forwarding is unrelated to a ModernBERT config type hint." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS-norm question for Llama4TextL2Norm is unrelated to ModernBERT norm_eps typing." + "reason": "Whether Llama4TextL2Norm should be RMSNorm is unrelated to ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss handling and ModernBERT config typing are separate issues." + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are not duplicate bugs." } ] }, @@ -19703,8 +19692,8 @@ "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": [ @@ -19717,7 +19706,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "9b36f9e34420c9bbb6ed89f5b7c8f2887cd24ea6da7d2ab4a33cf9cb9e4f65c3", + "prepared_review_unit_hash": "236c1b207fe57254545340ddd8e24946819c589b36ac3b064e4c948c17857b26", "component_budget": { "node_count": 3, "item_count": 3, @@ -19739,30 +19728,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are about unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timing offsets. None look like duplicates of the others.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue for deduping, because the issues describe separate feature requests in different areas with no shared concrete problem statement.", + "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be picked as the representative of this cluster, issue #10519 is the cleanest standalone feature request with the most specific, self-contained scope; however, it is not a duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features: token truncation direction vs extracting word time offsets in Wav2Vec2. No same underlying bug or change." + "reason": "Different domains and requests: truncation direction vs speech word timing offsets. No shared code path or concrete change target." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated topics: truncation behavior vs learning-rate scheduling functionality. They do not describe the same problem." + "reason": "Unrelated functionality: tokenizer truncation option vs learning-rate scheduler behavior. Not the same bug or feature." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Distinct requests in separate subsystems: scheduler feature vs Wav2Vec2 timing offsets. No plausible duplicate relationship." + "reason": "No overlap beyond both being feature ideas. One is about training schedules, the other about extracting Wav2Vec2 time offsets." } ] }, @@ -19781,8 +19770,8 @@ "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": [ @@ -19794,12 +19783,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "5ed50c17f1e3665cdd632d8cb8ab3bd85814264b1d8095982d7fb6af0eb8381b", + "prepared_review_unit_hash": "17c3678a355815cb22d028a695ed00c8b4e59c2491d3467ac00c2f1abeedce61", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19807,7 +19796,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19816,24 +19805,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one reports Tapas tokenization mismatch, one reports a bad auth-related download error for private models, and one reports a generic model-load failure for bert-base-uncased.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These issues do not look like duplicates. Two are about model loading/download failures, but one is specifically an auth/error-message problem for private models and the other is a broader inability to load a public model; the Tapas tokenization issue is unrelated.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #16618 is the most concrete and broadly phrased model-loading failure, so it is the best representative of the small loading-related subset here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the broadest user-facing failure report and the most plausible cluster anchor, but it still does not match the tokenization or private-download-auth issues.", + "best_issue_reason": "Issue #16618 is the best single issue to keep as the representative because it describes a direct, user-visible failure to load a model and is the broadest of the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch and generic bert-base-uncased loading failure are different code paths and symptoms." + "reason": "Different problems: Tapas tokenization mismatch versus model loading failure. No shared code path or concrete bug evidence." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/download error messaging is a different bug from a generic model-load failure." + "reason": "Both involve model access/loading, but one is specifically a private-model login/auth error message and the other is a generic failure to load bert-base-uncased. Too different to treat as the same bug." } ] }, @@ -19852,8 +19841,8 @@ "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": [ @@ -19863,40 +19852,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "acd50f9ab6478ce9ee3024f342a941b9f3058dd4f0fd5a1c07129bb6ca7ba678", + "prepared_review_unit_hash": "1b542fb9c06095b5fb77323b95c312838df40476116918a73c7bcf7977a0dca3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open feature-request issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. The shared wording is generic, but the requested changes target different code paths and are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They share a superficial pattern but target different architectures and code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are for different features (Flash Attention 2 vs GGUF) rather than the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a canonical duplicate target here; the requests describe different features and should remain separate.", + "best_issue_reason": "Neither issue is a duplicate of the other, so there is no single best issue to represent a merged cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are community-contribution feature requests, but they address different functionality (Flash Attention 2 vs GGUF support). Shared subsystem wording is too broad to indicate the same underlying change." + "reason": "Different feature areas and implementation targets; one asks for Flash Attention 2 support, the other for GGUF support. Similar wording about architecture support is not enough to make them the same change." } ] }, @@ -19915,8 +19904,8 @@ "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": [ @@ -19961,214 +19950,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "a1531ce5bac9c544a47cbd8ec1e87e5d44f30f2217312c7b1ded11b2add2cf8a", + "prepared_review_unit_hash": "002219d4a515edc3db843ecd08e7404721b780881cf211f5666144f142ab3916", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15975, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15975, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a mixed cluster: the Turkish, Spanish, and Romanian translation requests are separate issues, while the placeholder-title and Thai-titled entries look like near-identical duplicates of the same autogenerated translation-template issue.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43834 is the best anchor for the near-identical placeholder/template subgroup: it is one of the earliest, most central issues with the same generic title/body pattern as 44365 and 44370.", + "summary": "This cluster is mostly a mix of separate documentation-translation issues by language plus a few exact duplicate placeholder issues. Only the identical-title pairs look like true duplicates; the language-specific requests should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because most items are distinct translation targets (Turkish, Spanish, Romanian, Thai, etc.). Within the exact-duplicate subgroup, issue 43834 is the best representative because it is the earliest of the identical placeholder-title issues.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the strongest representative of the duplicate template-spam subgroup, but it should not be used to represent the language-specific translation requests.", + "best_issue_reason": "43834 is the cleanest representative of the only clear duplicate subgroup, but it is not a global canonical for the full mixed-language cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language request (Turkish vs generic placeholder); same broad docs-translation theme, but not the same underlying issue." + "reason": "Different translation targets; same template text is not enough to make them duplicates." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language request; only the docs-translation template overlaps." + "reason": "Turkish vs generic placeholder issue; not the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request is distinct from the generic placeholder template issue." + "reason": "Language-specific Turkish issue is distinct from the placeholder template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages; not the same issue." + "reason": "Different languages; these are separate translation tasks." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate issues." + "reason": "Turkish and Spanish translation requests are distinct." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder template issue." + "reason": "Spanish request is not the same as the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder template issue." + "reason": "Different language target; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages; not the same issue." + "reason": "Spanish vs Romanian translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder template issue." + "reason": "Different language-specific request from a placeholder template issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder template issue." + "reason": "Romanian translation issue is distinct from the placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder template issue." + "reason": "Different translation target; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder template issue." + "reason": "Romanian-specific request is not a duplicate of the generic template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." + "reason": "Different content and language; not the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." + "reason": "Different content and language; not the same issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + "reason": "Same placeholder title and near-identical body indicate the same duplicate translation request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + "reason": "Identical generic title/body; clear duplicate of the same placeholder issue." }, { "left": "issue:43834", "right": "issue:46222", - "accept": true, - "reason": "Near-identical autogenerated content and same underlying duplicate template issue." + "accept": false, + "reason": "Despite body similarity, the titles point to different issues; not enough evidence of one underlying request." }, { "left": "issue:43834", "right": "issue:46226", - "accept": true, - "reason": "Near-identical autogenerated content and same underlying duplicate template issue." + "accept": false, + "reason": "Different titles and no concrete evidence they are the same issue." }, { "left": "issue:43834", "right": "issue:46931", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Different issue content; not the same request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + "reason": "Same placeholder issue text; these are duplicates." }, { "left": "issue:44365", "right": "issue:46222", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Different titles and apparent issue subjects; not a safe duplicate match." }, { "left": "issue:44365", "right": "issue:46226", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Different titles; no clear evidence they are the same issue." }, { "left": "issue:44365", "right": "issue:46931", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Different issue subject; not a duplicate." }, { "left": "issue:44370", "right": "issue:46222", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Generic placeholder issue and Thai-titled issue do not clearly match the same request." }, { "left": "issue:44370", "right": "issue:46226", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Different titles and likely different underlying issues." }, { "left": "issue:44370", "right": "issue:46931", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Different issue subjects; not a duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical title and near-identical body; clear duplicate." + "reason": "Exact same title and matching body shape strongly indicate a true duplicate." }, { "left": "issue:46222", "right": "issue:46931", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Thai-titled issues are different enough in title/content to avoid merging." }, { "left": "issue:46226", "right": "issue:46931", - "accept": true, - "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + "accept": false, + "reason": "Different titles and no strong evidence they are the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: it conservatively separates the language-specific translation requests from the high-similarity template subgroup, and the accepted soft pairs are supported by the strong Jaccard similarity signals. The verdicts avoid overclaiming except for mild 'likely' language, which is appropriately cautious." + "feedback": "The analyst stayed conservative overall: it separated the clearly different language-target issues, identified the exact duplicate Thai pair, and limited the placeholder-title duplicates to the strongest subgroup. The summary is grounded in the packet and does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -20184,8 +20173,8 @@ "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-36718-21", "nodes": [ @@ -20261,322 +20250,340 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "90f3e6284c17c101ab1021dcc54518c52cad6fed6f13a9379d8a409170530a79", + "prepared_review_unit_hash": "11bd2b5a8d6bb26f7d5ca44f81fcf592bf30b23b3a85bbc92981bfaeb1cf8ad9", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The soft links are mostly superficial \u201cadd model\u201d or same-subsystem similarities; the issues cover different models, architectures, and tasks, so none are true duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "No exact duplicate cluster emerges; if one issue must represent the group, issue 46133 is the most representative single request because it is well-scoped and heavily discussed.", + "summary": "All pairs are false positives from broad model-request wording; the issues target different model families, tasks, or architectures, so none should be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46133 is the strongest standalone representative: detailed, specific, and among the most discussed model-request items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Related keypoint-matching domain, but RoMa and LoMa are different methods and not the same request." + "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector+matcher are different requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different model families and tasks: keypoint matcher vs MiniCPM3 architecture support." + "reason": "RoMa keypoint matcher and MiniCPM3 architecture are unrelated model requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config vs DEIMv2." + "reason": "EuroBert config and DEIMv2 are different model families with no shared code change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different models and tasks: EuroBert vs Qwen3-TTS." + "reason": "EuroBert config vs Qwen3-TTS support are unrelated." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model requests: EuroBert config vs RF-DETR." + "reason": "EuroBert and RF-DETR are different models; only the generic add-model wording overlaps." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "Different model families: EuroBert vs XiaoMi MiMo." + "reason": "EuroBert config and XiaoMi MiMo are different model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Different detection model requests: RF-DETR vs DEIMv2." + "reason": "RF-DETR and DEIMv2 are distinct vision models, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different tasks: object detection vs audio model support." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model families." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model types: RF-DETR vs sparse transformer request." + "reason": "RF-DETR vs weight-sparse transformer: different architecture and task." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different tasks: object detection vs ASR support." + "reason": "RF-DETR object detection and Qwen3-ASR audio support are unrelated." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different tasks: object detection vs TTS support." + "reason": "RF-DETR and Qwen3-TTS support are different model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "Different model requests: NeoBERT vs Qwen3-ASR." + "reason": "NeoBERT and Qwen3-ASR target different model families and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different model requests: NeoBERT vs weight-sparse transformer." + "reason": "NeoBERT and the weight-sparse transformer request are not the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "Different model requests: NeoBERT vs audio model support." + "reason": "NeoBERT is a BERT-family model; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "Different model requests: RF-DETR vs NeoBERT." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Both are model-addition requests, but for different models and code paths." + "reason": "NeoBERT and ModernVBERT are different BERT-family models, not duplicates." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "Different model requests: MiniCPM3 architecture vs Qwen3-ASR." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "Different model requests: MiniCPM3 architecture vs sparse transformer support." + "reason": "MiniCPM3 architecture vs weight-sparse transformer: different requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different model additions: MiniCPM3 architecture vs ModernVBERT." + "reason": "MiniCPM3 and ModernVBERT are separate model-support issues." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different model requests: MiniCPM3 architecture vs Voxtral TTS support." + "reason": "MiniCPM3 and Voxtral TTS are different model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "Different tasks: DEIMv2 vs Qwen3-TTS." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "Different tasks and models: ModernVBERT vs Qwen3-ASR." + "reason": "ModernVBERT models and Qwen3-ASR support are different additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "Different tasks and models: ModernVBERT vs Qwen3-TTS." + "reason": "ModernVBERT and Qwen3-TTS are different model families." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "Different model families: ModernVBERT vs XiaoMi MiMo." + "reason": "ModernVBERT models vs XiaoMi MiMo: no duplicate underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-name issue are unrelated." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Different domains: BERT-like RoPE support vs Voxtral TTS." + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Related language-model theme, but one is adding a model and the other is adding RoPE support." + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a generic architectural proposal." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "Different model requests: BERT-like RoPE support vs MiMo." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Unrelated: RoPE support request vs a non-technical/person issue." + "reason": "BERT-like models with RoPE and a person-name issue are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "Different model requests: MiMo vs SAM3-LiteText." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model families." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "Different tasks: MiMo vs Qwen3-TTS." + "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "Different model requests: MiMo vs DeepSeek-OCR2." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "Unrelated: model request vs a non-technical/person issue." + "reason": "XiaoMi MiMo and a person-name issue are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same broad speech area, but ASR and TTS are different concrete requests." + "reason": "Qwen3-TTS and Qwen3-ASR share a brand but request different modalities and code paths." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Different model requests: TTS support vs sparse transformer." + "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are different models." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Both are speech-related, but they target different models and changes." + "reason": "Qwen3-TTS support and the sparse-transformer request are unrelated." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Different tasks: TTS support vs OCR model." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Both are audio-related, but ASR support and LFM2.5 Audio are different model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Different domains: ASR support vs EUPE vision-language encoder." + "reason": "Qwen3-ASR support and weight-sparse transformer are unrelated." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Different model requests: ASR support vs sparse transformer." + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks/models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Different model requests: audio model vs SAM3-LiteText." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated additions." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Different changes: adding an audio model vs tweaking Granite attention/sink behavior." + "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Different model requests: sparse transformer vs EUPE." + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Both are speech-model requests, but for different concrete models and implementations." + "reason": "Qwen3-ASR and Voxtral TTS are different audio models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "Different tasks and models: NeoBERT vs Voxtral TTS." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Different tasks: ASR support vs OCR model." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "Both are model-addition requests in vision-language, but for different models and changes." + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "Unrelated: model request vs non-technical/person issue." + "reason": "ModernVBERT models and a person-name issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Unrelated: model request vs non-technical/person issue." + "reason": "Voxtral TTS support and a person-name issue are unrelated." } ] }, @@ -20595,8 +20602,8 @@ "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": [ @@ -20606,7 +20613,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "7a45a3c03737267fcb55670829bbcc66052a5f251267ff702b4658678e9c5785", + "prepared_review_unit_hash": "6fab678ba8f9e57ef05c5aba3641cadfe324277915ff93c4d09c5fd16e6bf397", "component_budget": { "node_count": 2, "item_count": 2, @@ -20628,18 +20635,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a documentation request for adding Pruna to an optimization-framework list, while the other is a technical Vision RoPE refactor. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is a docs request about adding `pruna` as an optimization framework, and the other is a Vision RoPE refactor. They concern different areas and different kinds of work.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for this cluster: the items are unrelated and do not describe the same bug or change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No strong cluster anchor exists because the issues are from different domains; if a single issue must be chosen, 46443 is the more concrete engineering task, but it is not a duplicate of 38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and different artifact intent: docs/benchmark listing versus a vision-model positional encoding refactor. No evidence they describe the same underlying bug or change." + "reason": "Different subjects and work types: docs/framework addition vs Vision RoPE refactor. No shared code path or concrete change target." } ] }, @@ -20658,8 +20665,8 @@ "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": [ @@ -20669,12 +20676,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "7ae7d426f8aff52691d66862cadc6117988c1bd518276f3a859499fe9dfdc47c", + "prepared_review_unit_hash": "0ba457c50c6ad8148562c40414dd2a83e7be7d13ee665ed812984e0a2e61bbb7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20682,7 +20689,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20691,18 +20698,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 support. No shared code path or concrete change is evident.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the titles and available metadata point to different requests with no shared targets, filenames, or evidence of the same underlying bug/change.", + "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a model-specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43037 is the clearer representative issue only because it is more specific and actionable; 41084 is terse and ambiguous. That said, neither issue is a duplicate of the other.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different topics and likely different work items, with no evidence they refer to the same underlying bug or change." + "reason": "Different topics and likely different workstreams: block decoding implementation vs adding DeepSeek v3.2 support. No shared targets, filenames, or concrete code-path overlap." } ] }, @@ -20721,8 +20728,8 @@ "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": [ @@ -20732,40 +20739,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "a94b98c87c1fd1f18ffbcc9702de6580bec75136925c2813f4a3a9d75bcc2833", + "prepared_review_unit_hash": "70edf598a4bfe2e66cf8c68b823761cdad0f82f4f8076cc13e9dc7edcd9a92c1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP to reduce memory footprint. They share a broad performance-oriented theme but not the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 41306 is the more specific, implementation-ready request centered on a concrete API change (`from_pretrained()` flag) for a named loss function, making it a better anchor for triage than the broader TiledMLP memory-footprint proposal.", + "summary": "The two issues are both about model efficiency features, but they target different components and different changes: one is an API/flag request for `from_pretrained()` around TiledFusedLogitsLoss/FLCE, the other is about integrating TiledMLP for lower memory footprint. They do not look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the better canonical issue because it is more concrete and narrowly scoped, with a specific API surface (`from_pretrained()`) and named component (`TiledFusedLogitsLoss` / FLCE).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best representative because it describes a narrowly scoped, actionable change with a clear target component and expected behavior.", + "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is the most specific, actionable request; #41826 is a separate feature proposal about TiledMLP memory reduction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different features in different areas: one concerns a pretrained loading flag for fused logits/loss handling, the other concerns integrating TiledMLP for memory reduction. Similar high-level motivation is not enough to treat them as the same issue." + "reason": "Reject: these are different feature requests for different subsystems. One asks for a `from_pretrained()` flag for fused logits loss / FLCE, while the other is about integrating TiledMLP to reduce memory footprint. No shared files, targets, or concrete code-path overlap." } ] }, @@ -20784,8 +20791,8 @@ "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": [ @@ -20795,12 +20802,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "7a224ea4bb1b90a8caf4b45e9908faeb3269590962a7a11e99baa0101523128e", + "prepared_review_unit_hash": "c51fe19bb29d5b08e9d7800d752541f775c59ba445c0a4caba4639b669c6bf87", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20808,7 +20815,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20817,18 +20824,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers.", - "confidence": 0.94, - "canonical_issue_reason": "issue #43598 is the broader Trainer customizability problem and is the better representative for this cluster.", + "summary": "These two closed issues both mention custom trainers and Trainer behavior, but they address different concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the better canonical issue because it is more specific and self-contained around a Trainer customization point (`remove_unused_column`).", "canonical_pr_reason": null, - "best_issue_reason": "issue #43598 is the clearest standalone issue to keep as the representative item; it focuses on a specific Trainer customization behavior rather than a narrower metric-estimation concern.", + "best_issue_reason": "Issue 43598 is the cleaner representative of the cluster since it names a concrete Trainer setting and likely corresponds to a narrowly scoped code change/request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share a general theme around custom trainers, but the underlying bugs differ: one concerns `remove_unused_column` behavior, the other concerns FLOPS estimation. They would not plausibly be merged as the same issue." + "reason": "Related to Trainer custom trainers, but they describe different underlying problems: column removal behavior vs FLOPS accounting. Not the same bug or change." } ] }, @@ -20847,8 +20854,8 @@ "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": [ @@ -20858,12 +20865,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "87d64e21cd6e66f77b7740e5bb371e91e007b4481db0c36c3b3c6b32782cc623", + "prepared_review_unit_hash": "945353db43fe4076ca88bd049fe0595a400388b3373add6237c3b9b339514065", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20871,7 +20878,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20880,18 +20887,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed feature requests about adding missing model support, but they target different Qwen variants and different registration surfaces, so they should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is broader and more central: it requests registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration, which is the main model-loading path covered by the request.", + "summary": "These are related only at the broad level of adding model support, but they target different model families and different integration points in AutoModel registration, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader and more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the best representative because it describes the general registration gap more cleanly and at a higher level than the more specialized Qwen3.5 sequence-classification request.", + "best_issue_reason": "Issue 43684 is the best representative because it describes a concrete registration gap with the widest model-class impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "They are related only at a high level: both ask for missing auto-class support, but one is for Qwen3-Omni registration in generation/model classes and the other is for Qwen3.5 sequence-classification support. Different model family, different task, and not the same concrete change." + "reason": "Different underlying requests: Qwen3-Omni auto-registration vs Qwen3.5 sequence classification support. They affect different config/model paths and are not the same bug or change." } ] }, @@ -20910,8 +20917,8 @@ "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": [ @@ -20928,79 +20935,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "14a6dc9f0d78ec8f5798a27459c5579508fbf0f296d9179fc321e7e771b1b72e", + "prepared_review_unit_hash": "23ad719a8b7907707e8cb19f23441207737aaaa16f31228586268d9ed2dcf48e", "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": 4261, + "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": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same exact title \"huggingface \" and were created close together, so they likely describe the same report; \"Fett\" looks unrelated and should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best cluster representative.", + "summary": "The two \"huggingface \" issues opened seconds apart are the strongest duplicate pair. Issue 43859 has the same title too, but it is created the next day and is less well-supported by the packet, so it should be treated as only weakly related rather than confidently merged. Issue 43835 appears separate.", + "confidence": 0.72, + "canonical_issue_reason": "43845 is the best canonical issue because it is the earliest member of the strongest exact-title pair, and the evidence for extending the cluster to 43859 is weaker.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the clearest duplicate anchor in the cluster because it is the first of the matching-title issues and has the same sparse signal as 43846 and 43859.", + "best_issue_reason": "43845 is the strongest issue anchor: it matches 43846 exactly in title and timestamp proximity, while 43859 is a weaker soft match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared evidence beyond generic soft similarity; not enough to treat as the same issue." + "reason": "Different title and no concrete shared bug details beyond weak similarity, so this is not enough to treat them as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete overlap in body, files, or targets." + "reason": "Different title and no explicit shared problem description; soft similarity alone is too weak for a duplicate merge." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete overlap in body, files, or targets." + "reason": "Different title and no evidence of the same underlying issue beyond generic similarity." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same exact title \"huggingface \" and very close creation time; they appear to be duplicate reports of the same issue." + "reason": "Same exact title and 28-second creation gap make these look like the same report." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title \"huggingface \" and the same sparse content signal; likely duplicate reports." + "accept": false, + "reason": "Same title is suggestive, but the next-day gap and weaker body match make this too uncertain to merge confidently on soft similarity alone." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title \"huggingface \" with no distinguishing evidence, so they likely refer to the same underlying issue." + "accept": false, + "reason": "Same title helps, but the next-day gap and weaker report similarity are not enough to confidently treat this as the same issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet: the three \"huggingface \" issues share the same title, while 43835 is distinct. The soft-edge decisions stay conservative enough, and the canonical/anchor choice is reasonable given the earliest matching-title report." + "accept": false, + "feedback": "The canonical cluster summary is partly grounded, but the soft-edge verdicts are too strong. Issues 43845 and 43846 are plausibly related because they share the exact title and were created 28 seconds apart. However, 43859 is created the next day, and its body length differs more substantially, so calling all three a tightly clustered duplicate set overstates the evidence. The pairwise accepts for 43845/43859 and 43846/43859 should be more conservative given the packet only provides soft_similarity evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21013,8 +21020,8 @@ "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-44371-6", "nodes": [ @@ -21039,7 +21046,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "42c6b5400baf3f2f2ed158c631a022bcff05c195287c4a4b36b1894f2e50e849", + "prepared_review_unit_hash": "499f7f56926cec863b565a87ba34c6dcc2dc6748a8d5b6570ee042bfcd2136ee", "component_budget": { "node_count": 6, "item_count": 6, @@ -21061,84 +21068,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly spammy or placeholder issues with no substantive bodies, targets, or filenames. There is no convincing duplicate cluster; the only plausibly legitimate item is #47036, but it still lacks enough detail to merge with anything else.", - "confidence": 0.92, - "canonical_issue_reason": "#47036 ('Community benchmark tip') is the only issue that looks like a real product/community report rather than spam or a placeholder title.", + "summary": "These look like unrelated low-information/spam issues rather than a coherent duplicate cluster. The only exact-match pair is two '' placeholders, but that is not enough to treat them as the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44572 is the least arbitrary anchor only because it has an exact-title twin (44573), but the group is too heterogeneous and spam-like to represent one real bug or request.", "canonical_pr_reason": null, - "best_issue_reason": "#47036 is the strongest standalone issue because it has at least some discussion activity and a plausible non-spam title.", + "best_issue_reason": "No strong global representative exists; 44572 is merely the closest anchor by repetition, not by substantive content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' with no body detail; similarity is purely superficial." + "reason": "Both are generic spam placeholders; no evidence of the same underlying bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are just '' with no actionable description or shared concrete bug." + "reason": "Both are generic spam placeholders; similarity is superficial, not a shared concrete issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a generic documentation suggestion; no evidence they describe the same issue." + "reason": "'' and a documentation suggestion are clearly different topics." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a community benchmark tip; titles are unrelated in substance." + "reason": "'' and a benchmark tip are unrelated and not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific quoted title; no shared underlying problem is visible." + "reason": "'' and 'Check out \"Google LLC\"' do not describe the same bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement and spam placeholder are not the same underlying report." + "reason": "A documentation enhancement request is not the same as a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic docs suggestion versus spam placeholder; no concrete overlap beyond being low-detail issues." + "reason": "A documentation enhancement request is not the same as a spam placeholder." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no actual bug/change description to confirm a duplicate underlying issue." + "reason": "They are identical spam titles, but there is no evidence they refer to the same underlying bug or requested change." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark tip do not point to the same concrete issue." + "reason": "Both are low-information, but they describe different content and not one concrete issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific titled issue; no shared factual content to unify them." + "reason": "Generic spam and a Google LLC mention are different artifacts, not one issue." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark tip are not evidently the same report." + "reason": "Different low-information topics; no shared underlying bug/change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus quoted-title issue; similarity is too weak to accept." + "reason": "Different low-information topics; no shared underlying bug/change." } ] }, @@ -21157,8 +21164,8 @@ "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": [ @@ -21168,7 +21175,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "978cef8bedb0ac4b1580c77c2b2cae0ba35d8070ec1f89acd30dc9b37c723a28", + "prepared_review_unit_hash": "b02fd13d688d4a925b223fab2813d86cbd065dfcf00014884d8399be577dc8ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -21190,24 +21197,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar, but the evidence in the packet is not strong enough to treat them as confirmed duplicates. Issue 45145 remains the best canonical issue because it is earlier and already has an inbound reference, while 45151 is best treated as a likely related/high-similarity report rather than the same report.", - "confidence": 0.78, - "canonical_issue_reason": "Pick issue 45145 because it is the earlier report and has the only inbound reference; the pair looks highly similar, but the available evidence stops short of proving the bodies are the same.", + "summary": "The cluster shows two issues with identical titles and similar-length bodies, but the evidence here is still soft and non-deterministic. I would treat them as a possible duplicate pair rather than a confirmed duplicate; #45145 is the safer canonical anchor because it is earlier and has an inbound reference.", + "confidence": 0.75, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the best cautious anchor for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45145 is the strongest issue to keep as canonical since it is the earliest submission and has slightly better linkage metadata.", + "best_issue_reason": "#45145 is the strongest representative because it is earliest and slightly better connected in the graph.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "The titles match and the bodies are similar in length, but the packet only provides soft-similarity evidence and no content-level comparison. That is enough to mark them as likely related, not enough to confirm the same underlying report." + "reason": "The packet only provides title similarity, similar body length, and a soft-similarity signal; it does not show near-identical content, and deterministic_accept is false, so this is not enough to confirm a duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The grounding is mostly fine for choosing 45145 as the earlier canonical issue, but the duplicate claim is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish that the bodies are effectively the same or that these are near-exact duplicates. Given deterministic_accept is false and there is no body-content comparison, the soft-edge verdict should be phrased more conservatively as likely related/high-similarity rather than accepted as the same report." + "feedback": "The analysis overstates the evidence. The packet only supports strong title/body-length similarity plus a soft-similarity signal; it does not show identical or near-identical bodies, and the pair is explicitly non-deterministic (`deterministic_accept: false`). The duplicate verdict should be more conservative or left unaccepted. The canonical choice of #45145 is fine as a cautious anchor because it is earlier and has an inbound reference, but the summary should avoid claiming the reports are clearly duplicates based on unshown body content." }, "evaluator_used": true, "retried": true, @@ -21277,8 +21284,8 @@ "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": [ @@ -21288,7 +21295,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "ee8bb7b005f91e42334abeb9359a2a8e4977ffb7c359b278bdac5c6a5e8a3cf2", + "prepared_review_unit_hash": "12ece501337dc2db3059e243d22d16350b45ec2f980866ae278c22447a7a231b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21310,18 +21317,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates or the same underlying bug/change; they are empty, non-technical reports with unrelated person-name titles and no shared targets or file/context evidence.", + "summary": "The two closed issues look unrelated and low-information (personal names with dates, no bodies, no shared targets/files), so they should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: these tickets do not describe the same underlying bug or request, and there is no shared technical context to anchor a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global representative; both are essentially standalone, content-free entries, so there is no meaningful best issue for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are different personal-name/date strings, both bodies are empty, and there is no issue text, target, or file evidence indicating the same problem." + "reason": "Different personal-name/date titles with empty bodies and no shared evidence; they do not appear to be the same issue." } ] }, @@ -21340,8 +21347,8 @@ "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": [ @@ -21351,7 +21358,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "24a2775658124d1e4c1fc43b8a847c345fd5acc1d0ed90ae98b1eef46b342df4", + "prepared_review_unit_hash": "ace4ee741aaa89b691b5f6b75ac801421609397ede9576d398fb08a85ea7b540", "component_budget": { "node_count": 2, "item_count": 2, @@ -21373,8 +21380,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated low-information posts with different personal names and dates; there is no evidence they describe the same bug or request.", - "confidence": 0.98, + "summary": "The two issues are both empty-context, name-and-date-only entries, but they do not describe the same bug or change and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21384,7 +21391,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates, no shared technical content, filenames, targets, or discussion indicating the same underlying issue." + "reason": "Both are minimal personal-name/date entries with no problem description, but the names and dates differ and there is no evidence they refer to the same underlying issue." } ] }, @@ -21403,8 +21410,8 @@ "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": [ @@ -21414,12 +21421,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "80134418e8ab62e42899f5817d78f7108debb7639bb178131940f856e87447cd", + "prepared_review_unit_hash": "09a77056feb4e726186330e3d01e14b1abea22a2369a2ee7abcbe1a08d7592ca", "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 }, @@ -21427,7 +21434,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21436,18 +21443,18 @@ "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 requests FP8 training support. They do not describe the same bug or change.", + "summary": "These two issues are not duplicates: one requests a new Qwen3.5 token-classification/value-model class, while the other asks for FP8 training support. They touch different features and code paths.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #46295 is the broader, more central request in this cluster; it is a platform capability request with broader impact, whereas #45810 is a specific model-class feature request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45810 is the more concrete, self-contained feature request, but it is not a duplicate of issue:46295.", + "best_issue_reason": "#46295 is the better representative issue because it is the broader and more generally actionable request; #45810 is narrower and unrelated in scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and code paths: model class addition vs. FP8 training support. No evidence they are the same underlying request." + "reason": "Different underlying requests: model-class support for Qwen3.5 token classification vs FP8 training support. No shared code path or concrete duplicate evidence." } ] }, @@ -21466,8 +21473,8 @@ "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": [ @@ -21487,12 +21494,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "1edc98a6eb64e481cae45849d7161611fd7d00bcb54f5cd108da3cd9b3e1e5d1", + "prepared_review_unit_hash": "946706a3de069d2ae04df83ff7307aa06d82410e98bee0db088b663fc3789cd9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21500,7 +21507,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21509,66 +21516,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one duplicate set; it splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-listing request and does not match either pair.", - "confidence": 0.97, - "canonical_issue_reason": "45870 is the best canonical representative overall: it is an exact duplicate of 45871, was created first, and has slightly more discussion activity. The remaining items are either a separate exact-duplicate pair (45872/45873) or unrelated.", + "summary": "Two exact-duplicate issue pairs stand out: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset offer and does not look like the same underlying request as the example/service posts.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45870 is the best canonical issue for the \"Example: Financial time series prediction with DataForge\" pair because it is the earlier copy and has slightly more discussion activity than 45871.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest issue to keep as the representative record because it is a clean exact duplicate pair with 45871 and has the most engagement among the issues here.", + "best_issue_reason": "Issue 45870 is the best overall issue to anchor this cluster: it is an exact duplicate of 45871 and is the earliest/most active copy among the clearly duplicated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." + "reason": "Different artifact type/content: a financial dataset bundle is not the same underlying issue as a DataForge example post." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." + "reason": "Same as above; related financial theme, but not the same concrete issue/request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and apparently same content; these are duplicates of the same example request." + "reason": "Exact same title and matching body length; these look like duplicate copies of the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are financial/DataForge themed, but one is an example prediction request and the other is a scraping-service request; not the same bug/change." + "reason": "Broadly related to financial time series, but the titles describe different things and not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying requests: example prediction versus scraping-service integration." + "reason": "Broad topical similarity only; this is a different request/service combination, not a duplicate." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different underlying requests: example prediction versus scraping-service integration." + "reason": "These are about different concepts and do not describe the same concrete issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying requests: example prediction versus scraping-service integration." + "reason": "Related theme only; not the same underlying issue or change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and apparently same content; these are duplicates of the same scraping-service request." + "reason": "Exact same title and matching body length; these appear to be duplicate copies of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with identical body lengths and jaccard 1.0, while 45869 is a different dataset-bundle request. The soft-edge verdicts are conservative and consistent with the evidence. Minor wording note: \"most engagement\" is a bit stronger than the data strictly proves because 45869 ties 45870 on discussion activity, but this does not change the overall clustering call." + "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate-pair calls are supported by exact title matches and matching body lengths, and the choice of 45870 as the canonical/earlier copy is reasonable. The 45869 separateness assessment is also well supported by the title/content mismatch." }, "evaluator_used": true, "retried": false, @@ -21584,8 +21591,8 @@ "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": [ @@ -21595,7 +21602,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "a5cdf64db644aa589f18736532a1ab87bbc71fb71ec26453a6a89ef237315a08", + "prepared_review_unit_hash": "82e64712c2e5910577ff678cafd7e0dabfcc1fe0fdab38e4193e7f05a980bdd6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21617,18 +21624,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` interacting badly with linear-attention/Qwen3.5, but the reported failures differ: one is shape corruption in early initialization, the other is a `KeyError` for `linear_attention`. They look related, but not clearly the same underlying bug.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader/root behavior in static-cache early initialization and points to the linear-attention path more generally.", + "summary": "These two issues overlap around static cache + linear attention, but they describe different failure modes: one is a shape corruption / RuntimeError during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. They are related, but not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative of the cluster since it is more root-cause oriented and less tied to one specific model symptom.", + "best_issue_reason": "Issue 46439 is the better representative of the shared static-cache/linear-attention problem because it describes the concrete runtime failure path more directly and generally.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention failures, but the concrete symptoms differ too much (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) to confidently treat as the same bug." + "reason": "Do not merge: the reports point to different crash mechanisms (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`), so they are not clearly the same bug." } ] }, @@ -21647,8 +21654,8 @@ "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": [ @@ -21658,7 +21665,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "24f34d4a160e1d7463f9b8e72b91c2e456b805012d770405b0dae3a59941f529", + "prepared_review_unit_hash": "6a2601a54523f8df392dd358d005f2c587f2f61734230a3c4dce2e2290876899", "component_budget": { "node_count": 2, "item_count": 2, @@ -21680,27 +21687,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and likely describe the same Wav2Vec2CTCTokenizer v5 bug, but the packet only supports a strong similarity claim rather than a definitive duplicate determination.", - "confidence": 0.92, - "canonical_issue_reason": "Prefer issue:46552 as the canonical issue because it is open and already has inbound references, so it is the better active tracker for this bug report.", + "summary": "These are duplicate reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; issue #46552 is the better canonical tracker because it is the open, referenced copy.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open issue and already has inbound references, so it is the better live tracker for the same bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue node because it is the live, open report with existing discussion/references and matches the reported bug exactly.", + "best_issue_reason": "#46552 is the best issue because it is the active duplicate with existing references and the same full problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "They have identical titles and matching body size/content signals, so they appear to be the same underlying tokenizer bug. The evidence supports treating them as likely duplicates, though not with absolute certainty." + "reason": "Same title, same reported behavior, same likely bug; these are clear duplicates of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical issue choice is grounded: issue:46552 is open and has inbound references. However the summary and soft-edge verdict overstate the evidence slightly. The packet only shows identical titles, identical body lengths, and soft similarity; it does not prove the two issues are definite duplicates or that one is an older copy. A more conservative phrasing would be that they appear highly similar / likely duplicates, not certain duplicates." + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have identical titles and matching content signals, and #46552 is the open issue with inbound references. The duplicate/ canonical tracker call is conservative and supported." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21713,8 +21720,8 @@ "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": [ @@ -21724,7 +21731,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "9e19b050792768cdcee0f56213b3002195be090acec4fb814ef1665bb418b0c1", + "prepared_review_unit_hash": "ecc3eb10eeace34ded29a7b485216ef7f59cbac67cf228c09825745662cfe91e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21746,18 +21753,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both involve object detection training, but they describe different failure modes: a tensor size mismatch versus an out-of-memory error after several epochs in RT-DETR v2. They do not look like the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "No clear canonical duplicate exists here; the reports point to different symptoms and likely different causes.", + "summary": "These two issues describe different problems: a tensor-size mismatch during object detection training versus an out-of-memory failure after several epochs in RT-DETR v2. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46657 is the cleaner, more directly stated bug report; issue:46692 describes a different failure mode (OOM) and should not be merged into the same canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, #46657 is the cleaner standalone bug report because it names a concrete tensor-shape mismatch rather than a resource exhaustion symptom.", + "best_issue_reason": "issue:46657 is the better standalone representative because it names a concrete training error more precisely, while issue:46692 is a separate memory-pressure problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure classes: tensor shape mismatch during object-detection training vs OOM after some epochs in RT-DETR v2. The titles and available evidence do not suggest the same code-path bug." + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs out-of-memory after some epochs. They do not look like the same underlying bug." } ] }, @@ -21776,8 +21783,8 @@ "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": [ @@ -21787,7 +21794,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0f2f1e6fefe1dbc4bb79ea0d6169b60a7d9c52f824bd3310c1171e2cc69ec8ef", + "prepared_review_unit_hash": "d82d4df7ea9a50feb1c41d249b35c1c2d5ff7d46565f8288a29ff3f1affe7c71", "component_budget": { "node_count": 2, "item_count": 2, @@ -21809,18 +21816,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite model submodule and causing OOM during multi-GPU loading, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising a ValueError. They share only a broad model-loading theme.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46822 is the better representative issue for the cluster because it is open, clearly describes a concrete ZeRO-3 partitioning failure, and has the more specific underlying bug report.", + "summary": "The two issues are both model-loading failures, but they point to different root causes: ZeRO-3 partitioning with zero.Init for a composite submodule versus 4-bit auto device mapping incorrectly offloading to CPU despite available memory. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46822 is the more specific, clearly scoped bug report and best represents the ZeRO-3/zero.Init partitioning failure case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46822 is the strongest candidate overall: it is detailed, actionable, and not already closed. #46823 is closed and concerns a different loading/dispatch path.", + "best_issue_reason": "Issue 46822 is the better canonical issue for the cluster because it has a sharper failure mode and narrower root-cause description; issue 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 bugs in different code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit auto device mapping with max_memory sending modules to CPU. Shared loading context is too broad to treat as the same underlying issue." + "reason": "Reject: the titles describe different code paths and different failure mechanisms. 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM on load; 46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU, leading to a ValueError. Same broad area, but not the same bug." } ] }, @@ -21839,8 +21846,8 @@ "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-46906-14", "nodes": [ @@ -21907,310 +21914,316 @@ "issue:47037|issue:47227", "issue:47053|issue:47227" ], - "prepared_review_unit_hash": "4b33199cff52b9efb1fa3e1e591ed25df6c1e101e929a6b27b6b37e9b7eea815", + "prepared_review_unit_hash": "4e6a93eeca5e3a1b678f63a1748615fbef838e3ec90ae6c080b8c74eb2c5d8cc", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 46, - "serialized_chars": 24371, - "estimated_input_tokens": 6093, - "estimated_eval_tokens": 12442 + "serialized_chars": 24373, + "estimated_input_tokens": 6094, + "estimated_eval_tokens": 12444 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 46, - "serialized_chars": 24371, - "estimated_input_tokens": 6093, - "estimated_eval_tokens": 12442 + "serialized_chars": 24373, + "estimated_input_tokens": 6094, + "estimated_eval_tokens": 12444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are a dated series of [serge] integration failure triage issues, one per day. The high similarity is driven by a shared template/title pattern, not the same underlying bug report, so they should not be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 47227 is the latest open triage thread in the series, so it is the most current representative if one issue must be kept as the canonical thread.", + "summary": "All items are near-identical dated '[serge] integration failure triage' issues, but they read like separate daily triage reports rather than the same underlying bug/change. I\u2019d keep the newest open thread as the representative issue and reject the soft duplicate edges.", + "confidence": 0.66, + "canonical_issue_reason": "issue:47227 is the newest open triage thread, so it\u2019s the best anchor if this dated series is being collapsed into one representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47227 is open, current, and best positioned to continue accumulating references for the ongoing triage series.", + "best_issue_reason": "issue:47227 is current, open, and the latest in the sequence, making it the most useful surviving representative for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same daily triage template, but different dates and likely different failure snapshots; not the same underlying issue." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Date-stamped triage entries for different days; similarity is superficial, not a duplicate bug report." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Separate daily triage issue for another date; do not collapse distinct triage threads." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Different day in the same recurring triage series, so not the same issue." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "These are recurring daily triage reports, not one concrete bug repeated verbatim." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same template and subsystem, but different dated triage threads; not duplicates." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different dates in a triage series; no evidence they describe one identical failure." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "They are separate daily reports rather than the same underlying bug." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Different triage day, so this is a new issue thread, not a duplicate." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Both are similar triage entries, but each is tied to a distinct date and likely distinct run." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Recurring triage template only; not enough to treat as the same issue." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different day, different triage context; reject duplicate merge." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate dated triage threads in the same series, not one bug." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same pattern across days, but these are distinct integration-failure triage instances." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Different daily triage report; similarity alone is not enough." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "These correspond to different dates in the recurring triage sequence." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Not the same bug; just the same triage template reused on different days." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Separate daily issue, so do not merge as duplicates." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Different date-stamped triage thread; no concrete same-code-path evidence." - }, - { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Same series, but each issue represents a different day's triage." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "They are similar only because of the shared template; the dates indicate distinct reports." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different triage day, so not a duplicate issue." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:46998", "accept": false, - "reason": "Same recurring triage format; distinct daily report." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Different day and likely different failing run; reject." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Recurring daily triage issues, not one underlying bug." - }, - { - "left": "issue:47037", - "right": "issue:47053", - "accept": false, - "reason": "Different dates in the same series; insufficient to merge." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Separate day-specific triage thread." - }, - { - "left": "issue:47037", - "right": "issue:47102", - "accept": false, - "reason": "These are distinct dated triage issues, not a single fixable bug." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:47037", - "right": "issue:47182", + "right": "issue:47053", "accept": false, - "reason": "Same template, but different day and therefore different incident thread." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47037", - "right": "issue:47227", + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "One is an older closed triage entry; the other is the newer active day, so they are not duplicates." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { "left": "issue:47049", - "right": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Different day in the triage sequence; similar wording is expected and not sufficient for duplicate status." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47049", + "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "They are separate daily triage reports, not the same failure report." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47049", + "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Different dated triage issue; do not conflate recurring reports with duplicates." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47049", - "right": "issue:47120", + "left": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "Same recurring integration-triage pattern, but different day and likely different run." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47053", + "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Different dated triage threads; no concrete same underlying bug evidence." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47053", + "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Separate day-specific triage report." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47053", - "right": "issue:47120", + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "Shared template only; these are not the same issue." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47053", + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Different daily triage entry, not a duplicate bug." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47053", - "right": "issue:47227", + "left": "issue:47102", + "right": "issue:47120", "accept": false, - "reason": "Distinct date-stamped triage thread; reject duplicate merge." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47091", - "right": "issue:47102", + "left": "issue:47120", + "right": "issue:47227", "accept": false, - "reason": "Same series of daily triage issues, but not the same underlying problem." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47102", + "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "Different day and different triage snapshot; not duplicates." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47102", - "right": "issue:47182", + "left": "issue:47049", + "right": "issue:47120", "accept": false, - "reason": "Recurring triage template only; separate issues." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47102", + "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Latest issue is a new day's triage thread, so it should remain distinct." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47120", + "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Both are daily triage entries, but each corresponds to a different date and incident context." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47120", + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47102", "right": "issue:47227", "accept": false, - "reason": "Different days in the triage series; do not treat as duplicates." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." }, { - "left": "issue:47182", + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47053", "right": "issue:47227", "accept": false, - "reason": "Separate dated triage issues; similarity is only at the template level." + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." } ] }, @@ -22229,8 +22242,8 @@ "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-46983-2", "nodes": [ @@ -22240,7 +22253,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "4f42bf1966e2c637d0bfb66dfc8374980c4b15ba1fb52320b5c27226bdb6127e", + "prepared_review_unit_hash": "ae6c383dda634b0689ada195b3f03d899cf235ac2c8168725bf983cb3ed285b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22262,27 +22275,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two near-identical closed issues requesting RWKV7 model support; they appear to be duplicate reports of the same feature request.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46983 is a clean canonical choice because it is the earlier of the two identical titles and likely the first report of the request.", + "summary": "The two closed issues have identical titles and strong soft-similarity, so they are highly likely duplicate feature requests for RWKV7 model support. #46983 is the better canonical thread because it was opened first.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46983 is the earlier of two highly similar requests with the same title, so it is the best canonical thread for RWKV7 model support.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is the best representative since it matches #46984 on title and likely body intent, with no evidence of a distinct scope.", + "best_issue_reason": "Issue #46983 is the best issue candidate because it was created first and appears to represent the same request as #46984.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, highly similar content, and no signals of different scope; these are duplicate requests for RWKV7 support." + "reason": "The issues share an identical title and strong similarity signal, which is enough to treat them as likely duplicates, though the evidence is limited and not definitive." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: both items are closed issues with the same title, and the only pair evidence is soft similarity with a high Jaccard score. The canonical choice of the earlier issue is reasonable, and the duplicate/near-identical framing is conservative enough given the available data." + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is a bit too definitive for the evidence available. We only have identical titles plus a soft similarity signal (no body text or explicit linkage), so calling it a \"true duplicate pair\" and saying it is \"almost certainly\" the same request overstates the packet. A more conservative verdict would be that the issues are highly similar / likely duplicates, with #46983 as the earlier canonical thread." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22295,8 +22308,8 @@ "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-47007-2", "nodes": [ @@ -22306,7 +22319,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "b8e80dbab8310399f28f50521e1705840141bab5082f3e121c0e787de6a7439e", + "prepared_review_unit_hash": "71a83a1d57b126eb52313401240bde92ea4b0ba5e37605eba40aab5161380d75", "component_budget": { "node_count": 2, "item_count": 2, @@ -22328,18 +22341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are topically similar AI/cybersecurity writeups, but they do not read like the same underlying bug or request. They appear to be separate article-style discussions rather than duplicate actionable reports.", - "confidence": 0.89, - "canonical_issue_reason": "Neither issue has a clear technical defect, explicit target, or unique actionable problem statement to establish one as the canonical duplicate. If forced, issue #47015 is slightly broader and more central in wording, but the pair does not look like a duplicate set.", + "summary": "The two issues are strongly topically related, but the available evidence only shows broad subject overlap around AI-based vulnerability discovery, not the same concrete bug/request. I would not merge them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #47015 is the better umbrella candidate because it is phrased as a general system/concept title, while #47007 reads more like lessons learned from a specific application. Still, this is only a weak preference, not a duplicate determination.", + "best_issue_reason": "Issue 47015 is the broader, more generic title and would be the better representative if this topic were grouped, but it is not a clear duplicate of 47007.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles overlap around AI-driven vulnerability discovery, but they describe different article-style themes and no shared concrete bug, code path, target, or fixable change. This is not strong enough to treat as the same underlying issue." + "reason": "Similar AI vulnerability-discovery topic, but the titles point to different angles (lessons from LLM use vs. novel transformer application) and there is no concrete shared bug, target, or explicit linkage to justify a duplicate merge." } ] }, @@ -22358,8 +22371,8 @@ "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-47138-2", "nodes": [ @@ -22369,12 +22382,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "df7bd1b9704080e9c7d9f9ba9bb013548edb3409616dd50181a2937b9affec88", + "prepared_review_unit_hash": "a639e8a33097517701b72b749d6e5cae094f4aee7aa3c267aa99772252a6edfd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22382,7 +22395,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22391,27 +22404,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively duplicates: same title, same apparent scope, and no distinguishing content provided. Issue #47139 is the better canonical/best issue because it has inbound references, suggesting it is the more connected discussion thread.", - "confidence": 0.99, - "canonical_issue_reason": "#47139 has the same title/scope as #47138 and has inbound references, making it the more established thread to keep as canonical.", + "summary": "These two open issues are highly similar and very likely duplicates: they share the same title, the same body length, and a strong soft-similarity signal. The evidence is enough to treat them as the same bug report for triage purposes, but not enough to claim the bodies are definitively identical. Issue 47139 is the better canonical choice because it already has inbound references.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 47139 is the better canonical issue because it appears to be the more-linked thread, with inbound references already pointing to it.", "canonical_pr_reason": null, - "best_issue_reason": "#47139 is the best representative of this cluster because it appears more linked/discussed while describing the same bug.", + "best_issue_reason": "Issue 47139 is the best single issue to keep as the canonical tracker since it is highly similar to 47138 and has the stronger reference footprint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Exact same title and no evidence of different scope; they appear to report the same underlying bug." + "reason": "Same title, same body length, and a very strong soft-similarity score make these highly likely duplicate reports of the same /v1 routing bug, though the available evidence does not prove the bodies are identical." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative: the packet shows identical titles, identical body length, and a soft_similarity of 1.0 with no distinguishing evidence, so treating the issues as duplicates is reasonable. Choosing #47139 as canonical/best because it has inbound references is also supported by the packet." + "accept": false, + "feedback": "The canonical-choice part is grounded, but the analysis overstates the evidence elsewhere. The packet supports that the two issues have the same title, the same body length, and a very strong soft-similarity signal; it does not directly show the bodies are identical or that they are definitively the same report. Phrasing like \"identical bodies,\" \"same content,\" and \"same exact bug report\" is too strong for the available evidence. A more conservative conclusion would be that they are likely duplicates / highly similar, with 47139 preferred as canonical because it has inbound references." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22419,7 +22432,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 3, "status": "reviewed", @@ -22427,7 +22440,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-66", + "cluster_id": "cluster-40546-67", "nodes": [ "pull_request:44517", "pull_request:44775", @@ -22476,7 +22489,7 @@ "pull_request:47234", "pull_request:47239", "pull_request:47241", - "pull_request:47242" + "pull_request:47243" ], "soft_pairs": [ "pull_request:46174|pull_request:46780", @@ -22490,6 +22503,7 @@ "pull_request:47072|pull_request:47089", "pull_request:47202|pull_request:47204", "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", "pull_request:47072|pull_request:47229", "pull_request:47108|pull_request:47202", "pull_request:47077|pull_request:47212", @@ -22498,16 +22512,15 @@ "pull_request:47234|pull_request:47241", "pull_request:47113|pull_request:47232", "pull_request:47166|pull_request:47173", - "pull_request:47204|pull_request:47242", "pull_request:44517|pull_request:47082", - "pull_request:46912|pull_request:47179", "pull_request:47035|pull_request:47202", + "pull_request:46912|pull_request:47179", "pull_request:47034|pull_request:47035", "pull_request:47163|pull_request:47173", "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", - "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", "pull_request:47069|pull_request:47089", "pull_request:46376|pull_request:47202", "pull_request:47202|pull_request:47241", @@ -22515,307 +22528,307 @@ "pull_request:47078|pull_request:47239", "pull_request:47035|pull_request:47232", "pull_request:46376|pull_request:46995", - "pull_request:47089|pull_request:47231", "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47231", "pull_request:47089|pull_request:47113", "pull_request:46995|pull_request:47181", "pull_request:47207|pull_request:47218", "pull_request:44775|pull_request:47077" ], - "prepared_review_unit_hash": "bf2533f4417e0624c5a61a8698cf8d244353a5701cfad0ea2ca6e4fc4d8dba1f", + "prepared_review_unit_hash": "acc05a50c569ce1f10a59401c8a23602ad658c522a0ef8289947aa3da40c9a27", "component_budget": { - "node_count": 66, - "item_count": 66, - "soft_pair_count": 181, - "serialized_chars": 234604, - "estimated_input_tokens": 58651, - "estimated_eval_tokens": 117558 + "node_count": 67, + "item_count": 67, + "soft_pair_count": 182, + "serialized_chars": 237422, + "estimated_input_tokens": 59356, + "estimated_eval_tokens": 118968 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 126163, - "estimated_input_tokens": 31541, - "estimated_eval_tokens": 63338 + "serialized_chars": 126376, + "estimated_input_tokens": 31594, + "estimated_eval_tokens": 63444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: docs/model-addition PRs, unrelated test updates, and several distinct bug fixes. I only see two real duplicate groups: the AIMv2/RT-DETR MPS sinusoidal-embedding fix pair, and the CohereASR training-loss double-shift trio. Everything else should stay separate.", - "confidence": 0.94, + "summary": "Mostly unrelated PRs; only the TimesFM 2.5 method-name fix looks like a true duplicate pair. The rest are either different bugs in the same subsystem or alternate implementation approaches that should not be merged as duplicates.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the full set: the items split into multiple unrelated topics, with only a couple of small duplicate subclusters.", + "canonical_pr_reason": "47229 is the clearest representative of the TimesFM 2.5 bug: it fixes the same wrong helper call in the same preprocessing path as 46834, with a precise title and matching scope.", "best_issue_reason": null, - "best_pr_reason": "No global best PR: any single choice would be arbitrary because the set is not one coherent change.", + "best_pr_reason": "47229 is the strongest single representative PR in this set because it is a narrow, concrete bugfix with the cleanest wording and appears to cover the same exact TimesFM 2.5 issue as its duplicate counterpart.", "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", - "accept": true, - "reason": "Same MPS position-embedding crash; both fix the same code path, just with different dtype handling." + "accept": false, + "reason": "Same general MPS position-embedding bug, but these are competing fixes on the same lines with different dtype strategies, not one clean mergeable change." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": false, - "reason": "Same broad symptom, but different model families and different embedding implementations; not the same concrete fix." + "reason": "Both target the same position-embedding crash, but they propose different dtype rewrites on the same code path and are alternative fixes, not a single duplicate change." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": false, - "reason": "They both touch sine embeddings, but the fixes target different code paths and model sets, so they are not duplicates." + "reason": "Related MPS embedding crash, but the proposed fixes diverge in implementation and do not look like one mergeable PR." }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": false, - "reason": "Both mention TimesFM 2.5 window_size, but one fixes a wrong method call and the other removes bad config attributes; different bugs." + "reason": "Same model family, but different bugs: one fixes a wrong method call, the other addresses an AttributeError from missing config fields." }, { "left": "pull_request:46903", "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the forward loss path." + "accept": false, + "reason": "Both address CohereASR training loss, but one uses loss_function shift_labels handling and the other is a different implementation path; not the same concrete change." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR double-shift loss bug; the loss implementation differs, but the underlying fix is the same." + "accept": false, + "reason": "Same loss bug category, but one is a shift-labels fix and the other replaces the loss computation with manual CrossEntropyLoss; too different to treat as duplicates." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss-shift bug vs a Musicgen generate typo; unrelated changes." + "reason": "Unrelated fixes: CohereASR loss computation versus a MusicGen generate() typo." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 compatibility fix vs CohereASR loss logic; no shared bug." + "reason": "Pytest-v9 compatibility change in GLM-ASR versus a CohereASR loss fix; different issues and code paths." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-template schema parsing vs AqlmConfig error-message text; unrelated." + "reason": "Chat-template enum parsing and AqlmConfig error-message cleanup are unrelated utility/docs fixes." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Different CI/docker changes: one removes a builder, the other adds exporter deps." + "reason": "Both touch docker/export tooling, but one removes a docker image builder and the other adds exporter dependencies to torch-light; different changes." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they change different pages and different content." + "reason": "Both are Japanese docs edits, but they cover different documentation changes and are not the same underlying update." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both involve export tooling, but one is docker test-image setup and the other fixes Executorch exporter internals; different bugs." }, { "left": "pull_request:47072", "right": "pull_request:47229", "accept": false, - "reason": "Chat-template schema parsing vs TimesFM preprocessing; unrelated." + "reason": "Unrelated: chat-template schema parsing versus TimesFM preprocessing method naming." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup vs docker image builder removal; different maintenance changes." + "reason": "Documentation pin-comment tweak versus docker image builder removal; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese DistilBERT docs vs kv-cache documentation; unrelated." + "reason": "Japanese doc wording/translation edits versus kv-cache documentation updates; different content." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "XPU expectation test fixes vs Qwen3Next multi-accelerator test wording; not the same change." + "reason": "Both are test updates for XPU/multi-accelerator support, but they target different model test files and different compatibility adjustments." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO model conversion support vs finegrained FP8 decode optimization; different subsystems." + "reason": "DINO conversion-mapping/model-support work versus finegrained FP8 generation optimization; unrelated." }, { "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Both are half-precision position-embedding crashes, but they fix different families and different embedding routines." + "reason": "Both mention sine-position-embedding crashes, but they fix different functions, models, and runtime conditions (MPS float64 vs torch.compile half precision)." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Audio feature/proc requirements cleanup vs Switch Transformers/T5 error-message fixes; unrelated." + "reason": "Audio feature/proc requirement fixes versus Switch Transformers error-message cleanup; unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test adjustments vs XPU expectation test updates; different test areas." - }, - { - "left": "pull_request:47204", - "right": "pull_request:47242", - "accept": false, - "reason": "ExecuTorch/ONNX setup for CPU exporter tests vs removing ExecuTorch from GPU CI; opposite CI concerns." + "reason": "Quantization test expectation changes versus XPU expectation fixes in model tests; different test concerns." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Qwen3-TTS model support vs RoMa keypoint matcher support; entirely different features." + "reason": "Qwen3-TTS model addition versus RoMa keypoint matcher support; unrelated model additions." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:47035", + "right": "pull_request:47202", "accept": false, - "reason": "RoPE test coverage vs Granite model support; unrelated." + "reason": "Neuron torch.compile backend default versus docker image builder removal; unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47202", + "left": "pull_request:46912", + "right": "pull_request:47179", "accept": false, - "reason": "Neuron compile-backend default vs docker builder removal; different areas." + "reason": "RoPE test expansion versus Granite SWA model support; different features." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Trainium experiment scripts vs a training_args default; related to Neuron but not the same bug/change." + "reason": "Both Neuron-related, but one is a training script and the other is a default backend tweak; not the same bug or change." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU tests vs general XPU expectation fixes; different test scopes." + "reason": "Paged-attention XPU tests versus generic XPU expectation fixes; related platform, but different test changes." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash linear-attention availability vs paged-attention tests; unrelated." + "reason": "Flash linear attention availability on MLU versus XPU paged-attention tests; different features entirely." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "SDPA attention dispatch for wav2vec2-family models vs packed-row varlen attention routing; different changes." + "reason": "SDPA dispatch support for wav2vec2-family audio models versus packed-row varlen attention routing; different attention changes." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:46395", + "right": "pull_request:47181", "accept": false, - "reason": "OpenVINO exporter support vs exporter-test docker dependencies; different levels of the export stack." + "reason": "Param2MoE model support versus Cosmos3 Edge model support; unrelated model additions." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Param2MoE vs Cosmos3 Edge model support; unrelated model additions." + "reason": "OpenVINO exporter implementation versus torch-light test-image dependency setup; not the same change." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "num_labels typing/None semantics vs AqlmConfig type-check error messages; unrelated." + "reason": "num_labels typing behavior versus AqlmConfig error text; unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47202", "accept": false, - "reason": "Continuous batching multimodal support vs docker image-builder removal; unrelated." + "reason": "Continuous batching multimodal support versus docker image builder removal; unrelated." }, { "left": "pull_request:47202", "right": "pull_request:47241", "accept": false, - "reason": "Docker/CI maintenance vs DETR-family compile crash fixes; unrelated." + "reason": "Docker build cleanup versus DETR-family compile fix; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different attention features: SDPA dispatch vs flash-linear-attention availability." + "reason": "Audio SDPA dispatch and flash-linear-attention availability are different infrastructure changes." }, { "left": "pull_request:47078", "right": "pull_request:47239", "accept": false, - "reason": "Japanese wording cleanup vs tokenizer docs clarification; unrelated docs changes." + "reason": "Japanese doc wording edits versus tokenizer extra_special_tokens docs; different documentation topics." }, { "left": "pull_request:47035", "right": "pull_request:47232", "accept": false, - "reason": "Neuron compile backend default vs Switch/T5 error-message fixes; unrelated." + "reason": "Neuron compile backend default versus Switch Transformers error-message cleanup; unrelated." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support vs flash-linear-attention availability; different subsystems." + "reason": "Continuous batching multimodal support versus flash-linear-attention availability; unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47231", + "left": "pull_request:46912", + "right": "pull_request:47173", "accept": false, - "reason": "AqlmConfig validation messages vs MoonshineStreaming sliding-window bug; unrelated." + "reason": "RoPE tests versus XPU expectation fixes; different test areas." }, { - "left": "pull_request:46912", - "right": "pull_request:47173", + "left": "pull_request:47089", + "right": "pull_request:47231", "accept": false, - "reason": "RoPE test expansion vs XPU expectation fixes; different test domains." + "reason": "AqlmConfig validation messages versus MoonshineStreaming sliding-window fix; unrelated." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig error messages vs audio feature/proc requirements cleanup; unrelated." + "reason": "AqlmConfig error text versus audio requirement fixes; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47181", "accept": false, - "reason": "Flash-linear-attention availability vs Cosmos3 Edge model support; unrelated." + "reason": "Flash-linear-attention availability versus Cosmos3 Edge model support; unrelated." }, { "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Swin2SR padding logic vs test-image loading refactor; not the same bug." + "reason": "Swin2SR padding bug versus image-loading test refactor; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Docs for N-D parallelism vs Japanese DistilBERT translation; unrelated documentation work." + "reason": "Docs navigation for distributed training versus Japanese DistilBERT docs translation; unrelated." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 30, "review_unit_index": 2, "review_unit_count": 3, "status": "reviewed", @@ -22823,7 +22836,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-66", + "cluster_id": "cluster-40546-67", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22831,7 +22844,6 @@ "pull_request:46196", "pull_request:46266", "pull_request:46267", - "pull_request:46310", "pull_request:46376", "pull_request:46509", "pull_request:46836", @@ -22852,7 +22864,6 @@ "pull_request:47108", "pull_request:47113", "pull_request:47143", - "pull_request:47162", "pull_request:47163", "pull_request:47166", "pull_request:47173", @@ -22871,23 +22882,25 @@ "pull_request:47229", "pull_request:47231", "pull_request:47239", - "pull_request:47241" + "pull_request:47241", + "pull_request:47243", + "pull_request:47253" ], "soft_pairs": [ "pull_request:46509|pull_request:46995", "pull_request:47082|pull_request:47108", - "pull_request:46196|pull_request:47179", "pull_request:47089|pull_request:47229", + "pull_request:46196|pull_request:47179", "pull_request:46267|pull_request:47181", - "pull_request:47179|pull_request:47210", "pull_request:47093|pull_request:47181", + "pull_request:47179|pull_request:47210", "pull_request:44517|pull_request:46376", "pull_request:47204|pull_request:47207", "pull_request:44775|pull_request:47181", "pull_request:47077|pull_request:47210", "pull_request:47175|pull_request:47179", - "pull_request:47093|pull_request:47143", "pull_request:47204|pull_request:47231", + "pull_request:47093|pull_request:47143", "pull_request:47093|pull_request:47163", "pull_request:47229|pull_request:47231", "pull_request:47163|pull_request:47179", @@ -22895,494 +22908,452 @@ "pull_request:46836|pull_request:47218", "pull_request:46376|pull_request:47218", "pull_request:44775|pull_request:46836", - "pull_request:47077|pull_request:47239", + "pull_request:47239|pull_request:47243", "pull_request:47108|pull_request:47216", - "pull_request:46912|pull_request:47078", - "pull_request:47082|pull_request:47210", + "pull_request:47077|pull_request:47239", "pull_request:46836|pull_request:47178", + "pull_request:47082|pull_request:47210", + "pull_request:46912|pull_request:47078", "pull_request:47108|pull_request:47204", "pull_request:46957|pull_request:47216", - "pull_request:47175|pull_request:47239", "pull_request:47166|pull_request:47218", + "pull_request:47175|pull_request:47239", "pull_request:47082|pull_request:47181", "pull_request:46895|pull_request:47207", "pull_request:46912|pull_request:47082", + "pull_request:47243|pull_request:47253", "pull_request:44775|pull_request:46376", - "pull_request:47035|pull_request:47198", "pull_request:43451|pull_request:44775", + "pull_request:47035|pull_request:47198", "pull_request:47223|pull_request:47239", "pull_request:46376|pull_request:47173", "pull_request:46196|pull_request:46376", "pull_request:46196|pull_request:47223", - "pull_request:47082|pull_request:47239", - "pull_request:47035|pull_request:47113", + "pull_request:47034|pull_request:47253", "pull_request:47035|pull_request:47069", - "pull_request:47069|pull_request:47113", + "pull_request:47035|pull_request:47113", "pull_request:46266|pull_request:46376", + "pull_request:47069|pull_request:47113", + "pull_request:47078|pull_request:47243", + "pull_request:46266|pull_request:47034", "pull_request:46957|pull_request:47108", "pull_request:47069|pull_request:47082", - "pull_request:46266|pull_request:47034", "pull_request:46376|pull_request:47207", + "pull_request:47198|pull_request:47253", "pull_request:47003|pull_request:47178", "pull_request:46912|pull_request:47113", "pull_request:43451|pull_request:47078", - "pull_request:47078|pull_request:47096", "pull_request:47113|pull_request:47241", "pull_request:47175|pull_request:47207", "pull_request:44517|pull_request:47181", "pull_request:46376|pull_request:47198", "pull_request:43451|pull_request:46266", - "pull_request:47077|pull_request:47216", "pull_request:43451|pull_request:44517", + "pull_request:47077|pull_request:47216", "pull_request:47069|pull_request:47175", "pull_request:44517|pull_request:47143", "pull_request:46895|pull_request:47223", + "pull_request:47223|pull_request:47243", "pull_request:47077|pull_request:47198", "pull_request:46376|pull_request:47184", + "pull_request:46912|pull_request:47253", "pull_request:43451|pull_request:46957", - "pull_request:46957|pull_request:47096", - "pull_request:46957|pull_request:47003", - "pull_request:47175|pull_request:47223", - "pull_request:46310|pull_request:47162", - "pull_request:46310|pull_request:47231", - "pull_request:47162|pull_request:47231" + "pull_request:46957|pull_request:47096" ], - "prepared_review_unit_hash": "b82478e76d88092d8f48bc4c1f73d38351fdd0e02332d8c28139715cc886e90d", + "prepared_review_unit_hash": "4e6fedd936a5b4b34dbd70c1d429f9d8dd7ae40f1f27d0571bf29cdecaf03212", "component_budget": { - "node_count": 66, - "item_count": 66, - "soft_pair_count": 181, - "serialized_chars": 234604, - "estimated_input_tokens": 58651, - "estimated_eval_tokens": 117558 + "node_count": 67, + "item_count": 67, + "soft_pair_count": 182, + "serialized_chars": 237422, + "estimated_input_tokens": 59356, + "estimated_eval_tokens": 118968 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 72, - "serialized_chars": 136834, - "estimated_input_tokens": 34209, - "estimated_eval_tokens": 68674 + "serialized_chars": 135928, + "estimated_input_tokens": 33982, + "estimated_eval_tokens": 68220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only true duplicate cluster here is the MoonshineStreaming right-window off-by-one fix (PRs 46310, 47162, 47231). The rest are unrelated model additions, docs changes, tests, or distinct bug fixes despite some superficial similarity.", - "confidence": 0.98, + "summary": "These PRs are a heterogeneous mix of model additions, documentation tweaks, test updates, and isolated bug fixes. The soft-similarity edges are mostly superficial (shared subsystems or similar wording) and do not indicate the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46310 is the cleanest canonical anchor: it is the earliest direct fix for the MoonshineStreaming sliding-window right-bound bug and matches the shared issue target 46305; the other two are later variants of the same patch.", + "canonical_pr_reason": "No single canonical PR stands out: the set spans unrelated features and fixes, so there is no common change to deduplicate around.", "best_issue_reason": null, - "best_pr_reason": "PR 46310 is the best overall representative of the duplicate set because it fixes the exact code-path bug with the smallest, most direct change set.", + "best_pr_reason": "No global best PR for duplicate triage; the items are too diverse to share one canonical target.", "soft_edge_verdicts": [ { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Different features: Nemotron Omni model support vs MLU support for flash linear attention." + "reason": "Model support vs availability helper tweak; unrelated changes." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model support and a docs workflow comment tweak are unrelated changes." + "reason": "RoMa model addition and a doc-builder comment are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47179", + "left": "pull_request:47089", + "right": "pull_request:47229", "accept": false, - "reason": "Different model families and problems: SDPA dispatch support for audio models vs Granite-SWA model support." + "reason": "Different bug fixes in different modules; not the same code path." }, { - "left": "pull_request:47089", - "right": "pull_request:47229", + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "Unrelated fixes: AqlmConfig error messages vs a TimesFM 2.5 preprocessing method-name bug." + "reason": "SDPA dispatch work vs Granite model support; no shared bug." }, { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing refactor and Cosmos3 Edge model support are different code paths." + "reason": "Serve chat parsing and Cosmos3 Edge support are unrelated." }, { - "left": "pull_request:47179", - "right": "pull_request:47210", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "Granite-SWA model support and packed-SDPA varlen routing are unrelated changes." + "reason": "Different model additions for different architectures; not duplicates." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "Both add model support, but for different models with different implementation work." + "reason": "Granite model support vs packed-SDPA routing; unrelated changes." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3-TTS model support and multimodal continuous batching are not the same bug or feature." + "reason": "Qwen3 TTS support and multimodal continuous batching are separate features." }, { "left": "pull_request:47204", "right": "pull_request:47207", "accept": false, - "reason": "Different areas: docker image dependency setup vs Swin2SR padding logic." + "reason": "Exporter test deps vs Swin2SR padding fix; different problems." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Docs-only N-D parallelism navigation changes do not duplicate Cosmos3 Edge model support." + "reason": "Docs-only parallelism rename vs a model support PR; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese docs translation work is unrelated to packed SDPA varlen attention routing." + "reason": "Japanese docs translation and SDPA varlen routing are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation updates are unrelated to Granite-SWA model support." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47143", - "accept": false, - "reason": "OpenPangu-V2 model support and NeuCodec support are distinct model-addition PRs." + "reason": "CI expectation updates vs a new model support PR; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47231", "accept": false, - "reason": "Docker test dependencies and MoonshineStreaming sliding-window logic are unrelated." + "reason": "Docker export deps vs MoonshineStreaming window fix; unrelated." }, { "left": "pull_request:47093", - "right": "pull_request:47163", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model support PRs for different models; not duplicates." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 model support and XPU paged-attention test coverage are different changes." + "reason": "XPU test updates and Cosmos3 Edge support target different areas." }, { "left": "pull_request:47229", "right": "pull_request:47231", "accept": false, - "reason": "Both touch TimesFM/Moonshine-adjacent code only superficially; they fix different methods in different models." + "reason": "TimesFM preprocessing fix and MoonshineStreaming window bug are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "XPU paged-attention test coverage does not duplicate Granite-SWA model support." + "reason": "Test-only XPU change vs Granite model support; no shared underlying bug." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO conversion/modernization work is unrelated to compressed-tensors fp8 support." + "reason": "DINO modernization/conversion mapping and compressed-tensors fp8 are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support and image-loading test refactors are different kinds of changes." + "reason": "Unlimited OCR support vs test image loading refactor; different scopes." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Multimodal continuous batching and test image-loading refactoring are not the same underlying fix." + "reason": "Continuous batching support and image-loading test refactor are not the same change." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Docs navigation updates do not duplicate Unlimited OCR model support." + "reason": "Docs-only parallelism rename vs Unlimited OCR model support; unrelated." + }, + { + "left": "pull_request:47239", + "right": "pull_request:47243", + "accept": false, + "reason": "Tokenizer docs clarification and Exporter fixes do not share a concrete bug." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Doc-builder pin comment and compressed-tensors work are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47239", "accept": false, - "reason": "Japanese docs translation and tokenizer docs wording are separate documentation edits." + "reason": "Japanese docs wording and tokenizer docs clarification are separate documentation edits." }, { - "left": "pull_request:47108", + "left": "pull_request:47181", "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder pin comment cleanup is unrelated to compressed-tensors fp8 support." + "reason": "Cosmos3 Edge support and compressed-tensors fp8 target different subsystems." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test updates and Japanese wording/doc translation changes are unrelated." + "reason": "RoPE test changes and Japanese docs wording are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:47035", + "right": "pull_request:47198", "accept": false, - "reason": "RoMa model support and packed SDPA routing are different subsystems." + "reason": "Torch-compile backend default and vLLM backend support address different runtime issues." }, { - "left": "pull_request:46836", - "right": "pull_request:47178", + "left": "pull_request:47035", + "right": "pull_request:47069", "accept": false, - "reason": "Unlimited OCR support and SigLIP path fixes are unrelated changes." + "reason": "Neuron compile backend and num_labels typing are unrelated fixes." }, { - "left": "pull_request:47108", - "right": "pull_request:47204", + "left": "pull_request:47035", + "right": "pull_request:47113", "accept": false, - "reason": "Dependabot-friendly workflow comment edits are unrelated to exporter-test Docker dependencies." + "reason": "Neuron compile default vs audio feature/proc requirements are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47216", + "left": "pull_request:46266", + "right": "pull_request:46376", "accept": false, - "reason": "Finegrained FP8 kernel optimization and compressed-tensors fp8 support are different features, not one code-path fix." + "reason": "DINO modernization and continuous batching are different changes." }, { - "left": "pull_request:47175", - "right": "pull_request:47239", + "left": "pull_request:47069", + "right": "pull_request:47175", "accept": false, - "reason": "Olmo3 CI expectation tuning and tokenizer docs clarification are unrelated." + "reason": "Configuration typing change vs OLMo3 CI expectation updates; not duplicates." }, { - "left": "pull_request:47166", - "right": "pull_request:47218", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "Quantization test expectation updates are unrelated to image-loading test refactors." + "reason": "Japanese docs wording and Exporter fixes are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47181", + "left": "pull_request:46376", + "right": "pull_request:47184", "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are distinct model additions." + "reason": "Multimodal continuous batching and Qwen3Next/Videomt test adjustments are different work." }, { - "left": "pull_request:46895", - "right": "pull_request:47207", + "left": "pull_request:46957", + "right": "pull_request:47108", "accept": false, - "reason": "CohereASR training-loss fix and Swin2SR padding fix address different bugs." + "reason": "Finegrained FP8 kernel tuning and a doc-builder comment are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:47166", + "right": "pull_request:47218", "accept": false, - "reason": "RoPE test coverage and audio feature/proc requirement fixes are unrelated." + "reason": "Quantization test expansions vs image-loading refactor; not the same bug or feature." }, { - "left": "pull_request:44775", - "right": "pull_request:46376", + "left": "pull_request:47175", + "right": "pull_request:47207", "accept": false, - "reason": "Docs navigation changes do not duplicate multimodal continuous batching work." + "reason": "OLMo3 CI expectation updates and Swin2SR padding fix are unrelated." }, { - "left": "pull_request:47035", + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Qwen3 TTS model support and Cosmos3 Edge model support are different model integrations." + }, + { + "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Neuron torch.compile backend defaulting and GPTBigCode/GPTNeoX backend support are different infrastructure changes." + "reason": "Continuous batching and GPTNeoX/GPTBigCode backend fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44775", "accept": false, - "reason": "Molmo2 model docs/support and distributed-training docs navigation are unrelated." + "reason": "Molmo2 model support and docs-only parallelism rename are unrelated." }, { - "left": "pull_request:47223", - "right": "pull_request:47239", + "left": "pull_request:47077", + "right": "pull_request:47198", "accept": false, - "reason": "TimesFM 2.5 window-size cleanup and tokenizer docs wording are unrelated." + "reason": "Japanese docs translation and backend support fixes are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47173", + "left": "pull_request:46895", + "right": "pull_request:47223", "accept": false, - "reason": "Continuous batching support and XPU test expectation fixes are different areas." + "reason": "CohereASR loss-shift fix and TimesFM AttributeError fix are different bugs." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:47223", + "right": "pull_request:47243", "accept": false, - "reason": "SDPA dispatch for audio models and multimodal continuous batching are not the same bug or change." + "reason": "TimesFM window-size fix and Executorch exporter fixes are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47223", + "left": "pull_request:46376", + "right": "pull_request:47184", "accept": false, - "reason": "Audio SDPA support and TimesFM 2.5 window-size handling are unrelated." + "reason": "Continuous batching feature work and test parameter updates are unrelated." }, { - "left": "pull_request:47082", + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "Different fix types: config typing vs test expectation update." + }, + { + "left": "pull_request:47175", "right": "pull_request:47239", "accept": false, - "reason": "RoMa model support and tokenizer docs clarification are unrelated." + "reason": "CI test data update and tokenizer docs clarification are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47113", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "Neuron compile backend defaults and audio requirements fixes target different stacks." + "reason": "Molmo2 model addition and finegrained FP8 kernel changes are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47069", + "left": "pull_request:46957", + "right": "pull_request:47096", "accept": false, - "reason": "Neutron compile backend defaults and num_labels returning None are unrelated." + "reason": "Different optimization/export areas; no shared concrete bug." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:47035", + "right": "pull_request:47253", "accept": false, - "reason": "num_labels typing change and audio requirements fixes are separate issues." + "reason": "Neuron compile backend default and tensor-parallel head sharding are different features." }, { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:47082", + "right": "pull_request:47216", "accept": false, - "reason": "DINO conversion modernization and multimodal continuous batching are unrelated." + "reason": "RoMa model addition and compressed-tensors fp8 are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47178", + "left": "pull_request:47198", + "right": "pull_request:47253", "accept": false, - "reason": "FP8 batching/kernel heuristics and SigLIP checkpoint path fixes are unrelated." + "reason": "vLLM backend support fixes and tensor-parallel validation are different code paths." }, { "left": "pull_request:47003", "right": "pull_request:47178", "accept": false, - "reason": "OpenVINO exporter work and SigLIP path fixes are different exporter/model tasks." + "reason": "OpenVINO exporter work and SigLIP path cleanup are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47078", + "left": "pull_request:46912", + "right": "pull_request:47113", "accept": false, - "reason": "Molmo2 model support and Japanese docs wording updates are unrelated." + "reason": "RoPE test tuning and audio backend requirement fixes are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:47078", "accept": false, - "reason": "Japanese docs wording and exportable kimi backend changes are unrelated." + "reason": "Molmo2 model support and Japanese docs wording are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47241", "accept": false, - "reason": "Audio requirements cleanup and DETR-family compile fix address different problems." + "reason": "Audio backend requirements and DETR-family compile fix are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "Olmo3 CI expectation changes are unrelated to Swin2SR padding logic." + "reason": "OLMo3 CI expectations and Swin2SR padding correction are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Qwen3-TTS support and Cosmos3 Edge support are separate model additions." + "reason": "Different model support additions for unrelated models." }, { "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Continuous batching support and GPTBigCode/GPTNeoX backend fixes are unrelated." + "reason": "Continuous batching and GPT backend support fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 support and DINO modernization are distinct model work." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47216", - "accept": false, - "reason": "Japanese docs translation and compressed-tensors fp8 support are unrelated." + "reason": "Molmo2 model support and DINOv2 conversion mapping are unrelated model changes." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model additions." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47175", - "accept": false, - "reason": "num_labels None typing and Olmo3 CI expectation updates are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47143", - "accept": false, - "reason": "Qwen3-TTS and NeuCodec are different model-support PRs." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47223", - "accept": false, - "reason": "CohereASR loss-shift fix and TimesFM 2.5 window-size fix are unrelated." + "reason": "Molmo2 and Qwen3 TTS are distinct model integrations." }, { "left": "pull_request:47077", "right": "pull_request:47198", "accept": false, - "reason": "Japanese translation updates and GPT backend fixes are unrelated." + "reason": "Japanese docs changes and backend support fixes are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47184", - "accept": false, - "reason": "Continuous batching support and Qwen3Next test decorator changes are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46957", - "accept": false, - "reason": "Molmo2 model support and finegrained FP8 optimization are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47096", - "accept": false, - "reason": "FP8 kernel heuristics and exportable kimi changes are different features." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47003", - "accept": false, - "reason": "FP8 decoding heuristics and OpenVINO exporter support are unrelated." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47223", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Olmo3 CI expectation changes do not duplicate TimesFM 2.5 preprocessing fixes." - }, - { - "left": "pull_request:46310", - "right": "pull_request:47162", - "accept": true, - "reason": "Both fix the same MoonshineStreaming sliding-window right-bound off-by-one in the same mask function and are mergeable as one change." - }, - { - "left": "pull_request:46310", - "right": "pull_request:47231", - "accept": true, - "reason": "Same underlying MoonshineStreaming right-context off-by-one bug; 47231 is a variant of the same fix across the same code path." - }, - { - "left": "pull_request:47162", - "right": "pull_request:47231", - "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-window bug, just patched in slightly different file sets." + "reason": "Typing/config change and audio requirements fix are unrelated." } ] }, @@ -23396,7 +23367,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 30, "review_unit_index": 3, "review_unit_count": 3, "status": "reviewed", @@ -23404,10 +23375,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-66", + "cluster_id": "cluster-40546-67", "nodes": [ "pull_request:40546", "pull_request:43451", + "pull_request:46310", "pull_request:46376", "pull_request:46509", "pull_request:46658", @@ -23415,6 +23387,7 @@ "pull_request:46836", "pull_request:46895", "pull_request:46912", + "pull_request:46957", "pull_request:46958", "pull_request:47003", "pull_request:47034", @@ -23423,6 +23396,7 @@ "pull_request:47090", "pull_request:47096", "pull_request:47143", + "pull_request:47162", "pull_request:47163", "pull_request:47166", "pull_request:47175", @@ -23435,11 +23409,18 @@ "pull_request:47219", "pull_request:47223", "pull_request:47229", + "pull_request:47231", "pull_request:47235", "pull_request:47241", - "pull_request:47242" + "pull_request:47243", + "pull_request:47253" ], "soft_pairs": [ + "pull_request:46957|pull_request:47003", + "pull_request:47175|pull_request:47223", + "pull_request:46310|pull_request:47162", + "pull_request:46310|pull_request:47231", + "pull_request:47162|pull_request:47231", "pull_request:46895|pull_request:47235", "pull_request:46895|pull_request:47090", "pull_request:47090|pull_request:47235", @@ -23456,6 +23437,7 @@ "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47143", + "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47181", "pull_request:46376|pull_request:46509", "pull_request:46509|pull_request:47163", @@ -23475,10 +23457,7 @@ "pull_request:47163|pull_request:47210", "pull_request:47077|pull_request:47181", "pull_request:47034|pull_request:47216", - "pull_request:43451|pull_request:47242", - "pull_request:47096|pull_request:47242", - "pull_request:47003|pull_request:47242", - "pull_request:47143|pull_request:47242", + "pull_request:43451|pull_request:47243", "pull_request:47143|pull_request:47210", "pull_request:47181|pull_request:47198", "pull_request:40546|pull_request:43451", @@ -23490,364 +23469,416 @@ "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", "pull_request:43451|pull_request:47181", - "pull_request:43451|pull_request:47198", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47034", "pull_request:43451|pull_request:47241", - "pull_request:47034|pull_request:47096", "pull_request:47096|pull_request:47241", "pull_request:43451|pull_request:47166", "pull_request:47096|pull_request:47166", "pull_request:43451|pull_request:47184", - "pull_request:43451|pull_request:47223", + "pull_request:43451|pull_request:47253", "pull_request:47003|pull_request:47241", "pull_request:47096|pull_request:47143", "pull_request:47003|pull_request:47143", "pull_request:47096|pull_request:47163", - "pull_request:47003|pull_request:47163" + "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "f450535019b7423249d454c7d7526ae6f08da6fabcd14302e3ffc7ce8a2f6de2", + "prepared_review_unit_hash": "5c758a0954d6208c145543274109493ecb47319c7d925ae673b4cf7da204c863", "component_budget": { - "node_count": 66, - "item_count": 66, - "soft_pair_count": 181, - "serialized_chars": 234604, - "estimated_input_tokens": 58651, - "estimated_eval_tokens": 117558 + "node_count": 67, + "item_count": 67, + "soft_pair_count": 182, + "serialized_chars": 237422, + "estimated_input_tokens": 59356, + "estimated_eval_tokens": 118968 }, "budget": { - "node_count": 32, - "item_count": 32, - "soft_pair_count": 67, - "serialized_chars": 103071, - "estimated_input_tokens": 25768, - "estimated_eval_tokens": 51792 + "node_count": 37, + "item_count": 37, + "soft_pair_count": 68, + "serialized_chars": 115786, + "estimated_input_tokens": 28947, + "estimated_eval_tokens": 58150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous mix of unrelated PRs (new model support, docs, exporter changes, CI/tests). I only see three true duplicate families: CohereASR double-shift training-loss fixes, AIMv2 image-loading test refactors, and TimesFM2_5 moving-average rename fixes. Everything else is too broad or touches different code paths.", - "confidence": 0.95, + "summary": "This is a heterogeneous cluster: most PRs are unrelated model-addition, exporter, or test/doc updates. The real duplicate groups are MoonshineStreaming off-by-one/right-window fixes, CohereASR double-shift training-loss fixes, TimesFM2.5 method-name fixes, and the Aimv2/COCO image-loading test refactor; everything else should stay separate.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR duplicate family: it states the exact double-shift bug, names the correct training target, and preserves the loss-reduction behavior in the intended code path.", + "canonical_pr_reason": "Pick pull_request:47090 as the canonical PR anchor: it is the clearest CohereASR double-shift fix, targets the shared issue 46894, and uses the intended shift_labels path instead of a broader test-only or implementation-divergent patch.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best overall representative of the only substantial duplicate cluster in this set; the remaining items are mostly unrelated PRs rather than mergeable duplicates.", + "best_pr_reason": "pull_request:47090 is the best overall representative because it is a clean, self-contained bug fix from one of the true duplicate families, while the rest of the cluster is mostly unrelated churn.", "soft_edge_verdicts": [ + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Different changes: FP8 decode/kernel optimization vs OpenVINO exporter support; same broad infra area only." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47223", + "accept": false, + "reason": "Different bugs: Olmo3 CI expected-output updates vs TimesFM window_size AttributeError/config cleanup." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same MoonshineStreaming bug: the sliding-window right-context off-by-one fix on the same code path." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming off-by-one/right-window fix; same underlying change, just a later variant." + }, + { + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming right-window off-by-one bug and same affected masking code." + }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift loss bug in the same forward path; these are mergeable into one fix." + "reason": "Same CohereASR double-shift training-loss bug on the same forward/loss path." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss bug against the same files and issue target." + "reason": "Same CohereASR double-shift loss bug; both fix the same code path with equivalent intent." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same underlying CohereASR training-loss double-shift fix; only the implementation detail differs." + "reason": "Same CohereASR training-loss double-shift issue; implementation differs but the bug is identical." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss-shift bug in the same code path and issue." + "reason": "Same CohereASR double-shift bug in the loss computation path." }, { "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift bug; both PRs fix the same loss computation." + "reason": "Same CohereASR loss double-shift fix; direct CE vs helper loss is an implementation detail." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift problem; could be consolidated." + "reason": "Same CohereASR training-loss bug; both patches target the same loss computation site." }, { "left": "pull_request:47218", "right": "pull_request:47219", "accept": true, - "reason": "Both refactor the same COCO image-loading test path to use HF Hub fixtures/helper loading." + "reason": "Same test-image-loading fix: both migrate integration tests away from external COCO image fetching to HF-friendly loading." }, { "left": "pull_request:46834", "right": "pull_request:47229", "accept": true, - "reason": "Same TimesFM2_5 moving-average method-name bug in the same preprocessing/modeling path." - }, - { - "left": "pull_request:47223", - "right": "pull_request:47229", - "accept": false, - "reason": "Same tracking issue, but this PR is config/test cleanup for window_size rather than the same method-call bug." + "reason": "Same TimesFM2.5 preprocessing bug: wrong moving-average method name in the window_size path." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test targets and different behavior; only broadly both are test updates." + "reason": "Unrelated test updates: quantization expected outputs vs accelerator-availability test decorators." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Unrelated fixes: RoPE test coverage versus OLMo3 CI expectation updates." + "reason": "Different test suites and different issues; no shared code-path bug." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions with no shared bug or change path." + "reason": "Both add new model support, but for different models and unrelated code paths." }, { "left": "pull_request:47035", "right": "pull_request:47241", "accept": false, - "reason": "Both involve compile-related areas, but they fix different bugs in different subsystems." + "reason": "Different fixes: Neuron torch-compile backend default vs DETR-family sine-position compile crash." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU tests and quantization test extensions are unrelated." + "reason": "Different areas: paged-attention XPU test coverage vs quantization test expectations." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and different behavior; no shared underlying bug." + "reason": "Different test concerns: paged-attention/XPU coverage vs multi-accelerator decorator cleanup." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Different model-support PRs; same broad pattern is not enough." + "reason": "Different model additions: Nemotron Omni vs NeuCodec." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "Different exporters/runtime fixes: OpenVINO exporter vs Executorch exporter serialization issues." }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions with unrelated code paths." + "reason": "Different model-support PRs for different architectures." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous-batching multimodal support and Nemotron Omni support are unrelated changes." + "reason": "Continuous batching multimodal support is unrelated to Nemotron Omni model support." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Model-support PR versus paged-attention tests; no shared bug." + "reason": "Model addition vs test coverage for paged attention; not the same change." }, { "left": "pull_request:46376", "right": "pull_request:47181", "accept": false, - "reason": "Different features and different files; not the same underlying change." + "reason": "Different changes: continuous batching multimodal support vs Cosmos3 Edge model support." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model integrations." + "reason": "Both add new models, but for different models and different implementations." }, { "left": "pull_request:46509", "right": "pull_request:46836", "accept": false, - "reason": "Different model-support PRs; too broad to be duplicates." + "reason": "Different model support additions for unrelated models." }, { "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Different model integrations with different architectures and files." + "reason": "NeuCodec and Unlimited OCR are separate model integrations, not the same bug/change." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model-support PRs with no shared bug or implementation." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are separate model additions." + "reason": "Model integration vs test coverage for paged attention; unrelated changes." }, { "left": "pull_request:46376", + "right": "pull_request:47034", + "accept": false, + "reason": "Continuous batching support and Neuron SFT experiment code are unrelated." + }, + { + "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to NeuCodec model support." + "reason": "Different model additions (Step3p7 vs NeuCodec), no shared fix." }, { - "left": "pull_request:43451", - "right": "pull_request:46509", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Different model-support PRs; same broad theme is insufficient." + "reason": "NeuCodec model support and paged-attention test updates are unrelated." }, { - "left": "pull_request:47163", + "left": "pull_request:47077", "right": "pull_request:47181", "accept": false, - "reason": "Unrelated test/feature work in different subsystems." + "reason": "Japanese docs translation vs Cosmos3 Edge model support; not the same change." }, { - "left": "pull_request:43451", - "right": "pull_request:47143", + "left": "pull_request:47034", + "right": "pull_request:47216", "accept": false, - "reason": "Molmo2 and NeuCodec are different model additions." + "reason": "Neuron fine-tuning experiment vs compressed-tensors exporter support are different efforts." }, { "left": "pull_request:43451", - "right": "pull_request:47163", + "right": "pull_request:47243", "accept": false, - "reason": "Model docs/support versus paged-attention tests; unrelated." + "reason": "Molmo2 model support and Executorch exporter fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47181", + "left": "pull_request:47143", + "right": "pull_request:47210", "accept": false, - "reason": "Different model additions, not the same change." + "reason": "NeuCodec model support vs packed-SDPA varlen routing are different code paths." }, { - "left": "pull_request:43451", + "left": "pull_request:47181", "right": "pull_request:47198", "accept": false, - "reason": "Model integration PR versus backend/export compatibility PR; different code paths." + "reason": "Cosmos3 Edge model support and GPTBigCode/GPTNeoX backend fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47096", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Molmo2 model support and exportable Kimi changes are unrelated." + "reason": "Different model integrations: VibeVoice vs Molmo2." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47175", "accept": false, - "reason": "Model support versus OpenVINO exporter work; not the same fix." + "reason": "Molmo2 model support and Olmo3 CI updates are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:47096", + "right": "pull_request:47175", "accept": false, - "reason": "Different export backends and different target models; not mergeable as one fix." + "reason": "Exportable Kimi work and Olmo3 CI updates are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47034", + "right": "pull_request:46658", "accept": false, - "reason": "Model support PR versus Neuron SFT experiment; unrelated." + "reason": "Different model-support PRs for unrelated models." }, { - "left": "pull_request:47096", - "right": "pull_request:47241", + "left": "pull_request:46658", + "right": "pull_request:47096", "accept": false, - "reason": "Exportability changes for Kimi and DETR compile fixes are different bugs." + "reason": "Step3p7 support and Kimi exportability are different changes." }, { - "left": "pull_request:47003", - "right": "pull_request:47241", + "left": "pull_request:46658", + "right": "pull_request:47003", "accept": false, - "reason": "OpenVINO exporter work and DETR compile crash fixes are unrelated." + "reason": "Step3p7 model work is unrelated to OpenVINO exporter support." }, { - "left": "pull_request:47096", + "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Exporter/model-support work for different models; no shared underlying bug." + "reason": "Molmo2 and NeuCodec are distinct model integrations." }, { - "left": "pull_request:47003", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47181", "accept": false, - "reason": "OpenVINO exporter and NeuCodec model support are unrelated." + "reason": "Molmo2 and Cosmos3 Edge are distinct model integrations." }, { - "left": "pull_request:47096", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support is unrelated to exportable Kimi changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", "accept": false, - "reason": "Exporter/model changes versus paged-attention tests; different subsystems." + "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47163", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter and paged-attention XPU tests are unrelated." + "reason": "Different export/runtime targets: OpenVINO vs Kimi exportability." }, { - "left": "pull_request:47143", - "right": "pull_request:47242", + "left": "pull_request:43451", + "right": "pull_request:47034", "accept": false, - "reason": "NeuCodec model support and Docker CI dependency removal are unrelated." + "reason": "Molmo2 model support and Neuron SFT experiment code are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47242", + "left": "pull_request:43451", + "right": "pull_request:47241", "accept": false, - "reason": "Kimi exportability and Docker CI cleanup are different changes." + "reason": "Molmo2 model support and DETR-family compile fixes are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47242", + "left": "pull_request:47096", + "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter work and Docker CI dependency removal are unrelated." + "reason": "Exportable Kimi changes and DETR compile fixes are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47210", + "left": "pull_request:43451", + "right": "pull_request:47166", "accept": false, - "reason": "NeuCodec model support and packed-SDPA routing are different problems." + "reason": "Model support work vs quantization test updates; no shared bug." }, { - "left": "pull_request:47181", - "right": "pull_request:47198", + "left": "pull_request:47096", + "right": "pull_request:47166", "accept": false, - "reason": "Cosmos3 Edge model support and GPT model backend compatibility are unrelated." + "reason": "Exportability changes and quantization test updates are unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:43451", + "right": "pull_request:47184", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model integrations." + "reason": "Molmo2 model support and accelerator test decorator changes are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47175", + "right": "pull_request:47253", "accept": false, - "reason": "Molmo2 model support and OLMo3 CI updates are unrelated." + "reason": "Model integration work and tensor-parallel validation changes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter support and DETR-family compile fixes are different code paths." }, { "left": "pull_request:47096", - "right": "pull_request:47175", + "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability and OLMo3 CI updates do not fix the same bug." + "reason": "Different model/export work: Kimi exportability vs NeuCodec support." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:47003", + "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 model support and Step-3.7 flash work are unrelated." + "reason": "OpenVINO exporter support and NeuCodec model support are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47096", + "left": "pull_request:47096", + "right": "pull_request:47163", "accept": false, - "reason": "Step-3.7 flash model work and Kimi exportability are different changes." + "reason": "Exportability changes and paged-attention test additions are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47003", + "left": "pull_request:46509", + "right": "pull_request:47096", "accept": false, - "reason": "Step-3.7 flash model work and OpenVINO exporter work are unrelated." + "reason": "Nemotron Omni model support and Kimi exportability are unrelated changes." } ] }, @@ -23861,7 +23892,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23877,7 +23908,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "eeef0155a3bb49b4349c2d93a59064a02b39e8eb77889532ff0e183bb65c086e", + "prepared_review_unit_hash": "897f48ad51b2f10004d1b2cef318a2c2f6ecfc36aab1900d10f52a0cd3e8ac67", "component_budget": { "node_count": 2, "item_count": 2, @@ -23899,18 +23930,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds covariate-based forecasting for TimesFM, the other adds DINOv3 image classification support. They touch different models, code paths, and files, so this is not a duplicate cluster.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing capabilities, so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs implement different features in different model families and are not candidates for deduplication.", + "canonical_pr_reason": "No single canonical PR: the PRs address different features in different model families and do not fix the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global best representative for the cluster because there is no shared underlying change; both are independent feature additions.", + "best_pr_reason": "If one PR must represent the cluster, choose pull_request:41224 because it has broader review activity and is more mature, but it is not a duplicate of the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates versus DINOv3 image classification support. They affect different models, filenames, and code paths, so they should not be merged as duplicates." + "reason": "Different models and different functionality: TimesFM covariates vs DINOv3 image classification. They do not fix the same code-path problem and could not be merged into one PR." } ] }, @@ -23924,7 +23955,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23987,7 +24018,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24029,142 +24060,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e4334c71c8028db2ad8378e319d9995691eb30385f15a1c563dd5e0e20b896a5", + "prepared_review_unit_hash": "bae681edc420c75fe477ab43fc985d3a0f16c39cb38e61dfda754997188d50f9", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31592, - "estimated_input_tokens": 7898, - "estimated_eval_tokens": 16052 + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31592, - "estimated_input_tokens": 7898, - "estimated_eval_tokens": 16052 + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share broad transformer-ecosystem similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` patches, both addressing the same kwargs-forwarding bug in `loss_utils.py`.", - "confidence": 0.94, + "summary": "Most PRs are unrelated one-off changes. The only clear duplicate/same-change pair is the two `fixed_cross_entropy` patches (`43251` and `43254`), both targeting the same issue and the same `src/transformers/loss/loss_utils.py` code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative for the cross-entropy kwargs fix: it explicitly targets issue 43240 and contains the more complete signature/call-site update; 43254 is a thinner variant of the same change.", + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR because it explicitly targets issue `43240`, has substantially more review activity, and its patch is the more complete/general version of the same `fixed_cross_entropy` fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative PR in the only real duplicate pair because it is the more complete fix for the same concrete bug in `fixed_cross_entropy`.", + "best_pr_reason": "`pull_request:43251` is the strongest representative of the cluster: it addresses the tracked loss-function kwargs bug directly, is reviewed more heavily, and overlaps with `43254` on the same concrete implementation change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different areas and behaviors: Mistral tokenizer method additions vs Executorch dynamic-shape export testing." + "reason": "Both touch tokenizer/export-related areas, but they solve different problems: adding missing Mistral tokenizer methods vs. adding dynamic-shape executorch export tests." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions and a new MobileLLM model are unrelated changes." + "reason": "Unrelated changes: Mistral tokenizer method additions versus adding a new MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding a new model are not the same bug or change." + "reason": "Different processor/autoload robustness work versus introducing a new model architecture." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding is unrelated to introducing MobileLLM." + "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated code changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs fix and Mistral4 test fixes do not share the same code-path problem." + "reason": "Both involve training-related code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model cleanup; not the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export coverage and Mistral4 test fixes are different test concerns." + "reason": "Executorch dynamic-shape export tests do not match the Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A dynamic export test and a new model addition are unrelated." + "reason": "Different features entirely: exportability tests versus adding a new model." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model scaffolding and config-resolution order fixes are different changes." + "reason": "New MobileLLM model addition is unrelated to the class config resolution order fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." + "reason": "Model introduction versus Falcon output-capture refactor are distinct changes." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and a model-creation skill/doc change do not fix the same concrete problem." + "reason": "MobileLLM model addition is unrelated to the model-creation skill/documentation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model code and a modeling_utils config-resolution fix do not share the same underlying bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 test fixes are different model-specific changes." + "reason": "Falcon standardized output interface refactor is not the same concrete change as Mistral4 test fixes." }, { - "left": "pull_request:44827", - "right": "pull_request:45170", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and a CLIP-family LayerNorm rename fix are unrelated." + "reason": "Falcon model refactor and model-creation skill/docs are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are separate issues in different subsystems." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and config-resolution ordering in modeling_utils are different issues." + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:45655", "accept": false, - "reason": "A model test fix and a new model-creation skill are not the same underlying change." + "reason": "Different problems: Mistral4 tests/model integration versus `cls.config` resolution order." }, { - "left": "pull_request:43823", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "New model code and a model-creation skill/documentation PR are not duplicates." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs forwarding bug by adding `weight` and `label_smoothing` support in `loss_utils.py`." + "reason": "Both PRs patch the same `fixed_cross_entropy` implementation in `src/transformers/loss/loss_utils.py` to forward supported `cross_entropy` kwargs for the same issue `43240`; these are the same underlying fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is well supported by the shared issue target and same-file kwargs-forwarding change in `loss_utils.py`, and the other pairs are reasonably rejected as unrelated or only superficially similar." + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (`43251`/`43254`) is a conservative same-file, same-issue duplicate that appears mergeable into one bugfix PR. The rejected pairs are also consistently conservative and do not overclaim overlap beyond broad topical similarity." }, "evaluator_used": true, "retried": false, @@ -24175,7 +24212,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24191,7 +24228,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "26cb750ae59ab0197f96bf2e5947f57ce62d7ec70aa3c64b905ae305ab084dbd", + "prepared_review_unit_hash": "f352bdcb249d8d442741eccc7f97e7811d50b809a1b408c4f0cfe29cf29b9cb8", "component_budget": { "node_count": 2, "item_count": 2, @@ -24213,18 +24250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action and a few related actions. They overlap in .github/workflows but do not fix the same concrete problem.", - "confidence": 0.93, + "summary": "These are related only at a very broad maintenance level: both update GitHub Actions in workflow files, but they target different action families and different concrete changes. PR 42975 is about Node 24 compatibility for several core actions; PR 42976 is about bumping Docker/build-related and other actions to newer versions. They should remain separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better cluster representative because its title and diff clearly describe the broader Node 24 compatibility upgrade across many workflows, while 42976 is a narrower action-version bump focused on docker image workflows.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative overall: it has the clearer, more specific maintenance goal and the larger, more varied workflow impact, making it the better exemplar for this cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions upgrade PRs, but they touch different action families and different concrete code paths (checkout/cache/upload-artifact vs docker/build-push-action). They are related maintenance, not the same underlying change, and would not plausibly be merged as one PR." + "reason": "Different underlying change sets: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 bumps docker/build-push-action and other workflow actions to latest versions. Shared workflow filenames are not enough to treat them as the same PR." } ] }, @@ -24238,7 +24275,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24259,7 +24296,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "9572406e5e67733623ac0e2bb66b5e611cf3b4b98c9cb3d8d3d633c328a341af", + "prepared_review_unit_hash": "ea348e442d37861b3dbd3e701f6624885b744e55f17690f7747ce34347ce4bab", "component_budget": { "node_count": 4, "item_count": 4, @@ -24281,36 +24318,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts, not duplicates. Their overlap is mostly boilerplate around docs and auto-registration, with different model names and code paths throughout.", - "confidence": 0.96, + "summary": "These are separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They overlap on boilerplate areas like docs and auto-mapping, but they do not target the same underlying bug or implement the same model change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model integrations rather than the same fix/change.", + "canonical_pr_reason": "No canonical PR: each PR introduces a different model and codepath, so none is a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "46562 is the strongest standalone PR to use as a representative only because it has the broadest integration/review activity, but it still addresses a different model than the others.", + "best_pr_reason": "42978 is the best representative PR because it is a complete model-introduction change with docs, core model files, auto-registration, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared files are just common transformer plumbing, not the same change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry boilerplate does not indicate the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Adds different models (ViT NEPA vs CTSM) with different implementation and test targets; only generic auto/docs overlap." + "reason": "They add different models (ViT NEPA vs CTSM) and touch different implementation paths." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model integrations; same subsystem edits do not indicate the same underlying PR." + "reason": "Molmo and CTSM are unrelated model introductions; overlap is only in generic infrastructure files." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are separate model-addition PRs with different model code paths and docs, so they are not duplicates." + "reason": "CTSM and Step3p7 are distinct model implementations, not the same concrete fix/change." } ] }, @@ -24324,7 +24361,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24359,7 +24396,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "d997a9943fc70734cc2fd782732e92bda72493d0719639bec259424f6c5688b1", + "prepared_review_unit_hash": "c2eaffa82f81c0a6aafe8dbbede1f4ef2260d2a1617b96ebcb645b57ff3d05d4", "component_budget": { "node_count": 7, "item_count": 7, @@ -24381,108 +24418,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs with generic titles. The only strong duplicate pair is the two YOLOS device-mismatch fixes; the others touch different subsystems or are just test/CI noise.", - "confidence": 0.96, + "summary": "The set is mostly unrelated one-off PRs across different models/subsystems. The only strong duplicate/same-bug pair is the two YOLOS device-mismatch fixes (#46886 and #46922).", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the most complete YOLOS fix: it addresses the device-mismatch in forward by moving interpolated embeddings to the hidden-state device and also keeps YOLOS blocks unsplittable for `device_map=\"auto\"`. It matches the same concrete bug as 46886 and is the best representative of that duplicate pair.", + "canonical_pr_reason": "PR #46886 is the clearest representative: it explicitly names the YOLOS device_map='auto' mismatch, links the issue, and makes the focused no_split_modules fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best global representative because it contains the actual runtime fix path, not just the supporting no-split-module tweak, and it targets the same YOLOS device-placement bug as the related PR.", + "best_pr_reason": "PR #46886 is the best overall fit because it is the most specific, issue-linked fix for the concrete YOLOS bug; the nearby #46922 patch is a close variant/overlap rather than a clearer primary.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different code paths and goals: Whisper tokenizer/test changes vs. unrelated CLIP/ViT test edits." + "reason": "Whisper tokenizer decoding logic vs. unrelated CLIP/ViT test edits; no shared underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding fixes are unrelated to FP8 dequant/core loading changes." + "reason": "Whisper timestamp decode fix and FP8/dequant loading changes are unrelated subsystems and problems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different bug families: Whisper tokenization vs. generation-config watermarking validation and broad generation/test updates." + "reason": "Whisper tokenizer decode fix vs. generation watermarking validation/cross-model test updates; different code paths." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer behavior is unrelated to YOLOS device-placement issues." + "reason": "Whisper decode behavior and YOLOS device-placement fixes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test-only edits in CLIP/ViT are not the same underlying problem as Phimoe CI integration setup." + "reason": "Bogus-looking test assertion edits in CLIP/ViT are not the same bug as the Phimoe CI memory/device harness change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Unrelated models and fixes; test assertions do not match FP8 loading/dequant logic." + "reason": "Different models and different change types; test placeholders vs. FP8 dequant/loading fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different areas: model test stubs vs. generation validation/runtime fix." + "reason": "Unrelated test-only edits vs. generation config validation/runtime fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "No concrete overlap between test file edits and YOLOS runtime device mismatch." + "reason": "Test placeholder edits are unrelated to the YOLOS runtime device-mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes are unrelated to CI memory/device-map setup for Phimoe integration tests." + "reason": "FP8 dequant/loading changes and Phimoe CI memory/job patches address different failures." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different runtime paths and bugs: FP8 quantization/dequantization vs. generation config validation." + "reason": "FP8 quantization/loading path vs. generation watermarking validation; no concrete overlap." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared underlying bug; FP8 tensor-scale padding/loading is unrelated to YOLOS device mismatch." + "reason": "FP8 dequant fix and YOLOS device mismatch are different models and code paths." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation is unrelated to CI resource limiting for Phimoe tests." + "reason": "Generation config watermarking validation and Phimoe integration CI fixes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different subsystems and failures: generation config watermarking vs. YOLOS device placement." + "reason": "Generation config validation changes do not match the YOLOS device-placement bug." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI infrastructure/test harness changes do not match a YOLOS model runtime fix." + "reason": "CI runner memory/device-map setup for Phimoe is unrelated to YOLOS model forwarding." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch under `device_map=\"auto\"`; they touch the same file, same issue target, and the changes are compatible as one combined fix." + "reason": "Both target the same YOLOS device_map='auto' mismatch in the same file/issue; one adds no_split_modules while the other adds the tensor-device cast, so they are plausibly one mergeable fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The only clearly mergeable duplicate pair is 46886/46922: both target the same YOLOS device-placement bug and the changes are compatible as a single fix. The other soft-edge rejections stay conservative and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, #46886/#46922, is supported by the shared YOLOS issue target and same-file fix; the other false verdicts are reasonable given the unrelated subsystems." }, "evaluator_used": true, "retried": false, @@ -24493,7 +24530,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24512,52 +24549,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "2ba9aa2f2cc9a1330dd75697cff6d6bd1c6ca36fc3b3d051e88af61ce8e6f8a9", + "prepared_review_unit_hash": "b56cbe42e53b3812722d955878d591883aef1e04da9cd0f057e5c0609807dcce", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6346, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6346, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated '[don't merge]' PRs: one alters packaging/setup and a test, one rewires several CI/comment workflows plus test utilities, and one changes a security-gate workflow trigger. They do not look like the same underlying fix/change set.", - "confidence": 0.92, + "summary": "Three unrelated \u201c[don\u2019t merge]\u201d PRs: one tweaks setup/dependencies and a ViT test, one rewires several CI/workflow and testing utility files, and one only changes a security-gate workflow trigger. The apparent similarity is superficial; they do not fix the same concrete bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical PR here; the three PRs target different code paths and workflow behavior rather than one shared change.", + "canonical_pr_reason": "43532 is the broadest and most central of the three, but only as a loose anchor; the PRs are not true duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #46747 is the most focused/self-contained candidate (single workflow file), so it is the least confusing representative if one must be chosen.", + "best_pr_reason": "43532 is the closest representative for the cluster because it touches the most files and the most CI-related surfaces, but it still does not match the other PRs as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/dependency/test tweaks vs. a workflow trigger change for the security gate. Same broad 'don't merge' style, but not the same concrete fix." + "reason": "Different changes: setup/dependency + test tweak vs. a single workflow trigger change. No shared concrete code-path or mergeable duplicate behavior." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One is packaging/versioning plus a model test; the other is CI/workflow and testing utility edits. Shared test filename is incidental, not a common underlying bug." + "reason": "Only superficial overlap via a ViT test file; one is packaging/dependency/version-bump work, the other is CI/workflow and utility changes." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch CI workflows, but they modify different workflows for different behaviors (comment CI/test plumbing vs. PR security gate trigger). Not mergeable as one PR." + "reason": "Both are workflow-related, but they alter different CI mechanisms and target different behavior; not the same underlying fix or change." } ] }, @@ -24571,7 +24608,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24587,12 +24624,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "68cc5361613d92034c239d0231ae49e8ef1795e92b1d9b117ea39b349e042a3f", + "prepared_review_unit_hash": "5414f32a16688b785cbd9bb54e7874f1bf0dc124ed6c9aa6c87798bd8d304583", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24600,7 +24637,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24609,18 +24646,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some boilerplate/docs plumbing, but they target different pipelines and different model/test files, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two separate feature PRs for different promptable segmentation pipelines. They share some documentation and registration scaffolding, but they target different model families, different pipeline modules, and different test suites, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the overlap is mostly shared pipeline/docs infrastructure, while the underlying feature changes are different (concept segmentation vs visual segmentation).", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader of the two and touches the larger set of model/test integrations, so it is the better representative if a single PR must be chosen.", + "best_pr_reason": "Neither PR is a better duplicate representative; both are standalone feature additions rather than two versions of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: concept segmentation vs visual segmentation. Shared docs/registry edits are boilerplate, not evidence of the same underlying change." + "reason": "Reject: they add different pipelines with different code paths, model integrations, and tests. Shared docs/registry files are just common plumbing, not the same underlying change." } ] }, @@ -24634,7 +24671,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24650,7 +24687,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e8735ade2a51b5d8eefac12530aee9cd8ccfc311ac1bd7e7ff464b7c1740434e", + "prepared_review_unit_hash": "31e38bb2bfc66e68a452bcb7ae0317b96eda1724b284ad0c81847b0ecec115b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -24672,18 +24709,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` but fix unrelated trainer extension behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers.", - "confidence": 0.97, + "summary": "Two trainer PRs share the same file but modify different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are different fixes with different code paths and would not reasonably merge into one change.", + "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, 43651 is slightly more self-contained, but the cluster does not justify a single canonical PR.", + "best_pr_reason": "PR 43651 is the more self-contained representative change: it adds _loss_is_scaled_for_ga and adjusts training_step loss scaling behavior. PR 43663 is a separate refactor of column filtering logic.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying behaviors in `Trainer`: 43651 changes loss normalization during gradient accumulation, while 43663 extracts signature-column inspection for column filtering. Shared file alone is not enough to treat them as the same fix." + "reason": "Different underlying changes in trainer.py: 43651 fixes gradient-accumulation loss scaling in training_step, while 43663 extracts _get_signature_columns for data column filtering. They are not the same concrete bug or mergeable into one PR." } ] }, @@ -24697,7 +24734,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24713,12 +24750,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "3c58d7880ed68f0a3870b768be1758a9bc33a3aeee4a951afc05222b17fca3af", + "prepared_review_unit_hash": "d9ae931ed7c2647aef42367edaa3eedcb2e446ce1238cc3ec723953bd6d8da37", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24726,7 +24763,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24735,32 +24772,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI server file and both mention TypeAdapter-related NameErrors, but they address different root causes: one is a postponed-annotation/type-hint cleanup, the other is a runtime import-availability fix for pydantic. They are related, but not the same concrete change and should remain separate.", - "confidence": 0.92, + "summary": "Both PRs address the same `TypeAdapter` runtime NameError in `src/transformers/cli/serve.py`; 43842 is the narrower, more direct fix, while 43656 is a broader typing cleanup that appears to solve the same failure mode.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more targeted fix: it directly addresses the reported NameError when pydantic is absent by guarding the TypeAdapter type import under TYPE_CHECKING and quoting the annotation.", + "canonical_pr_reason": "43842 most directly fixes the reported runtime error with a minimal change set: it avoids evaluating the `TypeAdapter` annotation at import time and only type-checks the import.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it has the clearest bug statement, explicit issue target, and a narrowly scoped code-path fix for the actual runtime failure mode.", + "best_pr_reason": "43842 is the best representative because it is the most precise, least invasive fix for the CLI `TypeAdapter` NameError and stays tightly scoped to the bug.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Reject as a duplicate pair: #43656 is about fixing TypeAdapter-related typing/name-resolution in the CLI via postponed annotations, while #43842 fixes a different concrete failure where TypeAdapter is unavailable at runtime because pydantic is not installed. Same file and similar theme, but not the same underlying bug." + "accept": true, + "reason": "Same underlying bug in the same file: both aim to \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c the `TypeAdapter` NameError in the CLI serve path. The implementation differs, but the code-path problem is the same and the changes could plausibly be merged into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file and are explicitly about the CLI `TypeAdapter` NameError. The softer claim that they address the same failure mode is supported by the titles and diffs, and the pair looks mergeable into one bugfix PR without overclaiming." + }, + "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": 12, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24826,7 +24866,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24876,8 +24916,8 @@ "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", @@ -24889,8 +24929,8 @@ "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", - "pull_request:44071|pull_request:44085", "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44086", @@ -24918,6 +24958,7 @@ "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", "pull_request:44010|pull_request:44071", "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", @@ -24936,337 +24977,378 @@ "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154", - "pull_request:44024|pull_request:44076", - "pull_request:44073|pull_request:44074" + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "374f153d2c6f8e194205d90bc8d4c54d79efab5466c72378c316d90f9110bc0a", + "prepared_review_unit_hash": "5b3cf30b21d24e5b0383e6dc892dd986bdf506bd5382475a67ad81d071a5ec45", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 76, - "serialized_chars": 84108, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76930, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76945, + "estimated_input_tokens": 19237, + "estimated_eval_tokens": 38730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of parallel, model-specific refactors for the same broader output-tracing standardization effort, not true duplicates across models. Only the GPT-Neo pair and the GPT-J pairings are close enough to be considered the same underlying change.", - "confidence": 0.81, + "summary": "This cluster is mostly a set of independent model-by-model refactors toward the same standardized output-tracing pattern. Only a few pairs are true duplicates/near-duplicates within the same GPT-J/GPT-Neo code paths; most cross-model pairs should stay separate.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative because it is a later, concrete GPT-J/CodeGen output-tracing refactor with the standardized decorator pattern and explicit issue linkage; it\u2019s the clearest canonical example of this change line.", + "canonical_pr_reason": "44722 is the strongest representative of the cluster\u2019s concrete change pattern: it is a later, broader GPT-J/CodeGen output-tracing refactor with the clearest overlap to related GPT-J PRs and the most complete implementation among the accepted duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global representative of the cluster: it targets the core GPT-J/CodeGen code path, uses the standardized tracing decorators, and appears to subsume the same work as the earlier GPT-J proposals.", + "best_pr_reason": "44722 is the best single PR to stand in for the cluster because it captures the core GPT-J tracing refactor cleanly, has the strongest mergeable overlap with related PRs, and is more representative than the smaller one-file variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same broad output-tracing theme, but different model families (CVT/FNet vs GPT-J) and different code paths." + "reason": "Different model families (CVT/FNet vs GPT-J). Same refactor theme, but not the same concrete code path." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model implementations; only the shared standardized tracing theme is common." + "reason": "Different model families (CVT/FNet vs DeBERTa v2). Shared issue target is not enough to merge these." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same model code path; they look like overlapping implementations of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066\u2019s CodeGen copy is closely tied to the GPT-J block and they could plausibly be merged together." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision models and different code paths; same refactor pattern is not enough." + "reason": "RegNet/ResNet/RT-DETR refactor vs EfficientNet refactor; same standardized-output theme, but different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models (EfficientNet vs GPT-J/CodeGen) despite similar decorator migration." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; no shared concrete bug or code path." + "reason": "GPT-J/CodeGen vs EfficientNet; not the same bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa v2 are separate implementations; too broad to treat as one duplicate change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models and different forward paths; both are refactors, not duplicates." + "reason": "GPT-J/CodeGen tracing vs MGP-STR tracing; different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are distinct code paths; only the output-tracing architecture is shared." + "reason": "GPT-J/CodeGen tracing vs MPT tracing; same pattern, but different modules and changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same file/code path and appear to implement the same refactor." + "reason": "Both are GPT-Neo output-tracing refactors on the same concrete model code path; these look mergeable into one PR." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; related pattern, not the same concrete change." + "reason": "GPT-J/CodeGen vs GPT-Neo; similar decorator migration, but not the same underlying code path." }, { - "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 different model code paths." + "reason": "GPT-Neo and GPT-J are different model implementations; too broad to combine as duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are different changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; not the same underlying bug/change." + "reason": "ResNet vs GPT-J; same broad refactor idea, but not the same code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models and code paths." + "reason": "GPT-Neo and ResNet are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model families; only the refactor style matches." + "reason": "ResNet vs MPT; different models and changes." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; same theme, different implementation." + "reason": "GPT-Neo vs Flaubert; same standardized-output theme but no shared concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; not the same model path." + "reason": "GPT-Neo vs GPT-J; not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-Neo and MGP-STR are different concrete code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MPT are different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and MGP-STR are not the same change." + "reason": "MPT and GPT-J are separate models; not mergeable as duplicates." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; the overlap is only in tracing style." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated implementations." + "reason": "GPT-J vs MGP-STR; shared theme only, not same code path." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are distinct code paths." + "reason": "GPT-2 and MGP-STR are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model code paths." + "reason": "SegFormer vs LongT5; same output-tracing initiative, but different model code." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are different models; only the refactor pattern is common." + "reason": "SegFormer vs VisualBERT; not the same concrete change." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "GPT-Neo and MPT are different models." }, { - "left": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT; same refactor style, different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR refactor vs SegFormer refactor; not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert; unrelated model implementations." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are different models and code paths." + "reason": "MPNet vs LongT5; same generic pattern, but separate changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs GPT-Neo; unrelated code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and TextNet are separate model implementations." + "reason": "RegNet/ResNet/RT-DETR vs LongT5; not mergeable as duplicates." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and MPT are distinct code paths." + "reason": "TextNet and LongT5 are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are not the same underlying change." + "reason": "GPT-Neo vs LongT5; same refactor initiative but different concrete changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model changes." + "reason": "SqueezeBERT vs MPT; unrelated model code." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and GPT2 are different model code paths." + "reason": "GPT-Neo and SpeechT5 are different model paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; same theme, different implementation." + "reason": "SqueezeBERT vs VisualBERT; same broad theme only." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "MPT and MGP-STR are unrelated." + "reason": "RegNet/ResNet/RT-DETR vs TextNet; unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different model families." + "reason": "SqueezeBERT and GPT-Neo are different models." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and VisualBERT do not share the same code path." + "reason": "SqueezeBERT vs DeBERTa v2; not the same concrete bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "DeBERTa v2 and SpeechT5 are separate model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "RegNet and LongT5 are different model code paths." + "reason": "DeBERTa v2 vs Vits; same output-tracing theme, but not a shared code path." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These are the same GPT-J/CodeGen tracing refactor family and overlap on the same source files and change pattern." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both focus on the GPT-J tracing refactor on the same code path; they are plausible duplicates/iterations of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are unrelated changes." + "reason": "GPT-J vs SpeechT5; unrelated concrete code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SqueezeBERT and MPT are different models; not mergeable as one PR." + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR; same standardized-output effort, but different model code." }, { - "left": "pull_request:44018", + "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different code paths." + "reason": "CVT/FNet vs SpeechT5; not the same bug/change." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and DeBERTa-v2 are unrelated model implementations." + "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different code paths." + "reason": "DeBERTa v2 vs Vits; different model code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; same refactor pattern only." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "VisualBERT and TextNet are unrelated model changes." + "reason": "FocalNet and ImageGPT are different model implementations; same refactor theme only." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays appropriately conservative about cross-model similarities. The accepted soft-edge pairs are the clearly mergeable same-model overlaps (GPT-Neo with GPT-Neo, GPT-J/CodeGen with GPT-J/CodeGen), and the rejected pairs correctly avoid treating shared refactor style as a duplicate signal. The representative PR choice is also supported by the evidence in the packet." + "feedback": "The summary is mostly grounded in the packet, and the soft-edge decisions are appropriately conservative. The accepted pairs are limited to closely related GPT-J/GPT-Neo variants on the same files/code paths, while the rejected pairs stay within separate model implementations. I did not see a clear overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -25277,7 +25359,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 31, + "component_count": 30, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25295,63 +25377,70 @@ "pull_request:44129" ], "soft_pairs": [ + "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "42e66151fb230ffba01ebfddd1b69642d0a52ab1260c69dd997028ead62d9c8d", + "prepared_review_unit_hash": "4289871ee4ded19f344afb89016ad374cab9d62d9b41726ce9c11124fd3bc17f", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 76, - "serialized_chars": 84108, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 6, "item_count": 6, - "soft_pair_count": 4, - "serialized_chars": 12756, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific PRs for the same broad refactor theme\u2014migrating different architectures to standardized output tracing\u2014but they do not look like duplicates of one another. Each touches a different model implementation and likely needs separate merging/review.", - "confidence": 0.94, + "summary": "These are related model-specific refactors to migrate output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they target different architectures and code paths, so they are not true duplicate PRs.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44010 is the best cluster representative: it has a clear, generic title for the shared migration pattern, decent review activity, and its diff matches the standard output-tracing refactor seen across the other PRs.", + "canonical_pr_reason": "No exact duplicate PR is present; 44129 is the best representative because it is a concrete output-tracing refactor with an explicit issue target and the same modernization pattern seen across the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44010 is the strongest single representative for the cluster because it most clearly exemplifies the standardized output-collection migration while remaining self-contained and well-reviewed.", + "best_pr_reason": "44129 is the strongest single representative: it has an explicit linked issue, a substantive implementation change, and clearly exemplifies the standardized output capture migration without being overly broad.", "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but VisualBert and TextNet are different models with different forward/output paths; not the same underlying bug or change." + }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are the same refactor pattern, but for different models (MPNet vs VisualBert). They do not fix the same concrete code path and would not plausibly be merged into one PR." + "reason": "Both modernize output tracing, but MPNet and VisualBert have distinct architectures and model-specific implementations; too broad to merge as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations (MPNet vs TextNet). The changes are similar in style but target different code paths and should stay distinct." + "reason": "Shared modernization pattern only; these are separate model implementations, not one concrete code-path fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. This is a shared modernization pattern, not the same underlying bug or change." + "reason": "RegNet and SqueezeBert are unrelated code paths; the similarity is only that both adopt standardized output tracing." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different model-specific output-tracing refactors. The SpeechT5 PR also includes a linked issue and layer-signature changes, so it is not a duplicate of the SqueezeBert migration." + "reason": "Different models and different affected forward logic; the explicit issue in 44129 does not make it the same change as SqueezeBert's refactor." } ] }, @@ -25365,7 +25454,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25431,94 +25520,94 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "2d05171ee425d3510c2e0afd69c7ee9b90daf2d6d6a28547e8e56a37559cd105", + "prepared_review_unit_hash": "a52ea9780094c0fe89afcf4fe8274f4e32a6fc675f689d09ab3135bc5525bf27", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are many similarly named but independent PRs for output-tracing refactors across different model implementations. They share a common tooling pattern, but not the same concrete bug or code change, so they should not be deduplicated together.", - "confidence": 0.91, + "summary": "These are separate model-specific output-tracing refactors with similar naming and style, but they do not share the same concrete bug or code path. They should remain distinct PRs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the most representative single item in the set: it has the broadest scope among the similarly named refactors, touches two related files, and has the most discussion activity. It is a good cluster anchor even though the PRs are not duplicates of one another.", + "canonical_pr_reason": "No single canonical PR: each change targets a different model implementation and forward path.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best overall representative because it is a substantive model-family refactor rather than a narrow one-file change, and its title/diff align closely with the recurring output-tracing pattern across the cluster.", + "best_pr_reason": "PR 44025 is the most representative because it spans a two-file model-family refactor with the same output-tracing pattern, but it still isn't a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and different code paths; same refactor theme only." + "reason": "Different model families and forward paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but for unrelated model implementations." + "reason": "Unrelated model implementations; similarity is only in output-tracing wording." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and separate implementation changes." + "reason": "Different architecture and code path; not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and unrelated forward paths." + "reason": "timm_backbone vs mamba/falcon_mamba are separate model paths, not one fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone and RWKV are unrelated model code paths." + "reason": "Different model classes and outputs plumbing; only broad thematic overlap." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations; only the refactor pattern is shared." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models, not the same underlying fix." + "reason": "MobileNetV1 and UperNet have distinct forward implementations and fix scopes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything are unrelated changes." + "reason": "Separate image-model refactors in different files; not one concrete code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and different forward implementations." + "reason": "Different wrapper/model code paths; similarity is only the refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Only similar in refactor style; not the same bug/change." + "reason": "MobileNetV1 vs speech-encoder-decoder are unrelated implementations." }, { "left": "pull_request:44000", @@ -25530,175 +25619,175 @@ "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models with separate output tracing updates." + "reason": "Different architectures; no shared concrete bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "No shared concrete code path; just a common refactor motif." + "reason": "Same refactor theme, but separate code paths in different model families." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model implementations; not mergeable as one PR." + "reason": "Distinct model implementations; not plausibly one merged fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths." + "reason": "UnivNet and UperNet are different code paths; only thematic similarity." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and different changes." + "reason": "Different model families and outputs handling; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model refactors, not the same underlying issue." + "reason": "Separate model-specific refactors; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV touch unrelated model code." + "reason": "UperNet and RWKV have unrelated implementations and fix scopes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models and different fix scopes." + "reason": "Different model code paths; same output-tracing motif only." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon Mamba and SuperPoint are unrelated implementations." + "reason": "mamba/falcon_mamba vs superpoint are unrelated model implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward signatures; not the same change." + "reason": "Different model families and forward signatures; not one duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone refactor and CodeGen refactor are unrelated." + "reason": "timm_backbone and codegen are unrelated code paths despite similar refactor wording." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models and separate output-tracing work." + "reason": "UnivNet and CodeGen are separate models with different output contracts." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen do not share the same concrete code path." + "reason": "Different architectures and implementation details; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Same broad theme, but not the same underlying change." + "reason": "Vision-text dual encoder vs CodeGen are unrelated; similarity is only in the refactor style." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are separate model implementations." + "reason": "Depth Anything family and vision encoder-decoder wrapper are separate code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; cannot plausibly merge as one PR." + "reason": "Different model families; not the same concrete bug or refactor." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different code paths and different model internals." + "reason": "Depth Anything and SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are unrelated changes." + "reason": "Different model families and output plumbing; no shared code-path bug." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models and distinct refactor targets." + "reason": "Depth Anything and DPR are distinct code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different implementations." + "reason": "Vision encoder-decoder and RWKV are unrelated model implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model code paths; only the refactor pattern matches." + "reason": "Two separate encoder-decoder wrappers; same pattern, but not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Unrelated model families." + "reason": "Vision encoder-decoder and SuperPoint are different code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and separate fixes." + "reason": "Different model families and forward/output contracts." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated." + "reason": "Speech encoder-decoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and implementation paths." + "reason": "Different models and output handling; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate models; not the same code change." + "reason": "Speech encoder-decoder and DPR are separate code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." + "reason": "SuperPoint and RWKV are unrelated model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different fix scopes." + "reason": "Different architectures and fix scopes; only broad similarity." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model code paths." + "reason": "RWKV and DPR are distinct model implementations with different output paths." } ] }, @@ -25712,7 +25801,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25728,12 +25817,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "85d3a0428931e0dbfad84ea9fdb8755d785f6d2afc01e6aec0a79c99c0195ccd", + "prepared_review_unit_hash": "bbffe608372c17035078a7211ee45c644dd869eed7638c048de5cdca1d60b1ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25741,7 +25830,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25750,18 +25839,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both model-integration additions, but for completely different models and code paths (PenguinVL vs Voxtral TTS). Their overlap is mostly shared Transformers boilerplate such as docs, auto-registration, and model package wiring.", - "confidence": 0.95, + "summary": "These two PRs are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS support. They overlap only on shared Transformers scaffolding (docs and auto-registration), which is not enough to treat them as the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the more concrete standalone change: it has an explicit tracking issue, a narrower Voxtral TTS scope, and a focused set of model/processor files and tests.", + "canonical_pr_reason": "No canonical PR for duplication: the PRs target different models, different code paths, and different feature sets.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the best representative PR in this cluster because it is tightly scoped to one model family and clearly tied to issue 45027; PR 44662 is a separate broader model implementation.", + "best_pr_reason": "PR #45401 is the better representative only because it has a clear explicit issue target and a tighter, single-feature scope; it is not a duplicate of the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these are unrelated additions for different model families and different functionality. Shared docs/auto wiring is generic boilerplate, not evidence of the same underlying bug or change." + "reason": "Reject: PenguinVL and Voxtral TTS are distinct models with different implementations; shared auto/docs files are generic integration touchpoints, not evidence of the same underlying bug or change." } ] }, @@ -25775,7 +25864,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25791,12 +25880,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "dfb46b96e0335c51cbdec2116b3db1607d28416e01678be0dd799c8027dcf55f", + "prepared_review_unit_hash": "52d4adb495e8b2919c4914857ffdd2b80648bf708b7b27ecb9c7e1a91a6e8445", "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 }, @@ -25804,7 +25893,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25813,18 +25902,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs in the same area, but they do not look like the same underlying change. #44979 adds a standalone Module Fusion API, while #45363 implements kernel-based n-to-1 fusion through KernelConfig and model-loading integration.", - "confidence": 0.87, + "summary": "These two PRs are related in theme (fusion) but not the same change: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and integration plumbing. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate here; #45363 is the stronger representative of the cluster because it is the more integrated and concrete end-to-end fusion implementation, while #44979 is a separate API scaffold.", + "canonical_pr_reason": "No canonical PR as a duplicate cluster: the PRs target different abstraction levels and different concrete functionality.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative PR for this cluster: it touches the core loading/integration path, includes an example, and appears to be the more complete feature implementation rather than just the API layer.", + "best_pr_reason": "#45363 is the more concrete, end-user-facing implementation of a specific fusion path; #44979 is a separate generic API proposal.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same concrete code-path change: #44979 introduces a generic module fusion API, whereas #45363 adds n-to-1 kernel fusion via KernelConfig and integration hooks. They could coexist rather than being merged into one PR." + "reason": "Both concern fusion, but they implement different mechanisms: a general module-fusion API vs. specific kernel fusion via KernelConfig. They are not the same underlying code change and would not be merged as one PR." } ] }, @@ -25838,7 +25927,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25854,7 +25943,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "11b6c8d4a1196abcc6c88132fa6f4a348b85e1045ab9d984ce14458beacccefc", + "prepared_review_unit_hash": "c12298f8ca5cbc8db0e782e15e13b424ed6a51cab22f15b5f345e28e9959ebd5", "component_budget": { "node_count": 2, "item_count": 2, @@ -25876,18 +25965,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same Mistral regex code path in the same file, replacing `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to fix the same AttributeError. They are duplicate fix attempts rather than separate changes; the later PR is the stronger candidate because it includes tests and fuller context.", + "summary": "Both pull requests fix the same Mistral regex patch bug in the same code path; 45317 is the more complete PR because it adds test coverage in addition to the code fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it addresses the same AttributeError fix as 45086 but is more complete, with test coverage and clearer description, making it the more merge-ready representative of the duplicate pair.", + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus a related test update, making it the more complete patch for the AttributeError in _patch_mistral_regex.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR in the cluster because it is the same concrete fix as 45086 and adds validation/tests, while 45086 is a smaller preliminary patch.", + "best_pr_reason": "45317 is the strongest representative of this change set: same underlying fix, same target issue, and additional tests that better validate the behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex` on the same code path and same file; both make the same pre-tokenizer attribute correction, so they are duplicative and could plausibly be merged into one PR." + "reason": "Same concrete bug fix in the same file and code path; 45317 is effectively an expanded version of 45086 with test coverage, so they are duplicate enough to merge as one change." } ] }, @@ -25901,7 +25990,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25917,7 +26006,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "58c9224e622d18e526fdd901e41024b374887c3c14c51b977e720177d1092431", + "prepared_review_unit_hash": "d5a8f0e1c8e09ee4e1fa336ee929b283cfcff694c149e66ccb8707bc864d9657", "component_budget": { "node_count": 2, "item_count": 2, @@ -25939,18 +26028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch NemotronH internals, but they are not the same change: one is a refactor/conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and auto-mapping changes. They should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Both PRs touch NemotronH internals, but they target different changes: one is a conversion/refactor toward GraniteMoeHybrid-compatible naming, while the other is a broader model split introducing NemotronHDense/NemotronHSparse plus docs/tests. They are related, but not the same concrete code change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, user-facing architectural change: it introduces NemotronHDense/NemotronHSparse, updates docs, auto mappings, and tests.", + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change set: it introduces the new dense/sparse model split, updates auto/model registration, and includes docs/tests. It subsumes the general NemotronH redesign more than the narrower conversion-mapping refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the stronger standalone PR for the cluster since it covers the main model-structure change, while #45115 is a narrower refactor focused on conversion mapping and inheritance cleanup.", + "best_pr_reason": "PR 45569 is the best overall PR for the cluster because it is the larger end-to-end implementation and appears to be the main feature change rather than a single supporting refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They both relate to NemotronH, but #45115 is a refactor/conversion-mapping/inheritance change and #45569 is a model split into dense/sparse variants with docs and auto-mapping updates. Different underlying changes, not the same fix." + "reason": "Shared NemotronH files are not enough here: 45115 is a structural key-rename/conversion refactor, while 45569 is a broader architecture split with new dense/sparse modules, docs, and tests. They do not look like one mergeable PR for the same bug/change." } ] }, @@ -25964,70 +26053,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 31, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45332-2", - "nodes": [ - "pull_request:45332", - "pull_request:45333" - ], - "soft_pairs": [ - "pull_request:45332|pull_request:45333" - ], - "prepared_review_unit_hash": "9a94d40e2754e51e2d909f2aff577f7a917f6de0907f9d1c43aeb2baeb9da170", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two related but distinct PRs: one adds full heterogeneous model support, the other adds only per-layer configuration support. They overlap in docs/config plumbing, but the concrete changes are not the same fix/change.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more canonical change: it includes the heterogeneous modeling path, cache/masking/integration updates, and the config work that PR #45333 is a subset of.", - "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous-model feature rather than only the configuration layer.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45332", - "right": "pull_request:45333", - "accept": false, - "reason": "Reject: the overlap is mostly docs and configuration scaffolding, but #45332 adds full heterogeneous modeling/runtime support while #45333 is limited to per-layer config. They are related, yet not the same underlying code-path change and would not plausibly merge as one PR without collapsing a larger feature into a subset." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 20, - "component_count": 31, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26043,12 +26069,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "f6d990caf682a9083f3ed85d856e4c4afe8c34b159eafecf189a75828d4a0c19", + "prepared_review_unit_hash": "44cc8519009dfa971308f58d095ba23ee6e4d980de72f565b58d6d3911055aa7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26056,7 +26082,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26065,18 +26091,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically related typing PRs, but they are not duplicates: 45415 is a broad type-checking sweep across many Transformers files, while 45425 introduces specific typing protocols and utility changes around core modeling/PEFT code.", + "summary": "These are both typing-related PRs, but they are not the same change: one is a broad type-checking sweep across many modules, while the other introduces typing helper protocols and targeted fixes in a smaller set of files.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the more coherent, self-contained typing-infrastructure change; 45415 is a much broader repository-wide typing pass with a different scope.", + "canonical_pr_reason": "PR 45425 is the more focused and concrete typing change: it adds shared typing aliases/protocols and applies them to a limited set of implementation files.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better representative of the cluster because it is narrower and centers on concrete typing abstractions, whereas 45415 is a large multi-file cleanup.", + "best_pr_reason": "PR 45425 is the best representative because its scope is narrower and more specific than the repo-wide type-checking sweep in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different underlying changes and code paths: 45415 is a broad type-checking cleanup across many files, while 45425 adds specific typing protocols and related model/PEFT plumbing. They should not be merged as one PR." + "reason": "Both are typing-related, but 45415 is a broad type-checking sweep while 45425 adds specific typing protocols and targeted fixes; they do not look like the same underlying change or a single mergeable PR." } ] }, @@ -26089,8 +26115,8 @@ }, { "label": "pull_request", - "component_index": 21, - "component_count": 31, + "component_index": 20, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26106,7 +26132,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0954dc982da7c14c4b443202866d4c0b3321bf8f89167c075047bdcdfe9a5995", + "prepared_review_unit_hash": "78d64b54d83f472500dcdbf2cf43d6e01c0f0e48176fb406cd758a543509a53a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26128,18 +26154,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same expert-parallel loading area, but they fix different failure modes: one preserves distributed_config/has_ep during Accelerate/ZeRO-3 loading, the other prevents expert parameters from being overwritten during FSDP2 shard/broadcast handling.", - "confidence": 0.93, + "summary": "Two PRs in the same EP/parallel-loading area, but they fix different bugs: one is about EP + DeepSpeed ZeRO-3 loading via accelerate, the other is about EP + FSDP2 rank-0 broadcast overwriting experts. They overlap on expert-parallel plumbing, not on the same underlying code-path failure.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate/canonical PR pair here; if one must be selected as the representative, PR #45662 is the stronger canonical candidate because it targets a specific, concrete overwrite bug with a broader code-path fix, while PR #45548 is a separate serialization/loading compatibility fix.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a more concrete, self-contained failure mode in the loading path (experts being overwritten by rank-0 broadcast) and includes the broader fix set needed for that path.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best overall representative of the cluster because it addresses a more explicit correctness bug in parameter loading and touches the core code path where the corruption occurs. PR #45548 is related to EP loading but fixes a different setup/serialization issue.", + "best_pr_reason": "PR #45662 is the strongest standalone PR to keep: it addresses a specific corruption bug in EP/FSDP2 loading and makes coordinated changes across the loading stack, unlike #45548 which is narrower and solves a different ZeRO-3/accelerate issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism and shared model-loading code, but they fix different underlying problems: one serializes distributed_config and exposes has_ep for Accelerate/ZeRO-3, while the other prevents expert parameters from being overwritten during FSDP2 loading. They are not the same change and would not be merged as one PR." + "reason": "Both concern expert parallelism, but they fix different concrete problems and code paths: ZeRO-3/accelerate loading versus FSDP2 rank-0 broadcast overwriting experts. Shared EP plumbing and a common file do not make them duplicates." } ] }, @@ -26152,8 +26178,8 @@ }, { "label": "pull_request", - "component_index": 22, - "component_count": 31, + "component_index": 21, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26169,40 +26195,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7784e21754cab89002c00ae3df28b4fc1cbd10b762ced60dadaf1708d6416d74", + "prepared_review_unit_hash": "ed5003844ce012517a6cec201ed7b0d6ed9e1ade6f8ff16b18454cbadff52cf1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4671, + "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 transformers testing utilities; PR #45645 is the broader, more complete fix, while PR #45639 covers the core code-path change only.", - "confidence": 0.93, + "summary": "Both PRs target the same underlying xdist/captured_info problem, and PR #45645 is the broader superset that also preserves CI debug logs. I\u2019d treat them as duplicates, with #45645 as the better canonical PR.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe log-file fix plus the CI workflow update needed to collect multiple captured_info artifacts, making it the most complete representation of the change.", + "canonical_pr_reason": "PR #45645 is the more complete change set: it includes the xdist-safe captured_info fix in testing_utils plus the workflow update to read all captured_info*.txt files and keep CI debug logs. It best represents the combined change.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest overall candidate: it fixes the underlying xdist collision in testing_utils and also preserves CI debug log collection, so it best captures the full intended change.", + "best_pr_reason": "PR #45645 is the strongest representative because it covers the core xdist collision fix and the downstream CI artifact handling, so it is more complete than #45639.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs address the same concrete captured_info/xdist collision bug in the same testing code path, and the workflow change in #45645 is a natural extension of the same fix rather than a separate change." + "reason": "Same concrete bug family in testing_utils around captured_info output under xdist, with #45645 clearly extending the same fix to CI artifact collection; these could plausibly be merged into one PR." } ] }, @@ -26215,8 +26241,8 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 31, + "component_index": 22, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26281,8 +26307,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 31, + "component_index": 23, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26298,7 +26324,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "9052d39e2d91fca5f6d80c3d4510675921f429437bf26e6a7c80928b558e7ae5", + "prepared_review_unit_hash": "f07610f1742f06eaea3735011e5bcd772798dabdd2e97d28f42ff574c397ee6e", "component_budget": { "node_count": 2, "item_count": 2, @@ -26320,18 +26346,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap in a few distributed/MoE files, but they are not the same change: PR 46126 is a focused EP + Trainer integration, while PR 46269 is a much broader distributed branch-base overhaul. Reject as duplicates.", - "confidence": 0.82, + "summary": "Both items are pull requests in the distributed stack, but they are not the same change set: one is a focused EP + Trainer integration PR, the other is a broad distributed branch base touching many unrelated areas. The overlap in a few distributed filenames is not enough to merge them as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more focused representation of the shared EP/trainer code path; PR 46269 is a broad umbrella branch with many unrelated distributed changes.", + "canonical_pr_reason": "PR #46269 is the broader umbrella change and looks like the better representative of the cluster; it spans the distributed branch base and includes the shared files, while #46126 is a narrower feature integration PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative because it targets the specific EP integration work, whereas PR 46269 is too broad to serve as a clean duplicate target.", + "best_pr_reason": "PR #46269 is the most canonical standalone PR in this cluster because it is the larger, more general distributed base change; #46126 is more specialized and depends on that broader direction rather than being the same concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames alone are not enough here: the diffs indicate different scopes and likely different goals. 46126 is a specific EP+Trainer feature change; 46269 is a large distributed branch-base PR with many additional edits, so they do not look like one underlying change." + "reason": "They overlap in distributed modules, but the PRs target different concrete work: #46126 adds EP + Trainer integration, while #46269 is a broad distributed branch base across many files. They do not appear mergeable into one single fix for the same bug or code-path." } ] }, @@ -26344,8 +26370,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 31, + "component_index": 24, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26399,220 +26425,256 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "5425ddd38d84d1b590a722986ec74c441b94e604a111e3bfc3d59b59dde90b60", + "prepared_review_unit_hash": "8ccac3f512796185f10220a7795b86513a6e0a30f36d2f4e955e5e577f7dca30", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26682, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26682, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "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 a collection of unrelated CI/workflow churn PRs. The soft similarity mostly comes from shared GitHub Actions/CI/security themes, but the concrete changes differ too much to treat any pair as true duplicates.", - "confidence": 0.94, + "summary": "The set is a grab bag of unrelated workflow chore PRs. Several touch the same workflow file, especially pr-ci-security-gate.yml, but they implement different security hardening changes, so they are not duplicate PRs and should not be clustered together as the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into distinct workflow updates across different files and different concerns (self-comment CI, SSH runner, benchmark/build CI, and several separate pr-ci-security-gate hardening edits).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR across the full cluster. If forced to pick a representative for one subtopic, 46554 is the most substantial pr-ci-security-gate change, but it does not represent the rest of the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes; self-comment CI stdin handling is unrelated to pr-ci-security-gate hardening." + "reason": "Different workflow files and different fixes: stdin handling in self-comment-ci vs security-gate checkout/check logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated behavior; no shared underlying bug or change." + "reason": "Unrelated CI workflow changes; one updates self-comment-ci, the other changes security-gate permissions/approval gating." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI message piping is unrelated to the reusable pr-ci-security-gate workflow note change." + "reason": "Different workflow behavior in different CI paths; not the same underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow concerns; one changes CI comment handling, the other changes secrets handling in PR security gating." + "reason": "Self-comment-ci command invocation fix is unrelated to the pr-ci-security-gate secrets change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different CI logic; not the same concrete change." + "reason": "Both are workflow chores, but they fix different scripts and code paths." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch logic." + "reason": "Different workflows and different concerns: SSH runner hardening vs benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and unrelated fixes; no shared underlying change." + "reason": "SSH-runner hardening is not the same change as anti-slop permission placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes do not overlap with reviewer-assignment checkout ref behavior." + "reason": "Different workflows; no shared concrete bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different security concerns; not one duplicate change." + "reason": "SSH-runner updates are unrelated to pr-ci-security-gate logic changes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner secret cleanup is unrelated to pr-ci-security-gate permission changes." + "reason": "Distinct workflow hardening tasks in different files." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different operational changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner environment cleanup is unrelated to security-gate secrets handling." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission scoping and benchmark dispatch are different workflow changes." + "reason": "Anti-slop permissions and benchmark trigger logic are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows; one scopes permissions, the other changes checkout ref." + "reason": "Different workflow files with unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permission changes and build-ci message parsing are unrelated." + "reason": "Anti-slop YAML vs build-ci-docker-images command handling; not the same bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Same broad CI area, but different workflow files and different fixes." + "reason": "No duplicate relationship; different workflow subsystems and purposes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref and benchmark dispatch are unrelated workflow changes." + "reason": "Assign-reviewers checkout ref and benchmark dispatch support are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different behavior; not the same underlying change." + "reason": "Different workflows and different code paths." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout ref fix is unrelated to pr-ci-security-gate hardening." + "reason": "Assign-reviewers change is unrelated to security-gate workflow hardening." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different code paths; only a loose CI similarity." + "reason": "Benchmark trigger logic and build-ci-docker-images commit-message handling are different changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch support is unrelated to the security-gate workflow edits." + "reason": "Different CI workflows with different behavior changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow tweaks, but one fixes build-ci tag detection while the other changes PR security gating." + "reason": "Same general CI area, but unrelated concrete fixes in different workflows." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-ci message handling and pr-ci-security-gate permission changes are different changes." + "reason": "Different workflows and different operational logic." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete fixes: one adds checkout/diff-based checks, the other changes permissions and approval gating." + "reason": "Both touch pr-ci-security-gate.yml, but one adds file-change checks while the other adjusts permissions/approval flow; not the same underlying bug or change." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One implements security checks directly; the other switches to a reusable workflow with review notes. Not the same change." + "reason": "Same file, but one introduces security checks and the other switches to a reusable workflow with explanatory comments." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate edits: direct workflow checks versus secrets hardening." + "reason": "Both are security-gate related, but the changes are distinct: workflow checks vs secrets inheritance tightening." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the same file, but one adjusts job permissions/approval gating while the other changes reusable-workflow wiring." + "reason": "Different modifications to the same workflow file; not a duplicate fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/gating changes are distinct from changing secrets: inherit to secrets: {}." + "reason": "Permissions/approval gating is not the same change as secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable workflow note and secrets handling are different concrete changes." + "reason": "Reusable-workflow note/update is unrelated to switching secrets: inherit to secrets: {}." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci Docker image tagging and pr-ci-security-gate reuse are unrelated workflow changes." + "reason": "Unrelated workflow changes in different files." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening is unrelated to pr-ci-security-gate workflow reuse." + "reason": "SSH-runner hardening is unrelated to pr-ci-security-gate workflow switching." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different CI/security paths; not duplicates." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner environment cleanup is unrelated to PR security gate secrets handling." + "reason": "No shared concrete code-path problem." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but different hardening changes that would not naturally merge as one duplicate PR." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different changes to the same CI workflow; not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Distinct security-gate adjustments; not the same fix." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security concerns and different edits within the reusable workflow call." } ] }, @@ -26625,8 +26687,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 31, + "component_index": 25, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26642,7 +26704,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "5236b3a104f52f47b7563852193d473afa4173fb53e97dd3c44a32b59fe4fcc4", + "prepared_review_unit_hash": "44a153919bc292e894e1fc501235b21d0a952b5591359f576ea43c60b4af0832", "component_budget": { "node_count": 2, "item_count": 2, @@ -26664,18 +26726,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct, model-specific PRs touching different tokenizer code paths: one fixes CodeLlama decode behavior, the other fixes AutoTokenizer class selection for DeepSeek checkpoints. They are not duplicates and should remain separate.", - "confidence": 0.98, + "summary": "These are both tokenizer-related PRs, but they address different bugs in different model families and code paths: CodeLlama decode stripping vs. DeepSeek-Coder/DeepSeek-LLM tokenizer-class resolution. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs address different bugs in different modules and are not mergeable into one change.", + "canonical_pr_reason": "PR 46574 is the cleaner canonical representative of the cluster because it is a narrowly scoped, self-contained fix with a direct decoder change and tests. PR 46580 is a separate auto-tokenizer routing workaround for different checkpoints.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global representative of the cluster, since the cluster is not a duplicate set. If forced, 46574 is the more self-contained tokenizer bug fix, but it should not be treated as canonical over 46580.", + "best_pr_reason": "PR 46574 is the best triage candidate: it fixes a concrete end-user decode regression in one tokenizer implementation and is easier to validate independently.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: 46574 changes CodeLlama decoder setup to preserve leading spaces on decode, while 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models loading the wrong tokenizer class. They are not the same fix and would not plausibly be one PR." + "reason": "Different problems and code paths: 46574 fixes CodeLlama decoder stripping on decode; 46580 changes AutoTokenizer checkpoint-prefix handling for DeepSeek models loading with the wrong tokenizer class. Not mergeable as one PR." } ] }, @@ -26688,8 +26750,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 31, + "component_index": 26, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26697,80 +26759,62 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46696-3", + "cluster_id": "cluster-46696-2", "nodes": [ "pull_request:46696", - "pull_request:47134", "pull_request:47215" ], "soft_pairs": [ - "pull_request:46696|pull_request:47215", - "pull_request:47134|pull_request:47215", - "pull_request:46696|pull_request:47134" + "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "a9d9108e3336554005c57acffcd57ce3f5eb1a6c2ad0e8ee866780833c6e4661", + "prepared_review_unit_hash": "323aa35e5b5b05dc5032b1782727a427b5c745f60caf2f5c68cef88cc153a4c7", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7370, - "estimated_input_tokens": 1843, - "estimated_eval_tokens": 3942 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7370, - "estimated_input_tokens": 1843, - "estimated_eval_tokens": 3942 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs cluster around a Flash Attention 2 long-context performance regression, but only one pair is a clear duplicate-level match. The broadest and best canonical PR is 47215.", - "confidence": 0.79, + "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`; #47215 looks like the broader, more complete follow-up and #46696 is a narrower subset of the same fix family.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47215 is the best representative because it is the most comprehensive fix for the regression, adds tests/benchmark coverage, and subsumes the narrower unpad-only variant.", + "canonical_pr_reason": "#47215 is the better canonical PR: it addresses the same long-context FA2 perf regression more comprehensively, includes related utility changes plus tests/benchmarking, and appears to subsume the narrower fix in #46696.", "best_issue_reason": null, - "best_pr_reason": "PR 47215 is the strongest standalone candidate: it directly addresses the perf regression, is broader in scope than the other PRs, and includes validation changes.", + "best_pr_reason": "#47215 is the best representative because it covers the broader regression fix rather than just one conditional inversion, making it the most complete standalone change for the tracked issue.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": false, - "reason": "Same tracking issue and same file, but they fix different concrete code paths: 46696 changes `_process_flash_attention_kwargs`, while 47215 changes unpad helpers. That is related, not a duplicate change." - }, - { - "left": "pull_request:47134", - "right": "pull_request:47215", "accept": true, - "reason": "Both target the same concrete regression in `modeling_flash_attention_utils.py` around eager `.item()` syncs in unpad helpers, and 47215 looks like the broader follow-up/merged version of the same fix." - }, - { - "left": "pull_request:46696", - "right": "pull_request:47134", - "accept": false, - "reason": "They share the issue and subsystem, but the fixes address different paths: one is about tracing/eager handling in flash-attn kwargs, the other about `.item()` in unpad data computation." + "reason": "Same underlying FA2 long-context decode/perf regression in the same utility module; #47215 appears to be a broader version of the same fix and could plausibly absorb #46696." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: all three PRs target the same FA2 long-context perf regression, 47134 and 47215 are plausibly the same unpad-helper bugfix family, and 46696 is a different code path in the same subsystem. The canonical choice of 47215 as the broadest representative is conservative. No pair verdict overstates the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 28, - "component_count": 31, + "component_index": 27, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26786,7 +26830,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "ca46d5e25efa0509779238356061c7734df9328bd099f462b5644fb073e13821", + "prepared_review_unit_hash": "8b6e7b4f2a755307437cfabf4631d57ccfbb81d9bc8e0ca72904cf60d441d92b", "component_budget": { "node_count": 2, "item_count": 2, @@ -26808,18 +26852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad theme level (padding-mask edge cases), but they fix different concrete bugs: one skips masking for batch-size-1 linear-attention paths, the other skips masking on continued forwards/chunked prefill in recurrent-layer masking.", - "confidence": 0.96, + "summary": "Two open PRs touch padding-mask logic, but they fix different bugs in different code paths: one for batch-size-1 linear-attention models, the other for continued forwards/chunked prefill in the recurrent masking utility. They are related in theme but not the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the cleaner representative of the cluster because it makes a focused fix in the shared masking utility and has an explicit issue target, while still addressing a concrete padding-mask bug.", + "canonical_pr_reason": "PR #47087 is the better representative of this cluster because it addresses a concrete shared utility bug with an explicit issue target and tests across recurrent models.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone PR here: it is self-contained, centralizes the logic, and targets a specific continued-forward masking failure with tests.", + "best_pr_reason": "PR #47087 is the strongest standalone candidate: it fixes a specific padding-mask regression in a central masking helper, ties to an explicit issue, and has broad model coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Do not merge: both concern padding masks, but they fix different code paths and different failure modes (batch-size-1 linear-attention vs continued-forward/recurrent masking). They are not the same underlying bug." + "reason": "Both concern padding masks, but #46773 fixes a batch-size-1 masking skip in linear-attention model forwards while #47087 fixes continued-forward/chunked-prefill masking in recurrent attention. Different code paths and bug shapes; not mergeable as one PR." } ] }, @@ -26832,8 +26876,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 31, + "component_index": 28, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26856,12 +26900,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "27c8224bc45d9f167f69fdaf28a771a6dc44ef12682e1cc0ddce6b44855a32c0", + "prepared_review_unit_hash": "bceac39728e09d7b7ebcb72dec2cc94d1777db5bb520cc7902b57e4183b11313", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11592, + "serialized_chars": 11589, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -26869,7 +26913,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11592, + "serialized_chars": 11589, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -26878,42 +26922,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all distinct fixes across different code paths: multimodal pipeline input normalization, processor placeholder validation, generation candidate length capping, stop-sequence handling, and Qwen postprocessing. The soft similarities are superficial, so none should be merged as duplicates.", - "confidence": 0.96, + "summary": "These PRs are mostly unrelated changes that only share broad multimodal or generation-adjacent vocabulary. I don\u2019t see any true duplicate pair; the soft similarities are too shallow to merge.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue is present, and none of the PRs are clear duplicates of each other. If one PR must represent the cluster, 47074 is the broadest and most actively discussed multimodal pipeline change, but it should not be treated as a duplicate canonical for the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "47074 is the best representative only in the sense that it has the most triage signal and is a self-contained pipeline fix; however, it is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different bugs in different multimodal paths: stop-sequence handling in image-text-to-text pipeline vs batched decode shape handling in Qwen Omni processors." + "reason": "Different code paths and bugs: stop-sequence handling in image-text-to-text vs batched output postprocessing in Qwen Omni." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "One normalizes AnyToAnyPipeline input keys; the other validates Gemma4 audio/image placeholder batching. Related domain, but not the same underlying bug." + "reason": "Both are multimodal pipeline-related, but they fix different concrete issues in different components: input-key normalization vs Gemma4 audio placeholder validation." }, { "left": "pull_request:47074", - "right": "pull_request:47195", + "right": "pull_request:47197", "accept": false, - "reason": "Multimodal input-key normalization is unrelated to generation candidate length capping in candidate_generator.py." + "reason": "Shared test file is not enough; the fixes address different problems in different model/pipeline postprocessing paths." }, { "left": "pull_request:47074", - "right": "pull_request:47197", + "right": "pull_request:47195", "accept": false, - "reason": "Both touch multimodal plumbing, but one fixes pipeline input mapping and the other fixes Qwen batched postprocessing; different concrete code paths." + "reason": "Unrelated changes: AnyToAnyPipeline input normalization vs candidate generator length-capping logic in generation." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Generation prompt lookup length budgeting and Qwen output postprocessing are unrelated fixes." + "reason": "These touch different subsystems and solve different issues: generation candidate length calculation vs Qwen Omni text decoding." } ] }, @@ -26926,8 +26970,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 31, + "component_index": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26943,7 +26987,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "b52a6594f0bbb829b4f8bf792db00745e1d81f5fd6feb22a67aecb0707e4c755", + "prepared_review_unit_hash": "22eef2d74ae2aaed983f206305fd1c1426cf5e76c150a0be6c2ea1e3ca3348e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -26965,18 +27009,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one re-enables and tightens a VITS model-forward test, while the other fixes an RT-DETR v2 weight-conversion script for current model keys. They do not appear to be duplicate fixes or the same underlying change.", - "confidence": 0.98, + "summary": "These pull requests are unrelated: one re-enables and tightens a VITS model forward test, while the other fixes RT-DETR v2 weight-conversion key mappings. They do not share filenames, targets, or a concrete code-path problem.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47129 is the better representative change for the cluster because it contains the substantive code fix in a model converter, whereas 47105 is primarily a test update/re-enable.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 47129 is the strongest standalone PR here: it fixes an actual conversion path in production code and is more broadly useful than the test-only re-enable in 47105.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models and different code paths: VITS test assertions vs RT-DETR v2 converter key remapping. They are not the same bug/change and would not plausibly merge into one PR." + "reason": "Reject: different subsystems and different problems; VITS test re-enable vs RT-DETR v2 converter key mapping fix. No shared code-path or plausible single merged PR." } ] }, @@ -26989,8 +27033,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 31, + "component_index": 30, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27009,89 +27053,89 @@ "soft_pairs": [ "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47124", - "pull_request:47122|pull_request:47150", "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47150", "pull_request:47123|pull_request:47124", "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150", "pull_request:47150|pull_request:47224" ], - "prepared_review_unit_hash": "4c678d00a4fc4cae1d0aebfac93d4ff17539d2d466e5fd4807e9cc48632132bb", + "prepared_review_unit_hash": "dda95b37f8395b116e55f2d44c5ec18f96ac0fa12ec18c1f9cf158a4f6aefbb3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12419, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12419, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly distinct serge-generated PRs for different model/test failures; the only substantial overlap is EdgeTam, but the umbrella PR also includes unrelated tokenizer/Whisper changes, so none should be clustered as duplicates.", - "confidence": 0.89, + "summary": "These PRs are mostly unrelated serge-generated fixes across different models. PR 47224 is the broad umbrella patch, but it bundles multiple independent changes, so there is no clean duplicate cluster here.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broadest and most representative of the cluster\u2019s theme: it bundles multiple concrete serge test-failure fixes across the same sweep, including an EdgeTam adjustment plus additional tokenizer/Whisper-related corrections.", + "canonical_pr_reason": "47224 is the broadest umbrella PR and explicitly consolidates multiple serge test-fix changes, making it the best representative of the cluster, though not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the best representative because it is the most comprehensive fix set and covers the widest range of the observed integration-test regressions in this group.", + "best_pr_reason": "47224 is the best cluster anchor because it groups several related failure fixes in one place; however, it is still too broad to serve as a duplicate target for the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failures: EdgeTam import_or_config kwarg handling vs MiniMax-M3-VL load_error/offload configuration. Same batch, not the same bug." + "reason": "Different models and failures: Edgetam import_or_config vs MiniMax-M3-VL load_error. No shared code-path change." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Different model-specific output mismatches: EdgeTam backend kwargs issue vs Falcon-Mamba generation expectation updates. No shared concrete code-path bug." + "reason": "Different failures and model subsystems: Edgetam import_or_config vs Falcon-Mamba output mismatch." }, { "left": "pull_request:47122", - "right": "pull_request:47150", + "right": "pull_request:47224", "accept": false, - "reason": "EdgeTam kwarg filtering and Whisper max_length handling are unrelated fixes in different code paths." + "reason": "47224 includes the same Edgetam fix, but it is an umbrella PR with additional unrelated tokenizer/Whisper changes, so this is not a clean duplicate pair." }, { "left": "pull_request:47122", - "right": "pull_request:47224", + "right": "pull_request:47150", "accept": false, - "reason": "47224 includes an EdgeTam change, but it is an umbrella PR spanning multiple unrelated fixes; not the same single underlying change/bug." + "reason": "Edgetam kwargs handling and Whisper generation length logic are unrelated bugs." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL load/offload setup and Falcon-Mamba output mismatch are unrelated regression fixes." + "reason": "MiniMax-M3-VL loading/offload setup is unrelated to Falcon-Mamba generation expectation updates." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "Different models and failure modes: load_error vs generation output mismatch." + "reason": "Load error fix for MiniMax-M3-VL and Whisper max_length fix are different code paths." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba output expectations and Whisper generation length logic are separate issues." + "reason": "Both are test-failure fixes, but for different models and symptoms; not the same underlying bug." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": false, - "reason": "47224 also touches Whisper, but it bundles several unrelated fixes; this is not clearly the same single PR-worthy bug/change." + "reason": "47224 includes the Whisper change, but it is bundled with unrelated fixes, so the PRs are not the same concrete change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a051a3eaa599833df45e749ea63e2895cc3fa107..fd0b0bf5ce14f75b22af4cf5c1e1ad7665db3590 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260710t120019z", + "analysis_id": "hybrid-model-20260710t180030z", "archived_artifacts": { - "hybrid": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-10T12:07:29Z", + "published_at": "2026-07-10T18:13:07Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260710T120019Z", + "snapshot_id": "20260710T180030Z", "variant": "hybrid" } diff --git a/snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.json b/snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..bce63f465e57d3f7cf0976686f6da7c18ac78a5f --- /dev/null +++ b/snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.json @@ -0,0 +1,4888 @@ +{ + "schema_version": "1.0", + "repo": 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The packet supports two likely near-duplicate issue pairs with very similar failure signatures, but the evidence is stronger for similarity than for confirmed duplication.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43596 is the best representative of the likely ZeRO-3/Bert index-out-of-bounds cluster; issue:43638 appears to be a near-duplicate/narrower variant with the same failure signature.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the strongest global issue candidate because it most clearly captures the shared ZeRO-3/Bert out-of-bounds failure at the center of the likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure classes: config attribute error vs streaming chat/completions behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both involve model/runtime problems, but one is AMD GPU support and the other is an MPS Int histogram limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different device/mixed-dtype problems." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different execution paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "AMD GPU failure is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific errors, but on different models and different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and device-map CUDA assert are unrelated failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG documentation issues are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups, but they target different removed features and are not the same change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training/trust_remote_code are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training issue is unrelated to multi-GPU YOLO device mapping." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific tensor-shape/device-mapping problems." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention IndexError, but the failing code paths and causes differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert loading and training-resume code are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 Bert loading error is not the same as a mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and Qwen3.5 video token/feature mismatch are different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Shape-mismatch error and GPT-OSS TP failure are different problems." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to training resume behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch and Bert ZeRO-3 index error are different failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Likely same underlying ZeRO-3/Bert out-of-bounds index bug; 43638 looks like a near-duplicate variant with the same failure signature." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class error are different code paths." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed-related errors: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation and mask indexing mismatch are not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS Int histogram issue is unrelated to YOLO device-map auto failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but the titles point to different symptoms and root causes are not clearly identical." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP recomputation mismatch and CustomTrainer signature break are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "inputs_embeds reverse-lookup cost and video chat-template mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and AMD GPU support issue are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig/vLLM attribute error and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; 46515 appears to be a near-duplicate with the same version mismatch." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and reverse embedding lookup are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen-3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific dtype/runtime issues." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram Int support are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral dtype mismatch and MPS Int histogram issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure types." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3.5 input embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Bert ZeRO-3 loading share a broad theme but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different removed v5 topics." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and autocast dtype mismatch are different code paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and RAG documentation cleanup are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and mask shape mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair-level judgments are mostly conservative and grounded, but the top-level reasoning overstates the evidence. In particular, calling issue:43596/issue:43638 a \"confirmed duplicate pair\" is stronger than what the packet shows: it supports a likely duplicate/same-failure pairing from titles and similarity, not confirmation. Similarly, \"best global issue candidate\" is not fully grounded as stated. Please tone those claims down to likely/near-duplicate language." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "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:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "7c62f7e878b4b74bdc2ad7667367959583d645e85cfb164c672c924f2b7288a9", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39725, + "estimated_input_tokens": 9932, + "estimated_eval_tokens": 20120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items in this cluster are unrelated model- or environment-specific bug reports. The only clear duplicate groups are the AutoTokenizer wrong-token-id regression and the DeepSpeed ZeRO-3 index-out-of-bounds loading failure; everything else is too model- or symptom-specific to merge.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative report of the AutoTokenizer v5 regression, covering multiple model families rather than a single Granite-only instance.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 best captures the shared underlying tokenizer regression and has the widest blast radius in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/transformers incompatibility, but they describe different failures and different triggers; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated code paths." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different load failures; one is a corrupted Ovis2 checkpoint, the other missing Sam3 text-encoder weights." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are vLLM/model-loading errors, but Gemma3 config attr loss and Qwen3 auto-device-map cuda asserts are distinct bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 loading failures with the same index-0-out-of-bounds symptom, likely the same init path bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different API/docs regressions." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support for GPT-OSS-20B and table-question-answering crashes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is a different runtime/serialization issue from torch distributed build support." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE and Qwen3.5 video-token/template mismatch are different failures." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch are not the same underlying bug." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint vs. ModelOpt compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regression classes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer regression producing wrong token IDs; 45920 is the broader superset report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed-build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but Gemma3 config attr mismatch and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 index-out-of-bounds are not the same concrete failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/run failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and PretrainedConfig pydantic field breakage are different regressions." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Grouped_mm tracing failure and Sam3 bf16 compilation regression are different compiler/runtime bugs." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic-model breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat, but the crashes are different APIs and symptoms, so not safely the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading failure and torch/transformers version incompatibility are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram unsupported for Int are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and autocast dtype mismatch are different failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO auto device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying and Ovis2 checkpoint corruption are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but the mask-shape mismatch and ZeRO-3 zero-size index error arise from different paths." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback gating and remote-code config_class errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet metadata and stays mostly conservative. The two accepted pairs are defensible from the shared error signatures, especially the AutoTokenizer regression pair. Rejections are generally cautious and well-supported by the differing model paths or symptoms." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "040c395399b7f71dd4c9708a0cf8c2d40c434ba87ab375990cba0bc82182010c", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are model-specific regressions or compatibility bugs, and none of the soft pairs look like the same underlying bug/change. A few are loosely similar by theme (v5 regressions, remote_code, dtype issues), but they remain distinct.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the best umbrella issue for the cluster\u2019s recurring v5/custom-model regression theme: it is broad, concrete, and closer to a family of breakages than the more narrowly scoped reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative high-level issue in this set; it captures a broad compatibility regression affecting model loading paths without being as narrowly tied to one model or one symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5-era regressions, but one is missing `pad_token_idx` in `StableLmConfig` while the other is a `PretrainedConfig` pydantic-field break; different code paths and fixes." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One reports a torch/transformers version incompatibility; the other is a Gemma4 device-mismatch during forward. Same broad area, not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "`PaddleOCR-VL` loading failure and `gpt-oss` GGUF architecture support are different model families and different failure modes." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related errors, but one is a mask/index mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 BF16 compilation." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different model and path than Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF `gpt-oss` support and Qwen3.5 streaming inference are different features and failure points." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` kwarg failure is a constructor/weight-init issue; `PretrainedConfig` pydantic break is a config-model serialization issue." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 OOM from reserved memory growth and tied-weights translation-model issues are not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a pydantic `PretrainedConfig` field regression do not share a concrete code path." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Multi-GPU `device_map='auto'` YOLO failure is unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is empty-tensor access under DeepSpeed ZeRO-3 init; different bugs." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage in recent transformers and torch/transformers version incompatibility are distinct compatibility problems." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video-token/feature mismatch are different multimodal pipelines and errors." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 embedding quality regression and a wrong-results pipeline issue are related only by vision models, not by the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3.5 video regression in v5.3.0 and Qwen3.5-9B video/chat_template mismatch are separate video-input failures." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure affect different models and code paths." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init IndexError is not the same as resuming training with a local model and `trust_remote_code`." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Unwrapping `text_config` in multimodal configs and uninitialized `inv_freq` after `to_empty(cuda)` are different Qwen3.5 MoE issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failure modes: Mistral-3 dtype mismatch vs Qwen3.5 embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` is unrelated to Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are separate changes, not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific report titles with no shared code path." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "One is a cache-path collision for local models; the other loads the wrong custom module after save/load. Related remote-code area, but different underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8 failure and flash-attn2 fallback blocking are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied `lm_head` bug in Mistral3 conditional generation is not the same as translation-model tied-weights regression in v5." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are not duplicates or the same change." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weights translation issues are different subsystems and fixes." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and docs command removal are unrelated documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are different failures." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method-call are different model-specific bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "The XOR input validation bug and T5 decoder-input error-message bug are related only by validation messaging, not by the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46032|issue:47246", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:41553|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "6d71b5f2d6c7cba79d2b29d618dc75237ddc9b734bd06435b3363ab78c445df9", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37053, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are false positives: they share a subsystem or theme, but not the same concrete bug. Clear duplicates show up in three small clusters: non-persistent buffer corruption in v5, StaticCache/get_seq_length shape/regression, and Gemma4 quantized embedders dtype casting.", + "confidence": 0.84, + "canonical_issue_reason": "#43950 is the best canonical issue among the duplicate clusters: it states the non-persistent-buffer regression clearly, with #43644 and #44534 as near-identical follow-ups/variants.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the strongest overall issue candidate because it is precise, regression-focused, and directly subsumes the other non-persistent-buffer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Both are model-loading regressions around weights/tied weights, but they describe different failure modes and code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures; one is a tokenizer/detokenization regression, the other is an NVFP4 runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder-specific output and the other is a CodeLlama round-trip space-loss bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is documentation/model-processor mismatch and the other is a model quality/embedding complaint." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: transformers v5 corrupts non-persistent buffers registered with persistent=False." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Related Mamba2-family recurrence issues, but one is a generic use_cache bug and the other is a NemotronH-specific slow-path propagation problem." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different errors in unrelated training/loading flows; no shared concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug: non-persistent buffers are being filled/corrupted during from_pretrained in v5.x." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage failures, but they involve different object types and different root causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "#46932 is explicitly the same Gemma4 quantized embedder dtype-casting bug reported in #46899." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Shared tokenization/performance theme only; one is SigLIP2 text embeddings, the other is a general tokenization-change report." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but #45920 is broad across many models while #46489 is a DeepSeek-Coder-specific gap in a prior fix." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different symptoms and different code paths: autocast dtype mismatch vs RLHF gradient explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but one reports zero probabilities and the other reports worse text embeddings; not enough to prove the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying API regression: cache.get_seq_length() returns a tensor/shape-(1,) value instead of a plain int, breaking callers." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer/materialization behavior, but one is from_pretrained corruption and the other is meta-to-empty uninitialized-memory reading." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a quality comparison and the other is an HF-vs-JAX implementation discrepancy; too broad to merge confidently." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: flash-attention illegal memory access vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Unrelated bugs: FSDP2 KeyError in Gemma4 attention vs uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both concern training/memory, but one is gradient checkpointing behavior and the other is int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is a noisy log-message complaint; the other is a specific model-loading failure for ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training errors: DeepSpeed weight shape runtime error vs early-stopping metric configuration." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Both are loading/tokenizer issues, but one is a detokenization bug and the other is a Python 3.13 flash_attn import error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is generic logging noise and the other is an actual model-loading failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is a broad report that recent versions break remote_code models." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/load failures: Gemma3 ZeRO-3 index error vs Qwen3MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related training complaints; no shared concrete failure mode." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different issues: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys attribute." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is an actual tokenizer load failure and the other is a flash-attn fallback blocking issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different incompatibilities: missing Qwen2_5_VL import vs bitsandbytes Int8Params constructor mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and the soft-edge decisions are conservative. The three accepted duplicate clusters are supported by the issue titles and descriptions: non-persistent buffer corruption (#43644/#43950/#44534), StaticCache/get_seq_length tensor-vs-int regression (#45987/#46858), and Gemma4 quantized embedder dtype casting (#46899/#46932). The other pairs are reasonably rejected as related-but-not-same-bug cases. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43881|issue:43883", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "27b84e8a1e445192a635934e14fe21d01a2445b73030fe38384c0953ec6f62bb", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues. Two soft edges look like true duplicates: stale v5 docs about removed pipeline tasks, and the pair of training-loss double-shift reports for different models. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 46894 is the clearest canonical candidate: it describes a concrete training-loss double-shift bug pattern and is the broader reference point for the matching Florence2 report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the best overall representative issue in this set because it is specific, actionable, and matches another near-identical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: tokenizer regex crash vs flash-attn2 fallback gating." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model/load failures with different symptoms and code paths." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated bugs: MPS histogram int support vs device-map forward mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broadly about version regressions, but distinct failures and models." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different regression classes: tokenizer mapping helper bug vs remote-code model breakage." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are bad load errors, but for different models and likely different root causes." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different issue areas: autocast dtype mismatch vs device-map/model placement failure." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related to Qwen LoRA warnings, but one is a cross-version incompatibility and the other is a config warning." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is remote_code breakage and the other is tokenizer codec handling." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizer conversion performance, but different directions/methods and likely different fixes." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model load failures: glm-4v-9b load failure vs missing all_tied_weights_keys." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes constructor change vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model factory/config handling, but one is composite multimodal config unwrapping and the other is remote-code model_class metadata." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These report the same stale v5 documentation problem: removed pipeline tasks still referenced in docs." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same code-path bug." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "One is a remote_code compatibility regression; the other is a missing config_class attribute in AutoModel loading." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different weight/buffer handling bugs: untied lm_head vs corrupting non-persistent buffers." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern reported for two models; could plausibly be fixed together." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is weight loading and the other is gradient averaging." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio/data-processing failures with no clear shared root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected kwarg in custom trainer vs tensor-mask shape mismatch are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing support flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen/DeepSpeed loading issues, but they target different models and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-specific loading/test failures with different root causes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but the affected model sets and symptoms differ." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error template, but not enough evidence they share the same underlying bug or code path." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: RLHF gradient explosion vs flash-attention auxiliary-state crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles/body framing (stale v5 docs, and the shared training-loss double-shift pattern). No evidence appears overstated, and there are no PR-pair concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue: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:44991", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:41553|issue:44488", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "cbf040a3cd9281dc7747bd87579c2affd9dcbfe37f89163da55e60f81674df1b", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38375, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated model-specific failures and should stay separate. I\u2019d accept only three duplicate/near-duplicate pairs: the two Siglip2 wrong-output reports, the two Transformers 5 custom-model initialization reports, and the two Gemma4 4-bit quantization dtype-cast reports.", + "confidence": 0.78, + "canonical_issue_reason": "43994 is the best anchor among this set because it describes the broader Siglip2 regression in a user-facing, model-agnostic way (AutoModel and pipeline), subsuming the narrower zero-probabilities symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "43994 is a strong standalone issue: it is specific, reproducible, and describes a concrete wrong-output regression with clear API surfaces, making it easy to deduplicate against.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading/weight-initialization problems, but for unrelated models and likely different root causes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash vs. NemotronH checkpoint loading failure; unrelated bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF support for gpt-oss vs. Phi-tiny-MoE autocast dtype mismatch; different code paths and symptoms." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Model support request for gpt-oss vs. a Qwen3-MoE sliding_window bug; not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Specific Bert/DeepSpeed ZeRO3 IndexError vs. a broad torch 2.4.1 incompatibility report; too different to merge." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve position/rotary logic, but they affect different models and fail in different ways." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support request vs. Float8 storage TypeError; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Bert/ZeRO3 IndexError vs. generic torch version incompatibility; different concrete bugs." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-inference state leak vs. Whisper empty-transcription failure after token alignment; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models, with no clear shared root cause." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 KeyError in attention and the other is a device-mapping mismatch; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs. meta-device loading breakage; distinct problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2.5-VL export import error vs. meta-device loading bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs. Qwen3-vl StopIteration on video input; different failure mechanisms." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained vs. long-OCR index error; not the same code-path issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A script execution failure vs. a model-architecture support request; no overlap in the underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers 5 breaking custom model initialization; the notebook-specific report is just a narrower presentation of the same root cause." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs. MPS histogram-on-Int error; unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache arithmetic, but one is Qwen3.5 flash-attention misinterpreting 3D position_ids and the other is static-cache seq-length tensor handling on non-CUDA backends." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error vs. Qwen3Moe FP8 failure; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug vs. Qwen3.5 flash-attention memory access bug; different code paths." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention failure on torch >=2.9 vs. torch 2.4.1 incompatibility; different incompatibilities." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration vs. SFT trainer embedding-unpack failure; not the same bug." + }, + { + "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." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch during forward vs. generic torch version incompatibility; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping constraint failure vs. Gemma4 device mismatch; different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "StopIteration in Qwen3-vl video handling vs. a mask-shape IndexError; no shared root cause." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2 model regression: both describe wrong/zero outputs from the same model, and 43994 is the broader, more explicit report." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation load failures, but they concern different models and no concrete shared bug is evident." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO3/Bert IndexError vs. tokenizer-mapping restriction; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO3/Bert IndexError vs. tokenizer-mapping restriction; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3_MoE hf4.x vs hf5.x incompatibility vs. BitNet packed-weight loading under accelerate; different bugs." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization dtype-cast problem: one reports the audio-module torch.finfo TypeError, the other the broader multimodal embedder breakage." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure for add-new-model-like vs. an unrelated mask-shape mismatch IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative overall. The three accepted pairs are plausibly same-bug/near-duplicate based on the issue titles, and the rest are reasonably kept separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "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:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "4cea09995c2515b17def7cfa7ea91c444f69de086918f97f741ee7e32de10365", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model/regression issues, not one true duplicate cluster. The only clear duplicate is the Transformers v5 non-persistent buffer regression; the rest are model-specific or code-path-specific and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical for the whole set; if one representative is needed, issue #43644 is the cleanest general regression report and is duplicated by #44534.", + "canonical_pr_reason": null, + "best_issue_reason": "#43644 is the strongest representative issue: broad, clearly stated regression, and it matches the exact duplicate wording in #44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs and models: `_is_hf_initialized` regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-related, but they describe different failure modes and code paths." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug vs documentation example errors; one is model behavior, the other is example/quantization problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-exact title match and same Transformers v5 non-persistent buffer bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3/Qwen3MoE, but the failures are different: device-mapping assert vs FineGrainedFP8Config loading." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3 MoE FP8 loading failure vs Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and symptoms; LoRA checkpoint compatibility on hf5.x is not the same as Gemma4 resize-token-embedding behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure surfaces; GLM5 issue is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar loading complaints, but different models and insufficient evidence of one shared root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 multimodal issues, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one ignores dtype on load while the other leaves config.dtype stale after from_config; different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: buffer initialization vs custom-model initialization in Jupyter." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but they affect different model families and likely different causes." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failures: Qwen3 MoE accelerate/deepspeed conversion vs GLM-4.7 unit-test loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough to treat as one bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as quantization offloading misbehavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different projects and different problems; LoRA checkpoint incompatibility is unrelated to resize_token_embeddings output mapping." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Same general area of model loading, but distinct architectures and a different resize_token_embeddings manifestation." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7 test load vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math bug is unrelated to SGD argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: GLM5 vs sinq save/load breakage." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/save issues, but extra_state handling and unexpected _is_hf_initialized argument are different defects." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but Gemma4 embed_tokens_per_layer/output_embeddings and t5gemma decoder.embed_tokens are separate model-specific symptoms." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same high-level pattern, but different model families and no clear evidence of one shared code path." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "DeepSeek V3/R1 tokenizer pre-tokenizer regression is unrelated to Granite tokenizer ID regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 processor _tokenizer AttributeError are different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43644/44534 pair is the only clearly supported duplicate-style match from the titles, and the other soft-edge rejections avoid overclaiming shared root cause from weak similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue: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", + "issue:47228" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "5bfc332a3016f6ad5a30b4d0ebad70a8d4519b715828b1bf6fe59ba4c257fd30", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37306, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with no strong evidence that the soft-paired issues are true duplicates except for the `resize_token_embeddings` subgroup. No PRs were present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the broadest representative of the only clear duplicate-like family here: it covers `resize_token_embeddings` failing to update both `embed_tokens_per_layer` and `output_embeddings`, while the nearby issues are narrower manifestations of the same regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best single issue to stand in for the cluster\u2019s duplicate-style subgroup because it is the most complete and diagnostic description of the shared embedding-resize bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading problems: token vocab mismatch vs a separate `cjvt/sleng-bert` loading failure." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: Torch 2.10 incompatibility vs `torch.device('meta')` load breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and failures: SigLIP2 docs errors vs GLM5 loading/troubleshooting." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: `init_empty_weights` argument handling vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Separate bugs in different subsystems/models: Qwen3 device-map crash vs AudioFlamingo3 embedding/token leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP2 attention state rebuild vs Qwen multimodal `from_config` text_config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention tying lm_head weights, but they are distinct model families and likely separate fixes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: gradient checkpointing with PEFT/LoRA vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/OOM themes, but the symptoms and likely fixes differ (offloading vs reserved-memory growth)." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Different output-shape/metadata bugs in unrelated components." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP2 attention state vs Qwen3_5 MoE rotary embedding CPU offload." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related, but they affect different models and failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Shared topic only; one is about ineffective checkpointing with LoRA, the other about eval-mode restriction." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Completely unrelated: import path regression vs Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different loading issues: `meta`-device initialization vs mmap-induced OOM on a specific platform." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific bugs: batch leakage in AudioFlamingo3 vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated bugs in different model/config paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/OOM, but the causes are distinct (int4 reserved memory vs mmap on Strix Halo)." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same broad model family, but one is checkpoint loading and the other is a broken example; not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression; issue 45276 just spells out an additional affected embedding path." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video input handling vs strict config loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training/checkpointing behavior, but one is eval-mode checkpointing and the other is RLHF gradient explosion." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: `save/from_pretrained` extra_state handling vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-related, but different failures: BPE marker handling vs `continue_final_message` behavior." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different subsystems: flash-attention sink-less crash vs Gemma4 FSDP2 shared-kv state handling." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load for custom models, but one is permissions propagation and the other is wrong-module loading." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and regressions: GLM-4.7-Flash loading vs Qwen3.5 save_pretrained correctness." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` bug family; both report the embedding weights not being updated after resize." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: autocast dtype mismatch vs `meta`-device model loading breakage." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Unrelated save/load problems: Jupyter custom-model initialization vs extra_state handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Different compatibility issues: Torch 2.10 incompatibility vs Sam3 bf16 compilation regression." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different low-level storage/runtime issue vs mmap/OOM workaround; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly supported duplicate-like family is the `resize_token_embeddings` subgroup (45276/45292/45335), and the rest of the pairings are reasonably rejected based on the issue titles alone. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "036e2db9a7b4edd0afa2998c469ccff6172bc00f6186a4cbcd0ae730c969771e", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37245, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers v5 regression reports with no clear duplicate cluster. The closest anchor is the generic custom-model initialization issue, but the soft pairs are mostly related-at-a-distance rather than true duplicates.", + "confidence": 0.35, + "canonical_issue_reason": "43646 is the broadest generic Transformers 5.0 custom-model initialization regression and the closest anchor among the mostly init/loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the most general issue here, but the overall set is too mixed to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer loading problems, but the affected models and failure modes differ." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init regression vs Trainer checkpoint step \u0997\u09a3culation; unrelated code paths." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same loss-shift pattern, but different models and no evidence of one shared bug fix." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility vs autocast dtype mismatch; distinct issues." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow tokenizer performance regression vs CodeLlama round-trip tokenization bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs vs convert_tokens_to_ids slowdown; different defects." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttention cache crash vs template compilation TypeError; unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression vs general tokenization change; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Related v5 init complaints, but one is base_model_prefix loading and the other is notebook-specific custom model init." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch compatibility issue vs YOLO multi-GPU device_map behavior; different symptoms and fixes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure vs Gemma4 device mismatch; different subsystems." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline Whisper regression vs from_pretrained behavior inside Python classes; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility vs Mistral-3 dtype mismatch; not the same problem." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression vs mask-shape IndexError; distinct bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error vs compile-template node error; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch vs removed-pipeline-task docs; both doc-related but not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model inference correctness for Siglip2 vs ModelOutput key assignment; different code paths." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Reproduction of a separate issue vs PagedAttention cache crash; no overlap." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict vs gguf_file load failure; different loading bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Serialization extra_state handling vs composite Qwen config unwrap; distinct save/load issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure on torch_compilable_check vs Perceiver interpolation failure; unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load breakage vs mistral_common continue_final_message bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Separate reproduction issue vs tokenizer message-continuation bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs Mistral regex patch crash; different causes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM regression vs tokenizer loading regression; not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline bug vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 device/dtype issues, but they affect different modalities and likely different fixes." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug vs training-loss double-shift; different loss mechanics." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Serialization extra_state issue vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE memory inefficiency vs disabling mmap on Strix Halo to avoid OOM; different memory problems." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error vs compiled flex_attention failure; distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "e499ed2b2b224a8a26d240a23309717fa5fce7ba0c5d5049c6769521f3bb7882", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly a loose collection of unrelated Transformers v5/model-loading regressions. The Qwen3-VL pair (43299/43931) is only superficially similar and lacks enough concrete overlap to treat as a duplicate.", + "confidence": 0.68, + "canonical_issue_reason": "43646 remains the broadest representative of the cluster because it describes a generic Transformers v5 initialization regression, while most other issues are narrower model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best triage anchor because it is the most general v5 breakage and least tied to one specific model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they involve different repos and different symptoms; too broad to treat as the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss bugs, but the failure modes differ and they do not point to the same code path." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "They both mention Qwen3-VL, but the packet does not show the same concrete bug or shared code path; the shape-mismatch report is not grounded as a duplicate of the loading regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-related problems on different model families; no clear shared underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated regressions: one is an hf-initialization flag issue, the other is an ONNX attention dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict vs Qwen3Moe FP8 config failure; different subsystems and failure modes." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but the model-specific failures and symptoms differ too much to merge." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are distinct bugs in different parts of the stack." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model classes and different loading/structure failures; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "No substantive overlap beyond both being errors; the code paths are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping behavior and compiled flex_attention are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they reference different models and no shared concrete failure mechanism." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 cache crash are separate problems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and non-template-node compile error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but one is a CPU arange placement bug and the other is CPU-offload incompatibility in a different model." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model and runtime special-token post-processor updates are not the same issue." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multimodal iterable-dataset failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is junk non-persistent buffers and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal dataset handling and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/extras omission and BACKENDS_MAPPING validation failure are different backend issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading regressions, but they affect different models and appear to be separate loader problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special-token behavior, but the reported bugs are different enough to keep separate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is mostly conservative, but the accepted soft-edge pair 43299/43931 is overstated. The packet only shows that both affect Qwen3-VL models; it does not ground the claim that they are the same bug or that the shape-mismatch report is just a manifestation of the broader loading regression. With no shared targets, filenames, or body evidence, this should stay a tentative maybe, not an accept. Because of that overclaim, I would reject the result." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43540", + "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:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:43883|issue:44488", + "issue:44464|issue:45987", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:44479|issue:45325" + ], + "prepared_review_unit_hash": "e6e442d3bac43c3924c633e6ff7c02cfdeaefc33ed8d3413dd62e5c7752bea2e", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36589, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficial keyword matches across unrelated bugs. They span different models, different subsystems, and different failure modes, so I rejected all soft edges and found no meaningful canonical duplicate target in this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different problems: template compilation failure vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading failures, but one is dequantized device-map offload and the other is GGUF/v5 compatibility." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is not the same bug as MIMI batch vs single-output mismatch." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both mention xLSTM, but one is a bundle of training bugs and the other is a specific return_last_states unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and a Mistral regex patch crash are different issues." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Jupyter custom-model init regression is distinct from remote-code models missing config_class." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 loading and non-template-node compilation are not the same failure mode." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model init regression and junk-filled non-persistent buffers are different v5 bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model consistency issues, but they affect different models and different internals." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen models and different bugs: hidden-state output vs RoPE temporal \u0564\u056b\u0580 scaling." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading on v5.1.0 and Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and token-count tracking are separate Trainer issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is a missing weight tie in Mistral3; the other is device-dependent serialization of tied weights." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config handling and init_empty_weights/_is_hf_initialized are different loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method-name conflict and MobileLLM key error do not share the same code path." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patching are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and root causes: nonsensical Siglip2 outputs vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is not the same as a model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are separate issues." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is different from StaticCache sequence-length type mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 model loading and missing Float8 storage registration are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure and processor image-size regression are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 4-bit multimodal dtype casting are different defects." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict and Qwen3 auto device-map CUDA assert are not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are different multimodal failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "These are both Qwen VL-family regressions, but one is a video-input regression and the other is a still-image temporal-position bug; not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:43792|issue:44589", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "8f75691de1620a842e9450d96d9a9c2c13f0ad91d696efac2bca009ce3c27892", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only strong duplicate-like pairs are around the `_is_hf_initialized` load regression and the Qwen3.5 `save_pretrained` regression; the rest are broad false positives by topic similarity.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43872 is the clearest high-signal regression in the cluster: it has external references, substantial discussion, and a close near-duplicate in 44291 around the same `_is_hf_initialized` failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best representative issue overall because it captures the most concrete and widely applicable failure mode in the cluster, with the strongest duplicate evidence and the most signs of cross-issue impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: `_is_hf_initialized` loading regression vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated: Torch 2.10 compatibility vs noisy transformer loading logs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different code paths: generation sync/dispatch overhead vs `StaticCache.get_seq_length()` contract bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression: both report incorrect saved checkpoint/visual encoder keys." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different issues: PaddleOCR-VL load failure vs Qwen3-MoE `sliding_window` behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but the bugs differ: multi-image finetuning failure vs still-image rope-index scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: `base_model_prefix` loading breakage vs junk in non-persistent buffers." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank extraction vs compiled flex attention on newer torch." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for one model vs slow `convert_tokens_to_ids` regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` regression during model init/load; one manifests in bitsandbytes, the other in `init_empty_weights`." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different models and failures: Mistral dtype mismatch vs Gemma4 4-bit multimodal casting bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Different topics: generic loading noise vs tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode prohibition and the other is a missing capability flag." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated: missing `all_tied_weights_keys` on Molmo vs tokenizer loading regression." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different bugs: tokenizer BPE marker handling vs PEFT adapter checkpoint loading." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different behavior (`Granite` token IDs vs `CodeLlama` space stripping)." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different multimodal training problems for different Qwen versions and paths." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: `_is_hf_initialized` kwarg vs missing Float8 storage type." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated runtime failures: Whisper load issue vs Float8 storage lookup error." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` loading bug vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different workloads and symptoms: perplexity regression vs Whisper `batch_decode` special-token handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE handling vs model accuracy regression; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation vs finetuning failures, only loosely both touch Qwen/VL." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading bugs: GGUF/transformers v5 compatibility vs missing `pad_token_id` on Llama4Config." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different objects and failures: `ModelOutput` key assignment vs Gemma4 FSDP2 shared KV state rebuild." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: Qwen3-MoE sliding-window behavior vs `_is_hf_initialized` init regression." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs `add_special_tokens` BOS/EOS omission." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crash." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are TensorFlow/backend related, but one is packaging and the other is a runtime backend-availability error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve `AutoTokenizer`, but the root causes differ: repo `tokenizer.json` selection vs wrong Granite token IDs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it correctly treats the set as mostly heterogeneous, and the two accepted soft pairs are conservative matches based on closely aligned titles and failure modes. No soft-edge verdict overstates similarity beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:43482|issue:45538", + "issue:43296|issue:46821", + "issue:44509|issue:46909", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720" + ], + "prepared_review_unit_hash": "39f19227141e0365b8e82fced5a5816e4fa513cb275299a8387aad092de8a385", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "Mostly unrelated issue reports across different models/features. The Qwen2.5-VL position-id / vision_position_ids pair is clearly related in theme, but with titles only there isn\u2019t enough evidence to call it the same underlying bug; I\u2019d keep that pair as likely related rather than a duplicate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45325 is the strongest representative for the Qwen2.5-VL positional-id regression cluster because it names the concrete get_rope_index / still-image temporal position_ids path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best overall issue anchor for this cluster: it is specific, code-path oriented, and closest to the other Qwen2.5-VL positional-id report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different models and failures: Qwen2.5-GGUF loading vs CLIPTokenizer max-length metadata." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated subsystems: PaddleOCR-VL loading error vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs issues, but they concern different documentation problems and examples." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffer serialization." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated packaging/backend availability vs model loading failure." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: auto device-map dequantized loading vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but on different models and different failure modes/code paths." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Separate bugs: buffer initialization/serialization vs ModelOutput key handling." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and symptoms: Video-LLaVA tower architecture vs Sam3 text encoder loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated export/compilation issue vs dtype mismatch in inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen2.5-VL-related, but one is finetuning with multiple images and the other is video position ids; not enough evidence of the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different issues in different models: missing temporal attention vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX parity and the other is nonsensical pipeline outputs; not clearly the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal bugs: Qwen2.5-VL position ids vs Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both training-related, but one is flash_attention_3 degeneration and the other is a num_labels=1 loss formulation bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Closely related Qwen2.5-VL position-id / vision_position_ids regressions, but titles alone do not prove the same underlying code path or a duplicate." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Different tied-weight serialization/loading issues with different model behaviors and triggers." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Different VL issues: multi-image iterable finetuning vs image-placeholder-in-user-text failure." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading failures: unexpected init_empty_weights argument vs strict config rejection." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model/runtime areas: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior vs tokenization changes; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs export-time torch_compilable_check failure." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model evaluation/perplexity issue vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and problems: Qwen video-input regression vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Both are audio-related, but sampling-rate defaulting and PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different regressions: generation with inputs_embeds/past_key_values vs Qwen3 auto device-map cuda assert." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but I can\u2019t fully accept the one true-edge verdict on issue:45325 vs issue:45381 as written. From the packet we only have titles, which show closely related Qwen2.5-VL position-id/vision_position_ids regressions, but not enough to confidently assert they are the same underlying code path or a duplicate. I\u2019d soften that to \u201clikely related\u201d unless you have body-level evidence. The rest of the false verdicts look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:41553|issue:43582", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:42617|issue:42915", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "acd9e5049dba3ff0ed60889121214bfc4bd060c49b676f9e37858f664f932b67", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated issue reports, not a tight duplicate cluster. No soft pair is a safe merge on the evidence provided; the closest near-miss is the tokenizer regression family, but the concrete failure modes still differ.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 45920 is the broadest, most umbrella-like report here: it spans multiple models and a shared tokenizer regression pattern, so it is the best representative if one must anchor this loose set.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the most globally representative issue in the list because it describes a cross-model tokenizer regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error and Apple Silicon allocator TypeError are separate code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is not the same as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map, but the models and failure modes differ: cuda assert vs forward device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "LM head weight tying and torch.compile+SDPA are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate/deepspeed MoE weight conversion is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are not the same issue." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding mask in MIMI encoder is unrelated to OmDet-Turbo processor output \u0906\u0915\u093e\u0930 mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on add_special_tokens while the other is wrong token IDs across multiple models." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "LM head tying bug is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a benchmark is not the same as gradient checkpointing being ineffective with LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window off-by-one and convert_tokens_to_ids slowdown are different regressions." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single mismatch and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading behavior report; not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature breakage is unrelated to 3d_parallel.py failing to run." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "A800 auto-device-map cuda assert and Llava Next segmentation fault are different failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Model load segfault and sinq save/load breakage are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature mismatch is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are both loader issues but not the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are separate memory problems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenizer-version tokenization changes are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-map CUDA assert and a 3d_parallel.py execution issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenizer-version tokenization changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:43881|issue:44488", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:36010|issue:42617", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:43531|issue:43572", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44464|issue:46858" + ], + "prepared_review_unit_hash": "53a8618ae475218b32b1483d66e0abe3fc0152428221e4e89cfec80e81f128d7", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose, heterogeneous cluster of Transformers issues spanning trainer resume, early stopping, loading/offload/device-map failures, tokenizer/model-init regressions, multimodal serving, and cache/compile bugs. None of the soft pairs look like true duplicates, so all are rejected. The best issue representative is the broad offload/quantization report, but there is no strong single canonical duplicate for the whole cluster.", + "confidence": 0.47, + "canonical_issue_reason": "Issue 43873 is the broadest and most central loading/offload regression in the set, and it matches the cluster\u2019s most recurring theme better than the model-specific or trainer-specific reports. It is still only a loose representative, not a true umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the least bad cluster representative because it sits near several device-map/offload/load-failure topics. The rest of the items split into distinct bug classes, so no issue cleanly covers the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization behavior, but one is tied lm_head serialization and the other is incorrect visual encoder keys in Qwen3.5. Different models and different code paths." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer-related, but one is resume_from_checkpoint/epoch iterator failure and the other is early stopping metric lookup. Not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Offload/quantization versus disabling mmap to avoid OOM. Different root causes and fixes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but they concern different models and no shared concrete failure mode is evident." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash versus bfloat16 dtype mismatch in inference. Different subsystems and symptoms." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "One is a dummy Conv2d in Sam3PixelDecoder; the other is missing Sam3Model text encoder weights. Different SAM3 bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression around processor.tokenizer/image handling is not the same as a version-dependent tokenization change. Too broad and different behavior." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation/cache internals, but one is wrong beam-search cache reorder for several models and the other is a static-cache seq_length tensor/arithmetic bug under compile." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram error in MoE versus a TimesFM window_size AttributeError. Unrelated model families and failure points." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile+SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype casting on load versus Trainer max_steps recomputation on resume. Different layers of the stack." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model loading, but one is a Transformers 5.0 initialization break and the other is from_pretrained behavior inside Python classes. Not the same concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different loading failures: one specific model repo cannot load, the other is an XLMRobertaTokenizer/Unigram constructor type mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Torch.compile with SDPA in Bamba and CPU-offload device mismatch in bark-small are different code paths and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying bug in Mistral3 is not the same as incorrect visual encoder key serialization in Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading/quantization/offload, but one is a FineGrainedFP8Config failure for Qwen3Moe and the other is dequantized-model loading with gpu+cpu offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision preprocessing bugs: wrong processor output size for OmDet-Turbo versus non-default resolution handling in Perceiver." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric configuration is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are distributed/model-parallel problems, but one is auto device mapping causing cudaErrorAssert and the other is only-TP not working for GPT-OSS MoE. Different failures." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is serve KV-cache continuation indexing and the other is static-cache seq_length arithmetic under compile. Not a duplicate." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model/config bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit transformers serve with multimodal models, but the concrete failures differ: str.to() on multimodal inputs versus missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family issues, but one is a variable name collision in Gemma3nModel.forward and the other is a device mismatch in Gemma4 PLE. Different bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 model loading and kernels import/revision validation are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "compute_loss signature break and auto device mapping cudaErrorAssert are different trainer/model-loading issues." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as the static-cache seq_length tensor bug; they affect different parts of generation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:43881|issue:44991", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43526|issue:43883", + "issue:28530|issue:30064", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43540|issue:43782", + "issue:43452|issue:47020", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "dafde3695e9d37a41c86bf7a7cb3eec4b8e4854132d7e8657fdb495663fc2db4", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly related by being Transformers bug reports, but they span different components and concrete failure modes. I don\u2019t see any pair that looks like the same underlying bug/change, so all soft edges are rejected. No PRs are present in the cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the strongest representative to anchor the cluster: it is open, has inbound references, and describes a broad, user-facing offloading/quantization failure that fits the general theme of the set better than the narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best duplicate target candidate because it is active, relatively central, and broad enough to subsume related offloading/loading regressions if any emerge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different bugs: CamemBERT masked-LM prediction drift vs Qwen3 recurrent-state reset in cache handling." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is a specific multimodal model load crash and the other is a tokenizer load regression for a different model." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models is unrelated to save_pretrained permission propagation from custom model files." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer task failures, but they concern different tokenizer classes and different exception paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: BEiT fast image-processor label reduction bug vs Molmo tied-weights attribute error during model loading." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup and void segmentation-map processing are separate trainer vs image-processor issues." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility is a dependency issue, while window_size AttributeError is a model-specific API bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config handling, but the concrete attributes and failure modes differ; not the same bug." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions is unrelated to FP8 weight_scale being ignored on load." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failures in different models: FineGrainedFP8Config vs Llava Next segfault on load." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow-vs-fast tokenizer inconsistency is not the same concrete bug as the T5 add_special_tokens name collision." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Offloading/quantization behavior and T5 RMSNorm memory leak are different subsystems and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are distinct Qwen config/model issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to stale pipeline-task documentation for v5." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal, but one fails on video input processing while the other fails on weight_only loading." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF/from_pretrained handling is unrelated to XLMRobertaTokenizer passing the wrong type into Unigram." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model failure and BigBirdTokenizer special-token registration are entirely different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to PEFT adapter local-checkpoint loading in GraniteSpeech." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and from_pretrained behavior inside Python classes are not the same underlying defect." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Path-normalization import warning is unrelated to undefined video-token helpers in multimodal token counting." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation cache behavior are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different API paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43381|issue:43844", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43526|issue:43881", + "issue:43531|issue:45923", + "issue:43746|issue:43873", + "issue:45759|issue:45923", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "b826295562685147079ef6041ab2bb36b2c569ef16f3bdf8504586d54070f8f3", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated singleton issues; the soft pairs share at most a broad subsystem or model family, not the same concrete bug/change, so all soft edges should be rejected. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42886 is the cleanest representative bug report in the set: it is narrowly scoped, reproducible, and has a clear environment trigger. The other issues are largely unrelated across models and subsystems, so there is no strong duplicate canonical among them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the best standalone issue here because it describes a concrete offline/cache regression with a clear failure mode and likely fixable scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bugs in different paths: metric label gathering vs SAM3 text/bbox behavior." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Only share a broad model/runtime context; one is Qwen3-MoE sliding-window handling, the other is a storage-object import/type error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but they affect different code paths: config unwrapping vs CPU-offload rotary embedding support." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the affected models and likely root causes differ." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated: video-input validation in Qwen3OmniMoe vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different save/load failures on different multimodal models and different encoders." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Separate config issues on unrelated models; no shared underlying bug is evident." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Distinct problems: non-persistent buffer initialization vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions in unrelated loading/image-processing code paths." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizer failures, but one is an AddedToken argument conflict and the other is a model-specific loading error." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Checkpointing-in-eval-mode and ZeRO-3 gradient growth are different training bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different domains: Perceiver image resolution handling vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to classification settings only at a very high level; one is num_labels propagation, the other is degenerate loss semantics." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they are separate models and separate defects." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different failures: Qwen3 device-mapping crash vs T5 RMSNorm memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual-encoder key serialization." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: local PEFT adapter loading vs quantized save/load corruption." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Checkpointing/eval-mode restriction is unrelated to the T5 memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: embedding unpacking in SFT vs evaluate-after-train behavior." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different bugs in the video/long-context stack: padding calculation vs performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch special tokens/config state, but one is backend post-processor syncing and the other is save/load token-ID loss." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated: Beit label reduction bug vs glm-4v-9b loading failure." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Different Qwen/Nemotron issues with no shared code-path bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Adapter checkpoint loading and quantization/offloading behavior are separate problems." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model-config bugs: composite Qwen config unwrapping vs missing gradient-checkpointing flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline/tokenizer-related, but they hit different code paths: cache loading vs an unconditional model_info call in a regex patch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "No meaningful overlap: image-processor segmentation handling vs GenerationMixin import failure." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family only; documentation example problems are not the same as an HF-vs-JAX implementation discrepancy." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44991", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43653|issue:43720", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:46829|issue:46832", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43611|issue:46665", + "issue:45987|issue:46829", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:43653|issue:43819" + ], + "prepared_review_unit_hash": "f0c2ce361cb60d3509b4abcf6ad07c014972f7519dd3a15bf15c2db32f91e296", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous across unrelated models and bugs. The only plausible duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash between 44514 and 44545, but the evidence is still soft-similarity only, so it should be treated as a likely duplicate candidate rather than an exact duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the best canonical anchor for the likely duplicate pair with issue:44514: they describe the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False, though the match is based on soft similarity rather than deterministic duplicate evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue to anchor the cluster because it appears to be the closest duplicate target for the only plausible duplicate edge, with the clearest canonical wording for the shared Qwen2_5_VLProcessor.apply_chat_template padding=False crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Likely same underlying bug: both report Qwen2_5_VLProcessor.apply_chat_template crashing on batched input with padding=False. This is a strong duplicate candidate, but only soft-similarity evidence is available." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both mention bad model outputs, but they involve different models and different failure modes; no concrete shared bug is indicated." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths and symptoms: compiled chunked generation inconsistency vs fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated problems: Mamba2Mixer cache/use_cache correctness vs T5 decoder-input error messaging." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but they concern different models and different concrete bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a tokenizer load AttributeError and the other is a Kimi-K2.5 regression with codec/warning behavior." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both involve fp16-related failures, but in different models and different execution paths; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer features and failures: runtime special-token post-processing vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression with fix_mistral_regex is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs/example errors are not the same as offloading/quantization behavior problems." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Different runtime issues: invalid method call in GraniteMoEHybrid vs static-cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to Canine ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals and failures: packed-weight loading vs DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are regressions in model/processor behavior, but they affect different models and different failure points." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to DiaConfig token-ID loss after save/load." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems and symptoms: SDPA/compile model failure vs tokenizer AttributeError." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel zero3 init issue is unrelated to audio feature extraction." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different output/forward-shape bugs in different models; no shared code path is shown." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig field loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading failure for a specific model are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Configuration propagation for Qwen3.5 is unrelated to Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input in Qwen-family models, but the concrete failures differ and the code paths are not shown to be the same." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading breakage and from_pretrained-in-class inconsistency are not the same concrete failure." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length return type is unrelated to VideoPrism hidden_states/output mapping." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert on auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue is unrelated to add-new-model-like / tokenizer mapping handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction are unrelated bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster read is reasonable, but the writeup overstates the evidence for the one accepted pair. In the packet, 44514\u219444545 is only a soft-similarity match (deterministic_accept=false); calling it an \"exact duplicate\" and the \"only clear duplicate edge\" is stronger than the packet supports. Please downgrade that to a cautious \"best duplicate candidate\" / \"likely duplicate\" framing." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:44186|issue:44898", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:44008|issue:46858", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:44991|issue:47020", + "issue:45183|issue:45479", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "a48e6a7213a2679f70f6ab7d4f90f55a37e516c97e874f083dd8650af8d97ae0", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated bug reports; the soft pairs share broad keywords or subsystems but not the same concrete failure. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "There is no true canonical issue here because the items span many unrelated models and code paths. If a representative is needed, issue:45020 is the broadest/highest-impact report, but it is not a duplicate anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative by scope and impact: it describes a broad regression affecting multiple remote_code models across recent Transformers versions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failure modes; both are tokenizer/model-input bugs, but not the same underlying issue." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they point to different code paths and symptoms; not enough evidence they are the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different subsystems: SDPA/torch.compile vs DAC latent conversion." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model/config bugs: sparse layer creation vs RoPE-layer dropping." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but one is missing attentions assignment and the other is output drift in RTDetrV2; different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict granite_speech config validation; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract bug vs Gemma4 quantized embedder dtype casting; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation are different problems." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Different failure modes in different areas: Gemma3n variable collision vs cache length returning a device tensor." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on a tokenizer object; not clearly the same underlying fix." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example issues and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes vs AutoTokenizer failing for FastSpeech2ConformerTokenizer are separate tokenizer issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4-v5 output differences, but they affect different models and likely different regressions." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma3n audio mask variable collision." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "The est-roberta load failure may be tokenizer-related, but the issue statements do not establish the same concrete bug as the XLMRobertaTokenizer constructor problem." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and single-label zero-loss classification are different issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a model and pipeline import failing due to kernels version requirements are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader regression report; not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram error in moe code are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper skip_special_tokens handling are different tokenization behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype-loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 and dtype mismatch in bfloat16 inference are different concrete problems." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44977", + "issue:45003", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:43262|issue:47217", + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:46697|issue:46728", + "issue:44589|issue:45042", + "issue:43582|issue:44857", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "7542f5a988acebf54545c2dc68d2b12af5546cd59895cdf4cb7d2cbf75703b0c", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with one clear duplicate pair in the tokenizer area. I accepted only the 28218/29159 pair; all other soft pairs look related at a broad subsystem level but not the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the best canonical for the accepted duplicate pair: it states the concrete added-token spacing regression clearly and is open, making it a good tracker for the shared tokenizer bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the strongest issue to keep: specific symptom, clear bug description, and it matches the accepted duplicate counterpart in 29159.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific inference/loading problems, but they affect different Qwen variants and different code paths (weight_only load vs flash-attn generation)." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline v5 error-message issue; the other is a SigLIP2 model/output bug. Same broad area, different defects." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and different validation paths; one is video apply_chat_template mismatch, the other is T5 decoder input validation messaging." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Unrelated training/runtime bugs: gather_for_metrics tuple-label handling vs Mamba2 use_cache correctness." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight-shape load error and the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer regression: added-token spacing/slow-vs-fast inconsistency describe the same underlying tokenization bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal dtype/casting bugs in different model families; no shared code path evident." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but the affected models and failures differ; not mergeable as one concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Distinct problems in different components: processor input-size mismatch vs dtype mismatches in inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading flows, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: BitNet packed-weight unpacking during accelerate loading vs dtype mismatch in other models." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom/from_pretrained behavior, but one is notebook custom model initialization in v5 and the other is class-context inconsistency; too broad to merge." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer compute_loss signature." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to the v5 pipeline removal, but one is an error message problem and the other is documentation drift; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A CamemBERT masked-LM regression is not the same as a generic tokenization-version change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: backend dependency packaging vs tokenizer regex patching crash." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different bug classes: Blip2 dtype not propagating vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated: unsafe sys.modules access in modeling_utils vs CLIP text-model structural inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different multimodal template bugs: audio sampling-rate defaulting vs image placeholder handling in user text." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Same family but different defects: one is a huge one-hot materialization issue, the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and DAC latents/STE mismatch are unrelated." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size/padding related, but they are different model preprocessors with different off-by-one style bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: float8 storage lookup vs PIL backend dependency requirement." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated runtime errors: allocator warmup TypeError vs AMP crash in a specific image loss." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is load-time weight_only failure and the other is temporal position-id scaling; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet: 28218/29159 is the only clearly close tokenizer pair, and the other pair rejections are generally conservative and framed as different bugs rather than overclaiming sameness. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:42490|issue:43257", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43329|issue:44479" + ], + "prepared_review_unit_hash": "8a4abe08062055bd32df37471ad92b92a8a2038c3ad7ba07134ebd5636e049e0", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of transformers issues, not a tight duplicate cluster. The soft edges mostly connect superficially similar loading/model/runtime bugs, but they involve different code paths, models, or failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45020 is the broadest representative here: it describes a general recent-version loading regression affecting remote_code models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single representative for the set, but only as a broad umbrella\u2014not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading regressions, but one is a model-specific KeyError for MobileLLM-125M and the other is a broad remote_code breakage; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different components and failures: Gemma 4 processor loading vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs git-oss MXFP4 load/fallback behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are unrelated failures." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are separate API breakages." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/deepspeed weight-conversion failure is unrelated to the multimodal token-count video branch bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different image-processing/model issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/Bert index error during training is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but gguf_file handling and a tokenizer regression for EMBEDDIA/est-roberta are distinct problems." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is unrelated to an FP8 inference failure on B200." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in a torch extra and kernels v0.15 import requirements are unrelated dependency issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/STE mismatch and DiaConfig save-load token ID loss are different model-specific bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in tokenizer/processor code, but they hit different objects and code paths." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "These both mention tied-weights warnings, but one is a Qwen3-Next mis-tie bug and the other is a Qwen3.5 finetuning warning; not the same concrete defect." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning and Qwen3 MoE weight conversion under accelerate/deepspeed are unrelated loading issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper usage is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "A template-node compilation TypeError is not the same as an extreme CLIPTokenizer model_max_length value." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in an image processor and an MPS attention correctness issue are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression do not share the same code path." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM.from_config text_config unwrapping are different config-loading bugs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to an ONNX fp16 dtype mismatch in CanineModel." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px/224px mismatch are different model/processor issues." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaults and Whisper batch_decode skip_special_tokens are unrelated processor behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "A docs/example mismatch plus quantization failure is not the same as MXFP4 load fallback behavior." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and a CUDA OOM on GPT-oss-20b are different failure classes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video paths, but one is an undefined-helper bug in token counting and the other is a broader v5.3.0 video-input regression across models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47145" + ], + "soft_pairs": [ + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:43454|issue:43577", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "b831383d4f784aee0068a651819f80d7c5aabaee8bfdffd45a5ebec77bf9d23c", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34921, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of distinct transformers bugs/regressions across loading, tokenization, multimodal, quantization, and backend compatibility. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 28282 is the most generic, high-level model-loading/import failure in the set, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 28282 has the broadest, most reusable symptom framing among these issues and is the clearest anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different failures: Qwen3 MOE weight conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch during load." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video processor shape issue." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and code paths: FineGrainedFP8Config failure vs MobileLLM key error on load." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to the PIL backend torchvision dependency regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated symptoms." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but they concern different formats and bugs: MXFP4 fallback vs missing weight_scale application." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is not the same as AutoImageProcessor URL-loading support." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Generic int4 memory regression is not the same defect as Sam3Video OOM." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency behavior and token-count tracking in TrainerState are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention hidden errors, but they are different exception-handling bugs in different components." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache bugs, but one is lazy-init recompilation and the other is max_cache_length handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "\"ADD THE DATA\" is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels v0.15 import/version requirement." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Generic missing-PyTorch import failure is unrelated to Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model failing in 5.1.0 is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU/RAM efficient loading and Strix Halo mmap OOM are different memory/loading problems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "The former is a generic backend import error; the latter is a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels package version requirements are different dependency issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video processing and DiffusionGemma pipeline failure are different multimodal bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec handling/warning behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to TrainerState token-count updates." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype preservation are separate model-specific bugs." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama multimodal mask handling and MPS attention correctness are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL symbol import are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key serialization are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43404|issue:45127", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:44857|issue:46832", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "5bc704242979c1c4b8fff7b07ed273011ad5fe344f1e85bfb157c1c8059c7da1", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue bundle with one clear soft duplicate pair in the Qwen video regression area. The rest are different bugs despite some shared subsystems (tokenizers, multimodal, loading, training).", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45488 is the strongest representative of the cluster\u2019s tokenizer/regression theme: it has the broadest impact, multiple inbound references, and a concrete v5 tokenizer break affecting a major model family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45488 is the best single issue to keep as the cluster anchor because it is specific enough to describe the failure mode while still representing the broader regression pattern seen in nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embedding/head weight tying, but they describe different models and different failures; not the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer initialization failures, but they hit different code paths and different root causes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated: missing PyTorch import vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR/DETR-family issues, but one is AMP/float16 loss crash and the other is a shape/feature-level mismatch." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but one is a key error on a specific model and the other is an init_empty_weights argument regression." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated trainer lifecycle failure vs TimesFM window_size attribute error." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different subsystems entirely: FP8 config loading vs CLIP tokenizer max-length behavior." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input model bug and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "No shared underlying bug; tokenizer max-length issue vs multi-GPU device-map failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but the failure modes are different and not plausibly one fix." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch import error." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and tokenizer consistency are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 config failure vs FSDP CPU RAM-efficient loading regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "No concrete overlap: gguf-file loading regressions vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-family failures, but one is auto device mapping on GPU and the other is video-input processing; different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: output_hidden_states handling in Qwen3.5 vs a broad tokenization-version report." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype handling, but one is Blip2 loading leaving modules float32 and the other is config.dtype staying stale from from_config; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: missing TensorFlow backend in an install extra vs a model loading failure." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs in Qwen models, but they affect different model families and different observed failures." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: init_empty_weights constructor regression vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different concerns entirely: model loading regression vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input regressions, but the symptoms and affected model families differ enough that this is not clearly one underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token accounting bug vs custom compute_loss signature breakage; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen video-input regression: 45381 is a specific manifestation of the broader 5.3.0 video-input bug described in 44479." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading issues, but they target different models and failure modes." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer internals problems, but one is AddedToken argument duplication and the other is a regex/backend_tokenizer crash." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs with no shared concrete code path." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion behavior for mDeBERTa and the other is a LlamaTokenizer pre-tokenizer override bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: PIL image processor dependency handling vs Mistral tokenizer regex patching." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The only accepted duplicate pair (44479/45381) is well supported by the titles, while the rest are reasonably rejected as different bugs. Minor caveat: saying 45488 has the \"broadest impact\" is a bit stronger than the packet directly proves, but the overall anchor choice is still defensible." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:44737|issue:45588", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "d7e14f7ef30f91f9161d9a514751fdd0e97e7c33787c4f1edb8acd70036b59d8", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the soft pairs mostly share broad subsystem terms (DeepSpeed, dtype, loading, config, multimodal) but describe different concrete bugs and code paths, so none should be merged as the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical; these items span unrelated problems across loading, generation, quantization, configs, tokenizer behavior, and trainer/distributed execution.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because there is no cohesive duplicate set to represent.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: Qwen3 MoE weights not converting under accelerate+deepspeed vs Smollm3 RoPE layer count/config mismatch." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: MobileLLM load key error vs missing Float8 storage type during serialization/load." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon caching allocator warmup TypeError is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer issue is different from Qwen3.5 missing apply_rotary_pos_emb kernel registration." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family adjacent, but one is Smollm3 RoPE configuration and the other is Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange bug is a different code path than T5 decoder-input validation error messaging." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as DiffusionGemmaGenerationOutput pipeline breakage." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression is not the same as CodeLlama encode-decode leading-space regression." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same bug as the FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape training error and Bart generate decoder_attention_mask assignment bug are different failures." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Gemma4 uint8 torch.finfo audio-module issue differs from BitsAndBytes lm_head exclusion logic bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 CI mismatch are separate model-specific dtype issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to sleng-bert model loading failure." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one NoneType TypeError are distinct environments and failure points." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as the broken official Nemotron example." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload defaulting is a config persistence bug, not rope-validation list handling." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift in v5 is unrelated to VideoPrism output field misassignment." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is different from Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype cast bugs affect different subsystems." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences are unrelated to Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU positional encoding bug is not the same as flash_attention sink-less s_aux=None crash." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load index error is unrelated to trainer.evaluate() failing after trainer.train()." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:44857|issue:47000", + "issue:29159|issue:33357", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "1ff31996a693195ec09025872da83eb25a8b9ef92469eb8620e2cf868d4e964c", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of heterogeneous transformers issues, with a loose common thread around tokenizer/config/load regressions. No PRs were provided. The best representative issue is the broad v5 tokenizer regression affecting multiple model families.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 45920 is the most representative concrete bug: it describes a tokenizer regression that affects multiple model families, which fits the cluster better than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: 45920 is broad, concrete, and closest to the shared tokenizer/regression theme across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 issue; not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated subsystems: BitNet accelerate-loading unpacking vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 token-type handling and T5 decoder-input validation are different code paths and error classes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained keys is a multimodal save/load bug, while 45920 is a tokenizer ID regression." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are missing-field/config issues, but they involve different mechanisms and models; not clearly the same defect." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and failures: MLuke task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration empty-decode bug is unrelated to MLuke task AttributeError." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantized save/load breakage are different serialization/loading problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are both model/processor issues but not the same code-path bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file support breakage and offline model_info calls are separate tokenizer-loading regressions." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M load key error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: siglip2 inference nonsense vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but they affect different losses and distinct failure modes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and MacOS bus error on CLIP are not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve hidden_states outputs, but they are different model classes and output-contract issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import dependency failure and Windows ROCm torch.distributed dependency error are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated subsystem issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency selection issues, but one is TensorFlow backend detection and the other is tensorflow_text mapping; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec/mistral-regex regression are different tokenizer breakages." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is auxiliary-loss normalization; the other is a broad tokenization-version complaint." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mdeberta BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized dtype casting are unrelated multimodal model bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model-architecture issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP RAM-efficient loading are not the same underlying problem." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token special-token registration and DiaConfig custom token IDs after save/load are related only at a very high level." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:44821|issue:46821", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43452|issue:43577", + "issue:43761|issue:47013", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:44734|issue:46612", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:45491|issue:46002" + ], + "prepared_review_unit_hash": "b0ce9f7c8f96d74a5457d660c8f8960a60f13cf68be055065a0c3762cffd24c1", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab-bag of mostly unrelated Transformers regressions and feature bugs: tokenizer/loading issues, model config migration problems, generation/cache behavior, attention regressions, dtype/device mismatches, and a few training/runtime failures. None of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43611 is the broadest high-level loading regression in the set and the best representative bucket candidate; it targets a core v5 compatibility break rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the most general and potentially umbrella-worthy issue here, so it is the strongest single issue to anchor a duplicate cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different features/models: image processor URL loading vs TimesFM window_size config; both are just AttributeErrors." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but they affect different models and code paths with different failure modes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline hub lookup in a regex patch and the other is a specific model tokenizer failure." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is a v5 API/default change and the other is a CodeLlama round-trip regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression vs config propagation bug; different subsystems and symptoms." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training setup issue vs GenerationMixin import error; unrelated bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both are load-time issues, but gguf/from_pretrained breakage is not the same as Blip2 dtype casting." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are output-contract mismatches, but they are for different models and unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError is not the same bug as generic Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load correctness issues, but one is tied-weight serialization and the other is quantized model deserialization." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but auxiliary-loss normalization is a different defect from DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A shard-size question is unrelated to processor kwargs passthrough." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: device-mapping cuda assert vs compiled-forward generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2 and generation, but one is a correctness bug and the other is a performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different mechanisms: compiled-forward inconsistency vs flash-attention generation behavior." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model-loading bug vs torch.compile/SDPA runtime failure." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support vs Trainer.compute_loss signature breakage." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation crash in serve is not the same as beam-search cache reorder being skipped in several recurrent models." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Both mention model math regressions, but one is embedding dtype drift and the other is auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure vs packed-weight unloading bug during accelerate loading." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different targets: packed-weight accelerate loading vs config save/load token-ID loss." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both are v5 loading/config issues, but one is broad base_model_prefix compatibility and the other is a Qwen3.5 tensor-parallel plan omission." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different symptoms and code paths: Blip2 dtype casting vs MPS attention correctness." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field loading vs processor/model image-size mismatch are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar shape of bug, but different configs and missing fields; no evidence of the same underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug vs tokenizer task AttributeError." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs a dependency version pin issue." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the attention/sliding-window GPU issue is different from classification-head init/checkpoint NaNs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589" + ], + "prepared_review_unit_hash": "25ce1d6c4ff3b8a645cfeea8f6d7b4b9361ae587316369fbaee91440089bcec8", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, config, multimodal, loading, and training regressions. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45812 is the best representative issue: it is a broad, high-impact tokenizer regression affecting all Granite models and has stronger evidence than the rest of the mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45812 is the most suitable single issue to anchor the cluster because it is broadly scoped, clearly reproducible, and impacts a whole model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but the bugs differ: missing fields from AutoConfig vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False crash and the other is tool-call assistant messages with no content; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS CLIP bus error are unrelated symptoms with no shared code-path evidence." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model families and root causes: Qwen3.5 flash-attention generation vs FP8 inference failure on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure with datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq save/load quantization breakage are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different tokenizer/pipeline issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same bug as the v4.57.5 processor.tokenizer regression." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A model-implementation discrepancy is not the same as the ZeRO-3 gradient blow-up issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to the DeepSpeed gradient regression." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are separate issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different v5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs, but one is missing BOS/EOS insertion and the other is DeepSeek-Coder BPE-marker output corruption; not the same fix." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both mention regressions after upgrading, but they affect different models and behaviors with no shared root cause shown." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on Qwen2-57B-A14B-Instruct is unrelated to the PEFT dependency version issue." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but they target different models and symptoms: special-token insertion vs Granite token-ID regression." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 inference failure are separate regressions." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for sleng-bert and offline-mode breakage from model_info() are distinct causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and init_empty_weights argument incompatibility are unrelated config/model-init issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is improper text_config unwrapping; different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for Beit segmentation has nothing to do with Bark CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Float8 storage lookup failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:44849|issue:45357", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:46399|issue:46846", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:42490|issue:43696", + "issue:28218|issue:34567", + "issue:45588|issue:46050", + "issue:45084|issue:45520", + "issue:29942|issue:30333", + "issue:15354|issue:38175" + ], + "prepared_review_unit_hash": "48ba0df1b6fd6e7a0f125df7c0d00bdffa4b37e245f9435195302e4e90cd8f01", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated issues rather than a duplicate set; the soft pairs mostly share only broad subsystem names, not the same concrete bug or fix path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: a missing `window_size` attribute vs an RT-DETR forward/type mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is an `output_hidden_states` bug and the other is incorrect visual encoder keys on save; different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage type vs `flash_attn` import key error." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Completely different symptoms: category-cardinality limit error vs accuracy regression after upgrade." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-field reports, but for different models and fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a dev-version load breakage; not the same concrete bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different issues: unexpected `position_id` keys vs CLIP text-model structural inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading bug for BEiT vs BigBird tokenizer special-token registration; unrelated fixes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in a model vs a stale CI test failure; not the same underlying problem." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and failures: dtype mismatches in inference vs RT-DETR forward/type error." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs FP8 compressed-tensor weight-scale loading corruption." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration decorator issue and the other is missing TP-plan entries causing OOM/shape errors." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient anomaly vs model loading failure for Phi-4 multimodal; no shared code path." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation under compiled forward vs Whisper empty-transcription failure after token alignment; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44493", + "accept": false, + "reason": "Invalid GenerationConfig vs unexpected `position_id` key warnings; different bug classes." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs save/load breakage for sinq-quantized models; not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs NoneType broadcast error in Trainer; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "One is config validation, the other is a diffusion pipeline output-type issue; not mergeable as one fix." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash vs empty-list chat template IndexError; both are input-edge crashes but different functions and failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only token-id defaulting bug vs multi-GPU inference OOM; different symptoms and code paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is CUDA OOM and the other is device mismatch with `device_map=\"auto\"`; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning vs GPT-oss-20b CUDA OOM; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different components entirely." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash vs quantized save/load corruption; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error vs `flash_attn` import key error; different failure modes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI failure vs MLflow reporting on failed jobs; no shared underlying bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export limitation vs SigLIP2 zero-probability outputs; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43550|issue:43844", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43450|issue:43575", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "13ee7cb56c4da2f6a207098f1f5f927e265b324f281057c7dd18bbc0404d5913", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "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 cover many unrelated bugs across tokenizers, multimodal processors, serving, attention backends, and model-loading edge cases. No soft pair looks like the same underlying issue, so all candidate merges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different subsystems and failure modes: SigLIP2 implementation mismatch vs checkpoint key mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to a PyTorch version check/import guard issue." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is a device-map cuda assert on A800; the other is an accuracy regression after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to SAM3 LiteText memory overflow." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug does not match a DiffusionGemma pipeline failure." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they hit different code paths: continuous batching multimodal handling vs KV-cache continuation indexing." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a removed flash-attention symbol is separate from meta-device model loading breakage." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to batched video processor output shape." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and post-upgrade accuracy regression are different problems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatches are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to AutoModelForCausalLM composite-config unwrapping." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation differs from Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batching is separate from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA model failure is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device_map auto placement bug is unrelated to return_tensors/text_kwargs behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and TP OOM are different issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on transformers>=5.1." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to tensorflow_text backend mapping." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import problems: missing flash-support helper vs missing Qwen2.5 VL export." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both concern multimodal Gemma4, but one is a missing default tensor field while the other is a forward device mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression does not match a model-vs-JAX numerical discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a missing Qwen2.5 VL import." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to embedding reinitialization after resize." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:43388|issue:43526", + "issue:44206|issue:45584" + ], + "prepared_review_unit_hash": "ebb8a76c16932fe96043980edd28d4a58e5fa4c3b5ca3153e89ca4ad4d1c1b12", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36854, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; none of the soft pairs look like the same underlying bug/change, so no duplicate edges should be merged. If a single issue must be chosen as the anchor, the broad core-loading regression in `from_pretrained()` (issue 43950) is the best representative among these unrelated reports.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43950 is a broad, high-signal framework regression in a core loading path with a detailed repro; it is the best anchor among an otherwise unrelated set of issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the most suitable issue to represent the cluster because it is concrete, broadly impactful, and self-contained compared with the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Both are model/runtime bugs, but one is a Qwen2.5-VL position-id issue and the other is an FP8 B200 inference failure; different code paths and symptoms." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/serialization, but one is about inconsistent `lm_head.weight` serialization and the other about LoRA merge collapse after vocab extension; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "One is an eval/training dtype mismatch, the other is Qwen3 MoE memory usage; no shared concrete failure mode." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU `torch.arange` placement in XLNet and a CohereASR double-shift training-loss bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech stale device-override test are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different modality-specific bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a Qwen VL class and a DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Broken GGUF loading and stale `config.dtype` after `from_config(dtype=...)` affect different code paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2 tokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct model-specific issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-`pad_token_id` attribute errors, but they involve different config classes/models and likely separate fixes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` and CLIP class structure inconsistency are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Incorrect label reduction in `BeitImageProcessorFast` and ignored `return_tensors` with `text_kwargs` are different API bugs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "`mm_token_type_ids` defaults and unsafe dtype casting in Gemma4 multimodal embedders are different failures." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same as above: token-type-id defaults vs quantized vision/audio dtype casting are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure and a stale `num_return_sequences` warning in paged generation are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch and a GraniteSpeech CI test issue do not share a concrete root cause." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "A SwitchTransformers sparse-layer construction bug and a Bamba-9B-v2 SDPA/torch.compile failure are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults and Qwen2.5-VL temporal position-id scaling are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert on A800 and FP8 inference failure on B200 are different hardware/runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing utility function after v5 removal and a missing Falcon-Mamba availability helper are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and a Qwen3 Omni MoE feature-length helper issue are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different detection-model bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they target different pages and different API changes; too broad to merge." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for Bark and Qwen3 Omni feature-length computation are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are not the same change." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config construction and BigBird tokenizer special-token registration are different subsystems and failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "`gather_for_metrics` dropping tuple labels and `reduce_labels` returning one label are both label-handling issues, but they occur in different layers with different root causes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` arg in `LasrFeatureExtractor` and Whisper empty-transcription generation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44995", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:44995|issue:46858", + "issue:46424|issue:46858", + "issue:38175|issue:45412", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:44448|issue:44743", + "issue:43278|issue:43825", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45290|issue:46326", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43606|issue:44857", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "9afa1a2ce3d0512f50c799b992cb678544de0726765ccf3c2ba170edd609ff17", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad subsystem keywords (loading, caching, chat templates, etc.). I would not merge any of the suggested soft pairs. As a representative issue, `issue:44521` is the strongest candidate because it is open, narrowly scoped, and has the most follow-up activity.", + "confidence": 0.93, + "canonical_issue_reason": "`issue:44521` is open, has the highest inbound-reference activity in the set, and states a concrete, reproducible bug with a clear user-facing impact.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44521` is the best overall representative because it is specific, actionable, and currently active; several other issues are older or more exploratory.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both involve version/import problems, but one is a missing flash-attention symbol and the other is Torch 2.10 compatibility; different failure modes and fixes." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after `from_config` and `window_size` raising `AttributeError` are unrelated API bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model/config structure, but one is `AutoModelForCausalLM.from_config` unwrapping `text_config` and the other is CLIP class layout inconsistency." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` rejecting `NoneType` are separate runtime issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "A missing PyTorch import is not the same bug as a MacOS bus error loading a CLIP community model." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is a stale indexer cache on second forward pass and the other is device-tensor seq length arithmetic in static cache under `torch.compile`." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized-cache `max_cache_length` handling and static-cache seq-length device type are distinct cache implementation bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory not releasing are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "A sparse-layer config bug and a legacy field loading bug in Beit are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v5 model loading/serialization, but one is `base_model_prefix` loading and the other is `lm_head.weight` serialization by device." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure is unrelated to the qwen3_omni_moe feature-function behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A `torch.compile` SDPA failure in Bamba and a stale CI test override in GraniteSpeech are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "`flash_attn` import key error on Python 3.13 and Windows ROCm/`torch.distributed` import/type issues are separate compatibility problems." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config construction and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and a GraniteSpeech CI regression do not share the same underlying defect." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are different import regressions." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss omission are unrelated model bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across v4/v5 and recurrent-state reset in modular_qwen3_5 are different functional regressions." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "A dtype mismatch in embeddings is unrelated to a pipeline error-message regression about translation tasks." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading broke in 4.46.2, while the other issue is about reinitialized output embeddings after resizing token embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local model import warnings and GLM-4.7 Flash test loading failures are different issues." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other is about `continue_final_message` with `mistral_common` tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "An `s_aux=None` crash in flash attention integration is unrelated to Qwen3.5 MoE rotary embedding CPU-offload compatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-information error messaging and trainer GPU broadcast `NoneType` errors are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template bugs, but one is a batched `padding=False` crash and the other is incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and float16 AMP CUDA crash in LwDETR are separate runtime bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc/example issues and BeitImageProcessorFast label reduction are different problems." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "A DAC forward/from_latents mismatch is unrelated to unexpected position-id keys during loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:46431|issue:46566", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + 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+ "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated transformer/model bugs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained regressions; the rest do not look like the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier report of the exact Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0, and issue:45478 is a near-identical follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest global issue choice because it is the clearest, most specific duplicate target with an exact twin and a well-scoped regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different bugs: missing chat template error vs weights staying on meta device." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same bug: identical Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/model-loading problems in different components." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example errors vs unexpected key/position id issue are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe length helper behavior are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: output drift vs tokenizer correctness regression." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training startup problems, but the failure modes are distinct." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature extractor center-arg crash and Gemma4 device-map mismatch are separate code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tie_word_embeddings collapse and category-count limit errors are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Sam3Video OOM and Swin2SR over-padding are unrelated image/video issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and missing import_utils symbol are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast failure and CLIP MacOS bus error do not match." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2 load OOM are not the same problem." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in different models are separate issues." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary loss logic and RTDetr loss infeasible-cost crash are different defects." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected key/position-id behavior are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention tests and embedding reinitialization after resize are not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency and cache max length handling are separate features." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART decoder_attention_mask generation error and _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and torch.jit generator expression export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change and multimodal token counting video-branch bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate crash and AdaFactor+DeepSpeed OOM are not the same failure." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the identical Qwen3.5 MoE from_pretrained pair as the only clear duplicate and treats the rest as likely unrelated. The soft-edge verdicts also avoid over-claiming beyond what the issue titles support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43381|issue:43701", + "issue:25251|issue:32090", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:44448|issue:44466", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:43611|issue:46121" + ], + "prepared_review_unit_hash": "e8fb5c3ed70b4c7bd6848065e8bf53437bffef1f6a56ff322eeaccef43197a20", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36655, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of transformer bug reports with only superficial keyword overlap. None of the suggested soft edges look like the same underlying bug/change, so all should be rejected as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the best representative of the cluster: it describes a broad v5 tokenizer regression affecting multiple models and has the clearest cross-model scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest issue candidate overall because it is broader and more centrally about a shared regression than the other, mostly unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: a missing flash-attention helper import vs TensorFlow being absent from a torch-only install." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is dtype drift between train/eval; the other is a restriction on using gradient checkpointing in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both are decorator-related import errors, but they hit different models and different code paths with different root causes." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated subsystems: DSA indexer logic vs removal of a utility function breaking trust_remote_code models." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different symptoms and causes: distributed broadcast of None vs out-of-memory with Adafactor/DeepSpeed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal finetuning failure vs a BeitImageProcessorFast label-reduction bug; no shared code-path." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call handling and video padding math are unrelated bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both touch tokenization, but one is a wrong-token-IDs regression while the other is return_tensors being ignored with explicit text kwargs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 vs a multi-GPU OOM in Gemma4; different models and failures." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing restriction and resume_from_checkpoint key mismatch are separate training issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to Trainer GPU broadcast errors." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory pressure, but one is quantization/offloading behavior and the other is multi-GPU inference OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is a device-tensor arithmetic bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "A generation output difference and a serialization inconsistency are distinct problems in different paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma EOS token config mismatch vs Qwen3.5 flash-attention generation failure; no common defect." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a model load path and SigLIP2 documentation mistakes are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype change and tensor-parallel OOM are separate behaviors." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A missing helper breaking trust_remote_code models is not the same as DeepSeek tokenizer regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different model/tokenizer failures with no shared underlying code path." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaNs are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash-attention s_aux=None crash and a PLE device mismatch are separate model-inference issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Gemma4 multi-GPU OOM are different failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation failure and a stale warning in paged generate() do not share the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading with base_model_prefix and RoPE validation argument typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46369", + "issue:46693", + "issue:46701", + "issue:47217" + ], + "soft_pairs": [ + "issue:45198|issue:45803", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43412|issue:45588", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:45245|issue:45563", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45459|issue:45712", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:45412|issue:46369", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127" + ], + "prepared_review_unit_hash": "862421cd763d7fa8b43730122f1f31fff5931b8ffe730a65d33fc171ac063532", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37620, + "estimated_input_tokens": 9405, + "estimated_eval_tokens": 19066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of unrelated issues that were linked only by weak textual similarity. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "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": "Both involve tokenization/conversion failures, but they are different bugs in different models/code paths: Wav2Vec2 save_pretrained/tokenization vs a bare except in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Different failure modes and subsystems: BART generate() decoder_attention_mask bug vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FA2 test failures are unrelated to image processor void-segmentation map handling." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "One is a feature extractor regression in LasrFeatureExtractor; the other is a video-input regression in several Qwen VL models." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and code paths: Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both touch tokenizers, but the concrete bugs differ: BigBird mask token registration vs AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as quantized model saving failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 nonsensical outputs are different model bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs with mixed-length sliding-window batches is a correctness bug, while FA2 long-context generation after 5.2.0 is a performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak on deletion are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues are unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error and flash_attention s_aux=None crash are different failures in different layers." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and stale warning in paged generate() are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are unrelated cleanup/bug fixes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory reservation; they are not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are distinct tokenizer-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 bad outputs and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import dependency problem and the other is a missing processor attribute; they do not appear to be the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different memory problems in different models." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer error masking when protobuf is missing are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta with Flash Attention 2 and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error messaging are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440", + "issue:43493|issue:43827" + ], + "prepared_review_unit_hash": "516984b66ff6c57af9f1651753f7500072d61001194fdaa7c94733e3896b47d2", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35647, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers issues across many subsystems (model loading, attention, quantization, processors, docs, etc.). The soft links are mostly keyword-level similarities, not the same concrete bug or change, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR index errors." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Both mention training/model problems, but one is Adafactor+DeepSpeed OOM and the other is a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer setup is unrelated to embedding reinitialization during resize." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific Qwen VL class is not the same as a general dependency complaint." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image label handling and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP CUDA loss crash is unrelated to flash-attention sink-less model handling." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config is not the sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct loading/runtime issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 inference quality problem is unrelated to Sam3 memory overflow." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2, but the titles do not indicate the same concrete bug or code path." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "flash_attention.py attribute crash is not the TimesFM window_size AttributeError." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-params JSON list TypeError is unrelated to missing decorator registration for apply_rotary_pos_emb." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash is distinct from video vision_position_ids being wrong." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model init regression does not match the patchtsmixer post_init policy issue." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU offload incompatibility are different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state caching bug is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are separate model/component bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and lasr feature extractor center-arg crash are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Bart generate() unboundlocal error are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install and a missing import-utils helper are unrelated dependency issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression do not share the same failure mode." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepseekV3MoE divergence are separate implementation issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to stale docs referencing pipeline()." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:45325|issue:46697", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43761|issue:44188", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:43295|issue:44871", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "51d51c5b7cd76d1f63214f09452dd07355741054959b1078c9e7cc7d1ce54eb0", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35580, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated transformer issues spanning config, loading, generation, quantization, and model-specific regressions. I did not find any soft pair that looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped item in the set (many comments and inbound refs), so it is the best single issue anchor despite the surrounding items being largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is open, high-activity, and describes a broad regression area rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are model config API mismatches, but they concern different models and different missing fields; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are different problems." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken constructor error and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import failure is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig loading is not the same as GPTNeoX rotary_pct reloading default." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "VL rope-position scaling and Swin2SR image padding are different image/model preprocessing bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is a pad_token_id discrepancy and the other is text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are distinct loading failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model load regression for physical-intelligence/fast is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect checkpoint saving are different directions of failure and not the same code path." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and TP OOM while loading Qwen2-57B are different distributed/runtime issues." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for a large model and a key error loading MobileLLM are not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare except swallowing KeyboardInterrupt in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are different trainer utilities." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states being None and ModelOutput key assignment for previously-None values are different output-handling problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP output regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to a missing PyTorch installation ImportError." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field misassignment and Gemma4 quantized embedder dtype casting are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks in v5." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Whisper empty-transcription generation failure are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43716", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44077|issue:44534", + "issue:43452|issue:44496", + "issue:44464|issue:46421", + "issue:44871|issue:46050", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:43065|issue:44617", + "issue:45381|issue:47217", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43352|issue:46640", + "issue:45803|issue:46170", + "issue:45127|issue:45200", + "issue:43650|issue:46202" + ], + "prepared_review_unit_hash": "e73e4d1c3a317aed1d2b01073a6b7678685663ed9b2e1966d3f100f046ce432a", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35576, + "estimated_input_tokens": 8894, + "estimated_eval_tokens": 18044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial similarities across different Transformers bugs. I would reject every candidate edge: the titles point to distinct model families, inputs, or failure modes rather than the same underlying defect. There is no true duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone anchor in this set because it is open, has the most discussion/inbound references among the closest semantic neighbors, and is a concrete reproducible bug\u2014but it should not be treated as a duplicate hub for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/chat-template problems, but one is about assistant mask generation and the other about image placeholders in user text; different failure modes and code paths." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "These are unrelated import/dependency issues: a missing availability helper vs a kernels version/revision requirement on pipeline import." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are separate bugs." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "A config API discrepancy is not the same as TimesFM's window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different configuration problems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer junk filling are distinct v5 regressions." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage and unrecognized model_type in config.json are different from_pretrained failures." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is separate from cache lazy-init recompilation." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and sinq save/load quantization breakage are unrelated round-trip bugs." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure do not share the same underlying defect." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu is unrelated to Trainer import failure caused by datasets on the environment." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is a different code-path problem than Ministral-3 FlashAttention support." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and a training-loss double-shift bug are not the same bug, even if both touch loss computation." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and batched chat-template padding behavior in Qwen2_5_VL are distinct failures." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying defect." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-input bugs, but wrong vision_position_ids for video input is different from failing when the image placeholder appears in user text." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collisions and max_cache_length handling in cache config are separate caching issues." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing falcon_mamba availability symbol." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo and memory overflow in sam3-litetext are different model-specific problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus image-generation test failure is not the same as stale Sam3LiteText references in auto_mappings.py." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "These concern different models and different symptoms: a failing test vs FlashAttention generation issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset-field loading and wrong custom-module selection after save/load are different persistence bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic Flash Attention 2 issue report." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowing exceptions in Fuyu conversion is unrelated to the Windows ROCm torch.distributed import/dependency failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA + extended-vocab collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different change requests/bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "These are unrelated: a vague data request versus a Gemma pipeline roundtrip issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46617", + "issue:46693", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:46693|issue:47217", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:44734|issue:45406", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:45072|issue:46932", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "d017f9abc032213f3e8a85bfbc77a232eb5c565a3c6255df1cc829e9dee762a0", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "The items are mostly unrelated bug reports across different Transformers subsystems. Several pairs share only broad themes or adjacent vocabulary, but none are strong duplicate candidates under strict triage.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45632 is the clearest, most concrete report in the set: it has a specific trust_remote_code cache-path collision scenario with a plausible, reproducible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45632 is the best representative issue here because it names a specific root-cause class (cache path collision) rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both involve vision-language behavior, but one is a v5.3 video-input regression and the other is placeholder handling in user text; different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a broad v5 non-persistent buffer initialization regression; the other is a GPTNeoX config reload issue for rotary_pct." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing token embeddings reinitializing output embeddings is unrelated to the local-path trailing-slash import warning." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and SAM3Video missing attribute are different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is chunked_prefill cache plumbing and the other is recurrent-state reset logic." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: last-batch label truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading a multimodal model with latest transformers." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "A FA2 long-context performance regression is not the same bug as VL placeholder parsing in user text." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/indentation failure is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask initialization and embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV cache continuation indexing in serve is a different failure from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing replacement-character decode crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow and static-cache seq_length/device-tensor arithmetic are different problems." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image padding behavior." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a generic FileNotFoundError; not enough evidence of the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and components with different quantization paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and a Python 3.13 decorator parsing error are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output shape change and XLMRoberta Flash Attention 2 support are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the Qwen3-Next tied-weights warning bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated runtime issues." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and strict config loading for granite_speech are not the same change." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different MOE/training bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a local dataset loading example 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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46752", + "issue:47013" + ], + "soft_pairs": [ + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43673|issue:46421", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:44479|issue:44734", + "issue:45588|issue:47013", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43854|issue:44964", + "issue:44938|issue:45542", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "1ddacc6d90f155f5293d6874f7cd5122522e83da2efdfb82ea19d35655f1be57", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35260, + "estimated_input_tokens": 8815, + "estimated_eval_tokens": 17886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated and should stay separate. The only plausible duplicate is the DeepSeek tokenizer regression pair (44779/46489), which appears to describe the same v5 tokenizer breakage with one issue being a more specific follow-up.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report: it names DeepSeek-Coder v1, scopes the regression to transformers v5+, and points to the gap in PR #44801's fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 has the clearest symptom description and root-cause context, making it the best representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failures: Qwen video position IDs vs Sam3LiteText memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated errors: CUDA assert during auto device mapping vs category-count limit in a different component." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "One is a missing import in image_utils; the other is a Qwen chat crash. No shared bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug vs dataset loading script issue; no overlap in code path." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model/test failures: GLM-4.7-Flash loading vs janus image-generation test." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation-related, but one is a multimodal video regression and the other is KV-cache tensor indexing in serve; distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs xLSTM unpacking mismatch; unrelated code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo input-size mismatch are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video processing, but the reported failures are different models and different bugs (vision_position_ids vs padding calculation)." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "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 vs resize_token_embeddings not propagating to Gemma4 embeddings; separate behavior." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example/model mismatch is unrelated to the local dataset loading failure." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab causing collapse is unrelated to Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency vs a stale warning in paged generate; different symptoms and fixes." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5+ versus v4; 46489 is the more specific instance referencing the prior fix gap." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize issue vs Whisper empty-transcription generation failure; no shared underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe vs serve KV-cache continuation crash; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but on different edge cases (tool-call assistant messages vs empty list) and likely different fixes." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Bart generate decoder_attention_mask UnboundLocalError are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different areas: stale GraniteSpeech device override test vs obsolete auto_mappings config reference." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json loading bug vs list_repo_files not forwarding revision; different APIs and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields with trust_remote_code; the other is an unrecognized model lacking model_type. Not the same issue." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal chat/template failures: assistant mask zeroing vs video vision_position_ids." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both involve model loading, but the models and failure modes differ completely." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load issue vs undefined tf backend due to tensorboard-only install; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance complaint vs unsafe sys.modules access in modeling_utils; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The DeepSeek tokenizer pair (44779/46489) is a reasonable duplicate call: both describe v5+ tokenizer regressions for DeepSeek/DeepSeek-Coder, with 46489 clearly the more specific follow-up tied to PR #44801. The other soft-edge rejections are appropriately cautious and do not overstate shared bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46697", + "issue:46858", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:43526|issue:46697", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:46082|issue:46121", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43582|issue:46932", + "issue:43901|issue:44496", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "f2d9160e5a376979de2bcefbf3217195755c0eb2d2dae340db18a34b55cfc82b", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "No soft pair looks like a true duplicate or mergeable match; most share only a broad subsystem (imports, models, caching, processors) but describe different concrete failures. There are no PRs in the set. The most representative issue is the active multimodal chat-template bug (#44521), but it is not duplicated by the others.", + "confidence": 0.92, + "canonical_issue_reason": "#44521 is the most central/representative issue here: it is open, has inbound references, and describes a concrete multimodal behavior bug with broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best standalone issue candidate because it is active, externally referenced, and its failure mode is clearly scoped and reproducible.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: Flash Attention support for XLM-Roberta vs token embedding resize/reinit behavior." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but they affect different models and different preprocessing logic." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill paths, but one is a missing GenerationMixin cache and the other is device-tensor slice arithmetic in static cache." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are loading/import regressions, but they concern different models and different root causes." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug vs Fuyu exception handling bug; unrelated code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech vs model loading failure for Phi-4 multimodal; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/dependency complaints, but one is missing TensorFlow in torch extra and the other is a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Both are model-loading/VL issues, but one is config/model-type resolution and the other is chat-template image-placeholder handling." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code vs missing utility export; completely different defects." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols and different modules." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they involve distinct missing names and different package areas." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head tying bug in Mistral3 vs checkpoint save-pretrained regression in Qwen3.5; not the same change." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs removed-config auto_mappings CI breakage; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Registered buffer/position_ids error is different from CPU-vs-CUDA numerical divergence." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to decoder.embed_tokens not updating on resize." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Config validation for head_dim vs rope-parameter dict conversion TypeError; different validation paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs notebook syntax error; no shared underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache state during chunked_prefill and the other is max_cache_length semantics." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Feature-extraction output length logic vs CPU/CUDA output differences; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading issue vs PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache prefill bug and ANSI color logging bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support issue vs a specific model load failure on transformers>=5.1.0; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image-processor label reduction bug vs documentation mismatch in text-classification pipeline." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch in pipeline vs model config loading error; different domains." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention and torch versions, but one is compiled flex_attention failure on torch>=2.9 and the other is an incorrect version gate for AuxRequest import." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature-extraction helper bug; no overlap in 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": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue: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:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:47000", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:46082|issue:46399", + "issue:44466|issue:45276", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "a2b963d2bdc8b8e631c63f5cdbc9a57825f0bc01c3eef7545288db0b404ea5bd", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36329, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate bugs/regressions across different models, tokenizers, configs, pipelines, or docs. The soft-similarity pairs mostly share broad vocabulary only, not the same concrete code-path failure.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the closest umbrella in the set: it describes a broad regression class around recent Transformers versions breaking remote-code models, which is the most cluster-like theme here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative of the overall cluster because it has the broadest scope and most plausibly captures the shared version-regression pattern, even though the set is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/FlashAttention, but one is about save/dequantization and the other about model loading/runtime flash-attn failure; different bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Completely unrelated topics: placeholder issue vs. a feature-specific audio feature extraction bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility report; the other is a vague dependency issue with no shared concrete bug path." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure and cache-length behavior are different subsystems and different symptoms." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but they fail in different scenarios and code paths; not the same underlying crash." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different symbols/modules and no shared fix target is evident." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config classes with different missing/default-field issues." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Different dependency breakages: one is generic transformers dependency trouble, the other is a torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embedding propagation and empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mismatch for text-classification is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained serialization; different concrete issues." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Phonemizer backend state and Rust tokenizer thread safety are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA top-k span decoding crash and empty chat-template input crash are different code paths and different exceptions." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and SAM memory overflow are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency-related, but one concerns transformers generally and the other a too-new PEFT minimum version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer image-passing behavior and the other is Deepseek token IDs; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to the text-classification docs note." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments ignored and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained serialization are different model-specific issues." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a placeholder placeholder-only issue are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as the broad remote_code regression report." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Importing HybridCache and generic import failures after upgrade are too different to merge as one bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version support and PEFT minimum-version bump are separate dependency issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer output regression and Granite AutoTokenizer ID regression are both tokenizer bugs, but they affect different model families and mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and RTDetr loss infeasible-cost crash are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 kernel registration crash are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch embeddings/weights, but one is serialization tied-weights behavior and the other is resize propagation in Gemma4; not the same fix." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is loading and the other is save_pretrained visual-key serialization; distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:44623|issue:44749", + "issue:43441|issue:45834", + "issue:43873|issue:47145", + "issue:44261|issue:44263", + "issue:45859|issue:46851", + "issue:44246|issue:47217", + "issue:45103|issue:45372", + "issue:44623|issue:45397", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "15cd13ca9d16f2f4e4a1e63c37445bdb20a867742048a7a6f1cf147fa642948f", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34840, + "estimated_input_tokens": 8710, + "estimated_eval_tokens": 17676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not one duplicate cluster; they cover many unrelated bugs and regressions across tokenizers, quantization/offload, config defaults, model loading, CI/docs, and performance. No soft pair looks like the same underlying change or bug, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the issues are heterogeneous and do not share one underlying code-path or fix.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the set is not a duplicate family; picking any one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different model families: tokenizer special-token registration vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is a LlamaConfig validation problem; the other is stale config dtype after from_config. Not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated subsystems: video pipeline processor lookup vs Gemma4 device_map/offload forward mismatch." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both concern loading/weights, but one is junk non-persistent buffers and the other is missing FP8 weight_scale application. Different concrete failures." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different missing-default issues in different models: router-loss gating vs mm_token_type_ids defaulting." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text vs FP8 inference failure on B200; no shared bug path." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other crashes in a Mistral regex patch. Different fixes." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading regressions affecting different models and likely different code paths." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as FP8 frozen-checkpoint weight_scale corruption." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less crash vs RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile regression vs TensorFlow backend detection/install issue; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config-initialization bugs for different model classes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape output in loading_report vs Qwen3.5 variable-length position_ids issue are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized saving failure and dequantized model offload loading failure are different workflows and failures." + }, + { + "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.step; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs overall filtering slowdown are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention bug for Ministral-3 vs long OCR index error in Kosmos2.5 are different model-specific issues." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Broad quantization/offloading concerns, but not the same concrete bug: offloading behavior vs missing FP8 weight_scale on frozen checkpoints." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different low-level bugs: missing rms_norm_eps in one model and torch.split return handling in another." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5, but one is CPU offload incompatibility and the other is variable-length position_ids handling." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import-time latency issue vs VL image-placeholder handling bug; no shared code-path." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and Gemma 4 processor import error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file emission bug vs gemma-4 zero3 from_pretrained issue are different." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow extra/backend packaging issue vs Python version compatibility regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:44188|issue:44336", + "issue:44186|issue:47000", + "issue:43575|issue:47145", + "issue:44336|issue:44373", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43723|issue:44162", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:43526|issue:45003" + ], + "prepared_review_unit_hash": "2c1ffb34fca633d4321c5d73952dcae85ce48812e59e417846607893fcd59f6c", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36340, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of unrelated issues; the soft pairs mostly share broad vocabulary or subsystem names, but not the same concrete bug or change. No duplicate cluster emerges, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set: the items span many unrelated regressions, docs issues, and security bugs, and the soft pairs do not point to one shared underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the items is a credible umbrella representative for the rest, since the candidate pairs are only superficially similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Different security bugs: shell command-substitution allowlist bypass vs tar/zip-slip arbitrary file write/RCE." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-related, but one is stale auto_mappings refs and the other is leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and failure modes: CamemBERT masked LM vs Deepseek tokenization." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow imports of transformers." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config attribute bug, while glm-4v-9b loading failed is a separate model-loading issue." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel returning hidden_states=None are different code paths and regressions." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and RTDetrLoss infeasible cost matrix are unrelated modeling errors." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM when loading a Qwen2 model with tensor parallelism is unrelated to FP8 frozen checkpoint weight_scale handling." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Console color handling in loading_report and a wrong position_ids docstring are not the same issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config loading, but Llama4 pad_token_id absence and trust_remote_code missing fields are distinct failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to a Python-version compatibility problem in 5.1.0." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model fails for unrelated reasons than the undefined tf backend caused by only tensorboard being installed." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer v5 loading issues and ESM2 breakage are separate model/tokenizer regressions." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and FlashAttention failures in v5 RC are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage type and Qwen3.5 chat crash are unrelated runtime issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both concern position_ids, but they affect different Qwen models and different logic paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config.json missing model_type are not the same defect." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to FP8 compressed-tensors weight_scale loading." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency/version validation in transformers.pipelines is a different problem from a missing registration decorator in Qwen3.5 kernels." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3-related bugs: helper output-length calculation vs variable-length position_ids handling." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing nn import when importing sentence-transformers is unrelated to the undefined tf backend error." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding bug and AutoProcessor backend-missing error are distinct vision-processing issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernels registration crash and the other is a variable-length position_ids bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access in modeling_utils are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47217" + ], + "soft_pairs": [ + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44295|issue:44749" + ], + "prepared_review_unit_hash": "27df4e15b54d1b8f7d2c77868af3c2949dc81c8b2f0435a1d62de8ffabcd76b8", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35770, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose mix of unrelated Transformers issues, with a few superficial overlaps around Qwen/VL/video handling. I did not find any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.55, + "canonical_issue_reason": "issue:44479 is the broadest and most representative bug report here: a concrete v5.3.0 video-input regression affecting multiple Qwen VL/MoE variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest single issue to anchor this cluster because it names the regression clearly, spans multiple affected models, and is more actionable than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video-input processing vs empty-list chat template handling." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated areas: docstring/annotation parsing vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model/code paths and different symptoms; both are dtype/output issues but not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "One is a position_ids buffer access error, the other is a DeepSpeed zero3 from_pretrained issue for Gemma-4." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "CI race on captured_info.txt is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE load-balancing loss bug is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but one is sliding_window behavior and the other is chat loading/crash behavior; not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging cleanup is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MoE, but one is hf4.x LoRA compatibility and the other is loading Qwen3VL MoE models in dev0; different failures." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety and TimesFM window_size AttributeError are different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve missing auxiliary losses, but they are different models and different triggering conditions." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading bug is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are not the same underlying issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated dependencies." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import Qwen2_5_VLImageProcessor is unrelated to missing HybridCache export." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed is the only commonality; one is Qwen3 MoE weight conversion, the other is a ZeRO3 deque error." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/VL, but one is missing-vision-backend processor resolution and the other is image-placeholder handling in user text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup is unrelated to fbank feature extraction." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different processing steps." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to empty-list chat template indexing." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing config field and the other is from_config not unwrapping text_config; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input bugs, but they are model-specific regressions with different root causes." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slower filtering after upgrade are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:45292|issue:47000", + "issue:43295|issue:45292", + "issue:45003|issue:45561", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44038|issue:46506", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:42199|issue:46851", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123" + ], + "prepared_review_unit_hash": "499bd6a7d54b98f4ae38904acd8951ec42d27d8d53f1f5f4d61055bfc83e6e35", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35937, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model families, tokenizer/config issues, DeepSpeed errors, Flash Attention, CI, and training/runtime bugs. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items do not form a duplicate set and there is no single bug/change that plausibly subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative standalone issue because it describes a concrete regression affecting multiple Qwen video models, but it still does not serve as a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different failures in different models: ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 rotary code, but one is CPU-offload compatibility and the other is a missing kernel registration; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Token embedding resize bug and RT-DETR cost-matrix infeasibility are unrelated subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and embedding resize propagation are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5-VL image processor and BertModel ZeRO3 index error are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video attribute error and SAM3-lite memory overflow are different symptoms with different causes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe transformers 5.0 compatibility and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one is granite_speech loading and the other is a missing field in Qwen3_5MoeVisionConfig; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels bug and Florence2 training-loss double-shift bug are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and unrecognized image processor when a backend is missing are different issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on v5.1+ and masking real tokenizer errors without protobuf are different problems." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported model for Flash Attention 2.0 is not the same as the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction and CohereASR double-shift training loss are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows/ROCm torch.distributed import dependency are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids bug are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma 4 Zero3 loading and double optimizer.step under deepspeed are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and ESM2 breakage are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning and Qwen3.5 flash-attention generation failure are separate issues." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm distributed import problems are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video attribute error and Qwen3OmniMoe video ValueError are different code paths." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:46752|issue:47020", + "issue:45375|issue:45478" + ], + "prepared_review_unit_hash": "e6e33559f83d59e08e1df478a38df933fef0034f00ad36d682c1c13aefd90416", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated Transformers regressions spanning tokenizer loading/saving, multimodal config issues, cache/compile behavior, and training/runtime bugs. Only one soft pair looks like a true duplicate: the Qwen3.5 Moe config/load regression.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report in the cluster: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop, which plausibly explains the broader `from_pretrained` failure in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the strongest representative because it pinpoints the exact config-schema bug rather than only the downstream loading error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline-cache loading failure vs Gemma4 multi-GPU CUDA OOM; completely different bug classes." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression vs accuracy regression after a version upgrade; not the same code-path or symptom." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm import dependency issue vs RT-DETR forward shape/type error; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs a tie-word-embeddings warning in Qwen3.5 LoRA; different problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip tokenization issue; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs a model-type warning in Sam3 tracker loading; related subsystem, but different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Configuration warning about `tie_word_embeddings` vs stale warning for `num_return_sequences`; unrelated warnings." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash vs Gemma4 `mm_token_type_ids` defaulting issue; different model and failure mode." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface registration behavior change vs FP8 compressed-tensors missing `weight_scale`; unrelated functionality." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in `/v1/chat/completions` vs Gemma pipeline roundtrip failure; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated repro of another issue vs Gemma roundtrip failure; no clear same underlying defect." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence under compile vs spurious recompilation from cache lazy init; distinct cache/compile issues." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss issue vs Deepspeed loss host-sync concern; different models and mechanisms." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash vs flash-attention `s_aux=None` crash; different code paths." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int support error vs missing chat template error; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrade; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer metadata mismatch on save vs processor save missing files; both serialization-related but not the same underlying defect." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring crash from future annotations vs cache seq-length tensor arithmetic issue; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch vs throughput regression; different symptoms and code paths." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression vs Deepspeed double optimizer-step bug; not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy layer bug vs MaskGenerationPipeline final-batch result loss; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 nonsensical outputs vs AutoProcessor backend-missing error; different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained file omission vs double optimizer-step under deepspeed; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad custom-model-init breakage vs ESM2-specific failure; not enough evidence of the same root cause." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading error vs DeepSpeed ZeRO3 deque IndexError; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs AttentionInterface registration behavior change; different bugs." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash vs XLMRobertaTokenizer Unigram sequence type error; unrelated tokenizer defects." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 Moe config-loading regression; 45375 gives the concrete missing-field root cause and 45478 is the downstream `from_pretrained` failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The summary avoids overclaiming, and the single accepted soft pair (45375/45478) is supported by the titles as a config-loading regression/root-cause vs downstream failure. The other soft-edge rejections are also appropriately cautious and consistent with the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45561|issue:47217", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:44188|issue:46851", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:46463|issue:46877", + "issue:46877|issue:47000", + "issue:39692|issue:46726", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:43784|issue:46399", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:44857|issue:46877", + "issue:44222|issue:45310", + "issue:44661|issue:47059", + "issue:45593|issue:46877" + ], + "prepared_review_unit_hash": "d842d313471846a0633aaf635d7a6e7b35a3ccb0f110b4fb7a1d8ed8d48960f2", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues are unrelated import, generation, quantization, vision, and testing bugs. The only plausible duplicate pocket is the Qwen3.5/MoE config-loading regression around `from_pretrained`, centered on issues 45310 and 45375.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45310 is the broadest user-facing report in the only real duplicate subcluster, making it the best umbrella for the Qwen3.5/MoE `from_pretrained` regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the most representative triage anchor because it captures the general failure mode without narrowing to one specific missing config field.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different missing attributes; same symptom class but not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a SAM 3 vision output attribute bug; the other is remote-code config field loss during `AutoConfig` loading." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "Testing race on a captured file vs VL image-placeholder handling; unrelated code paths." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring issue vs actual Qwen3.5 variable-length input bug; not the same underlying change." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 loading failure; too little evidence of sameness." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a different failure mode than Qwen3.5 position-id handling." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving vs GGUF loading; both involve quantization but different operations and failure paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is `_update_model_kwargs_for_generation` after sync_gpus and the other is chunked_prefill cache handling; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both describe the same Qwen3.5/MoE `from_pretrained` loading regression; 45375 pinpoints the missing config field that explains 45310's broader error." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe load bug vs processor save_pretrained missing files; different subsystems and different failure points." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel import error from missing PyTorch vs Sentence Transformers hanging on load; unrelated symptoms." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Two different missing imports (`AutoImageProcessor` vs image_utils symbol); both import-related but not the same symbol or path." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation message bug vs auto_docstring stdout pollution; unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Doc-lint output at import time vs RTDetr loss infeasible-cost-matrix crash; no shared code path." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization failure vs AutoProcessor backend-missing error; different issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs Llama4 config missing `pad_token_id`; distinct model and bug type." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash vs tokenizer regression in Kimi-K2.5; unrelated tokenizer/decoder paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 vs `continue_final_message` behavior for mistral_common tokenizers; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-settings change request vs InternVL2 meta-init incompatibility; different concerns." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs incorrect output under pipeline parallelism; different runtime problems." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetr assignment infeasibility; unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but for different exported symbols and likely different release breakages." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "AutoModel/PyTorch import error vs missing `AutoImageProcessor`; similar theme, different API and cause." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers `nn` import failure vs Qwen3.5 kernel registration error; different modules." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE and loading, but they target different model families/checkpoints and don't clearly share one concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure vs missing Qwen2_5_VL class import; unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug vs Qwen3.5 infinite-loop on a specific image; different symptom and code path." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Pytest-xdist capture-file race vs CLI completion attribute error from huggingface_hub; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Float16 AMP crash in LwDetr loss vs import-time docstring diagnostics; no overlap." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE is a save-path issue, while 45310 is a from_pretrained/load-path failure." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model registration logic in `TOKENIZER_MAPPING_NAMES` vs CLI completion regression; different subsystems." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary loss issue vs import-time docstring logging; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous, and the single accepted pair (45310/45375) is plausibly the same Qwen3.5/MoE `from_pretrained` regression. The rejected soft pairs also look 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": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "55308247c110bc7c12bf0babb41e43ed722984a2d98da43116192166903f6bbc", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36609, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: most pairs are only loosely similar on keywords (tokenizers, FP8, Gemma, docs, v5 regressions) but describe different bugs. The only clear duplicate is the two Qwen3ForCausalLM VRAM-leak reports with the same title and underlying multi-worker/thread issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is an exact duplicate of issue:43704 and has the fuller discussion for the same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread use.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate pair in this set; it captures the same concrete bug as issue:43704 and is earlier/more established.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeError crashes, but in different subsystems and code paths (Mistral regex patching vs auto_docstring annotation parsing)." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma4/Gemma, but one is a processor _tokenizer attribute crash in serve and the other is a token roundtrip/example issue; not the same bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma pipeline failures, but one is a tokenizer roundtrip problem and the other is an image-text-to-text generation output issue." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation problems in different models; one is a sync_gpus kwargs update issue, the other is a janus image generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression with FineGrainedFP8 and the other is save_pretrained behavior for moe models." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact title and same underlying Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated issues: missing TensorFlow backend from a pip extra vs a nonexistent image_utils import." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Different problems: a version pin bump to unreleased PEFT vs auto_docstring printing lint diagnostics at import time." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Both are performance/runtime concerns, but one is recurrent state reset in modular_qwen3_5 and the other is host synchronization in deepspeed loss computation." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different failure modes and areas: model config loading vs a pytest-xdist file race in testing utilities." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility for transformers 5.1.0 is unrelated to an image_utils import problem." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Training-job MLflow reporting vs DeepSpeed/Adafactor OOM are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers is unrelated to token embedding resizing reinitializing output embeddings." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens not adding BOS/EOS tokens." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated packaging/backend issue vs leftover dummy classes in dummy_pt_objects." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model/config bugs: Phi4MultimodalConfig default initialization vs VideoPrism output field wiring." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to fast tokenizer thread-safety." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failing on transformers>=5.4.0." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is a different bug from tokenizer thread-safety regressions." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to FA2 long-context generation performance regression." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings.py stale config references and a huggingface_hub CLI compatibility failure are different issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention mask construction and MaskGenerationPipeline final-batch handling are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one affects cleanup spacing and the other silent Granite token ID mapping." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure in v5 and missing BOS/EOS insertion are related only by domain, not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they are different examples with different failures and fixes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected behaviors and models differ (cleanup spacing vs DeepSeek tokenization correctness)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is well grounded in the packet: issue:42673 and issue:43704 have the same title and clearly describe the same Qwen3ForCausalLM VRAM-leak bug, with 42673 earlier and more discussed. The remaining soft-edge rejections are conservative and match the issue titles/descriptions; no unsupported duplicate claims stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:43479|issue:44079", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44360|issue:46762" + ], + "prepared_review_unit_hash": "fbb851d8c80eb6ebd58749aa852f789bb2c83a3d5263d855f7db58ddedfa8460", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35933, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs share at best broad topical similarity, not the same underlying bug or change. I would not merge any of the proposed pairs as duplicates. The only noticeable subtheme is tokenizer/loading regressions, but even those are distinct code paths and fixes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:47085 is the strongest anchor in the cluster: it is a concrete, user-facing tokenizer regression with broad impact and the clearest actionable code path. Among the weakly related tokenizer issues, it is the best dedupe target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47085 is the most representative and operationally useful issue in the cluster, with the clearest failure mode and the best chance of serving as the central tracker for nearby tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention on XLM-R vs MLflow reporting after failed training; unrelated bugs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multithreaded dataloading vs tokenizer thread-safety regression; different components and fixes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaulting vs ModelOutput key assignment; unrelated internals." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info call in AutoTokenizer vs fast tokenizer thread-safety; different code paths and remedies." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting failure vs Llama 3.2 model-loading regression; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch count vs remote-code meta-init incompatibility; different multimodal failures." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization cleanup behavior change vs processor.tokenizer/image-passing regression; both version-related but not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error vs deepspeed double optimizer-step behavior; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model-specific bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache serving crash vs auto_docstring annotations crash; unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "clean_up_tokenization_spaces regression vs Pegasus v4/v5 output difference; same broad area, different mechanism." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting vs custom trainer compute_loss signature error; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency import error; both imports, but different failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained moe vs tokenizer_class metadata mismatch; different save/load bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args ignored vs docstring parameter-name typo; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification example vs local dataset loading in image classification example; different scripts and symptoms." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump vs leftover dummy classes cleanup; unrelated maintenance issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs deepspeed optimizer-step issue; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs leftover dummy PT classes; both cleanup-ish, but not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained vs processor.save_pretrained missing files; both involve saving, but different code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different model/runtime behavior." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "BPE-marker handling vs AutoTokenizer.from_pretrained loading issue; tokenizer-related, but distinct concrete bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different Qwen3.5 MoE internals." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization vs non-persistent buffers filled with junk; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error vs attention registration behavior change; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; both import errors, but different symbols and packages." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer lacking ReLU vs Minimax attention numerical differences; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43504|issue:47059", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:46369|issue:46909", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:43986|issue:46726", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44829|issue:46002", + "issue:44964|issue:47059" + ], + "prepared_review_unit_hash": "54542200fde7d17836959b348b7ff2b3022cac1ef69523a79665bac3695944e3", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with superficial title similarity; I don\u2019t see any true duplicate pairs, and there are no PRs to evaluate.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45092 is the broadest user-facing regression in the set (Transformers v5 compatibility / meta initialization), but the cluster is too heterogeneous for a strong canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the most representative high-level compatibility report among these issues; it is broader than the model-specific loading/saving bugs around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Different problems: type-checking regression in PretrainedConfig vs LlamaConfig validation of head_dim." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is about FP8/moe serialization and the other about shard-size behavior." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy BEiT preset loading is unrelated to the CLI completion error from huggingface_hub." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization-version drift is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting in quantized embedders." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different code paths: torch.split return handling in a MoE indexer vs remote-code checkpoint meta initialization." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split outputs and a docstring issue for position_ids are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync behavior is unrelated to cache max_cache_length handling." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat-template support are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug is unrelated to MoonshineStreaming's sliding-window off-by-one." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in the training example is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are different symptoms and code paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM3 output attribute is unrelated to MoonshineStreaming window masking." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/streaming-related, but one is an off-by-one in masking and the other is padding calculation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Missing ReLU in DSA indexer is not the same as torch.split return handling." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 from_pretrained errors are different FP8/loader problems." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load quantized models, but one is dequantized Ministrals/Devstrals saving and the other is sinq round-tripping." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaints are unrelated to SequenceFeatureExtractor.pad conversion inefficiency." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision dependencies, but one is a video-model crash and the other is an image-processor backend error." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Checkpoint meta-initialization incompatibility is different from save_pretrained writing wrong visual-encoder keys." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "General FP8 accuracy regression is not the same as a Qwen3-VL-Moe loader bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision mismatch is unrelated to remote-code checkpoint meta initialization." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2.5-VL model import failure are different missing-symbol issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration is unrelated to NaNs after checkout plus init." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the CLI completion attribute regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:43986", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:39379|issue:46172", + "issue:43644|issue:46305", + "issue:44188|issue:44373", + "issue:44327|issue:47059", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "86d4e0c94545902a55e0c95ad34e57b9660bbab7da266c14c460213790c67049", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports. The soft-similarity pairs are superficial and usually just share a broad subsystem or version-regression theme, not the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a credible canonical: the set spans unrelated bugs across tokenization, multimodal loading, CLI, quantization, generation, and packaging/import regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No item cleanly subsumes the cluster; 45278 is the broadest version-regression report, but it still does not represent the heterogeneous set well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are vision/video-positioning bugs, but they affect different models and different code paths (vision_position_ids vs sliding_window_mask_function)." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "A chat-completions API crash and a Gemma4Processor attribute error are unrelated failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift is unrelated to a Qwen3_5 image infinite-loop bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 family, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and tokenizer spacing after added tokens are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "mllama mask handling and a deepseek-v4 transpose bug are different model-specific code paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and a streaming mask off-by-one are not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top_k bounds crash and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision for AutoProcessor is a dependency issue; image-placeholder handling is a separate VL input bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenization behavior, but one is offset_mapping correctness and the other is add_special_tokens/BOS-EOS insertion." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import/regression reports, but one is a specific missing symbol from huggingface_hub and the other is broad post-upgrade import breakage." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized-model saving are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache resolution and wrong tokenizer decoder type are different issues." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and Sentence-Transformers loading hangs are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling and version-to-version tokenization changes are not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3, but a model-type warning and a memory overflow are distinct problems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a DIA doc example are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and a broken documentation example do not match." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different symptoms and likely different causes." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A buffer-registration read error and tokenizer.save_pretrained class metadata mismatch are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and incorrect pipeline-parallel output are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "The transformers env command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence-Transformers and a MacOS bus error in CLIP are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel generation correctness are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "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", + "issue:47059" + ], + "soft_pairs": [ + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "b4539c1734dc6f8fe6aafcce2988843898330e31e9402b6dd2d38c51e9548f54", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36551, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated Transformers issues spanning imports, tokenizers, multimodal chat templates, model-specific regressions, and save/load edge cases. None of the suggested soft pairs look like the same concrete bug or fix path, so they should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45278 is the broadest and most umbrella-like report in the set, centered on widespread import regressions after a version upgrade, making it the closest thing to a canonical issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone report here: it is open, has multiple references, and describes a specific, reproducible multimodal assistant-mask bug with clear impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but one is a specific missing symbol and the other is a broad upgrade-wide import regression; not the same bug path." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failures in different packages/components: sentence-transformers import NameError vs a CI break from removed SAM config references." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are model-family-specific regression reports, but they concern unrelated internals: RoPE layer selection vs tied-weights warnings." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Separate model-specific save/load issues; dequantized save failure is not the same as GenerationConfig validation for GLM-5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "One is TOKENIZER_MAPPING_NAMES returning None, the other is AutoProcessor failing to pass kwargs to cached_file; different code paths." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated subsystems: multimodal token counting in video processors vs CLI test failure from a huggingface_hub API change." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug and a model-loading issue for cjvt/sleng-bert are not the same underlying problem." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different model behaviors: config propagation for Qwen3.5 labels vs degenerate training under flash_attention_3." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-related, but offset_mapping and assistant_mask generation are distinct behaviors and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely unrelated: DSA indexer discussion versus GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but they are different models and different attention implementations; not one fixable bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe import/regression issue and a tokenizer save_pretrained metadata mismatch are separate problems." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a version-wide tokenization change and the other is a continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-to-version tokenization differences do not match a multimodal chat_template assistant_mask bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same product family, but the symptoms differ: model-type warning vs missing output attribute." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs entirely: Qwen3-VL-Moe import behavior versus position_ids buffer access." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No real overlap: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different features and failure modes: Qwen3-VL-Moe regression vs FP8 save_pretrained for MoE." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.4.0+, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but they are different exported symbols and likely different export/release issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different model families; no shared code path or fix." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but offset mapping and stale phonemizer backend state are separate bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors from different packages; no common underlying change to merge." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification example output are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing module import and layoutlmv3 error-message clarity are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different distributed/eval behaviors: dtype drift in evaluate vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging/dependency selection issue versus Python 3.14 load failure; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:39379", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116", + "issue:47217" + ], + "soft_pairs": [ + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:42673|issue:45072", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825" + ], + "prepared_review_unit_hash": "d0057f2f9fcb63c22c4c2c7c611c17ace5ba0b8a3215e3ecaa7f200cca2f1b7b", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35746, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers regressions across different models, APIs, and failure modes. I did not find any soft pair that clearly describes the same concrete bug; the closest matches are still too broad or too model-specific to merge confidently. The broad import-regression report is the best umbrella issue in this set.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative regression report here: it captures a general upgrade-induced import-error class rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global representative because it is the most umbrella-like regression report and could absorb multiple import-related follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different code paths: mllama mask handling vs generation kwargs after sync_gpus." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated model bugs: SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite-loop on a specific image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "One is attention-kernel divergence under torch.compile; the other is a feature-extractor performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Doc parameter-name mismatch is not the same as import-time diagnostic output from auto_docstring." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; different bugs." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 is unrelated to stale phonemizer backend state." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error umbrella; 38617 is a specific missing symbol. Related, but not clearly the same bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "API request rejection vs VL image-placeholder parsing failure are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue vs PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same family name, but different failures: Qwen3-VL-Moe bug vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading base_model_prefix regression is unrelated to NaNs in classification-head init." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression may be related in theme, but the Deepseek issue is only a generic v5 incorrect-results report." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key regression and from_pretrained loading error are opposite directions and not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and set_training doc mismatch are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded Qwen3 inference vs dtype mismatch in bfloat16 CI are different issues." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug is unrelated to NaNs on checkout/init." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: feature-length helper behavior vs flex_attention import version check." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch and broken documentation example are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and missing image-patch method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored is a training optimizer bug, not the same as evaluate-after-train failure." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment issues, but in different models and code paths." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend messaging and the other is retry behavior on HTTP 429." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "FeatureExtractor.pad performance inefficiency is unrelated to streaming pipeline regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight during loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different symptoms with no concrete shared code path shown." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to a pipeline error message about translation tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46697", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43827|issue:45446", + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:45092|issue:46762", + "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:42222|issue:43441", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:43937|issue:45563", + "issue:42222|issue:47000", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "4e78716cbc9ea7e13663edd64a5baea5afb948b218a2cf821007c2e6933aa49d", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster of Transformers issues. The soft pairs mostly share broad keywords (tokenizer, loading, v5, video, flash-attn) but describe different code paths and different failures, so none look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45071 is the broadest upstream regression in the set (core v5 config/type-checking), so it is the best umbrella anchor for a mixed cluster, even though most other issues are model- or subsystem-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "45071 is the strongest general-purpose representative of the cluster\u2019s v5 regression theme, but it should not absorb the more specific bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline() and a PyTorch version check bug in flex_attention are unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threading vs tokenizer BPE-marker handling; different layers and symptoms." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset_mapping for Qwen3." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code/meta-init incompatibility is unrelated to Minimax MSA numerical differences." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa second-forward crash and Swin2SR image padding are different components and bugs." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is not the same bug as Minimax attention numerics." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Cache missing during generation and a padding performance issue are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing Qwen2_5_VL import and repeated 429 retries in AutoProcessor are separate failures." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption with FSDP2/PEFT is unrelated to chunked_prefill cache handling." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization are different model bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is not the same as a flex_attention version-check bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are distinct attention bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are separate generation issues." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage is unrelated to empty-list handling in apply_chat_template." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping lookup bug and flash_attention.py crashing on s_aux=None are different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Meta-initialization TypeError and PretrainedConfig type-checking regression are related only at a very high level, not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Model import/breakage reports are not the same as chat-template empty-input crashes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs after checkout/init are different correctness issues." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask logic and Florence2 double-shift training loss are unrelated model bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained failure are different failure modes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failures are not the same code-path bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Two tokenizer bugs for different model families; no evidence they share the same underlying defect." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training under flash_attention_3 and incorrect checkpoint saving are separate issues." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different configuration bugs." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Core config/type-checking regression is unrelated to a CLI incompatibility with huggingface_hub." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Missing kwargs in AutoProcessor.from_pretrained and special_tokens list-vs-dict handling are different loader bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing utility bug and a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and AutoProcessor import crash without torchvision are different video-related issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch AttributeError are separate tokenizer-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "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:45464", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464" + ], + "prepared_review_unit_hash": "1bf574f134cba31ba4d5ac688f3cc621a09f93ecded5a44301b8c9022d2ee32e", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35804, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers regressions: import/API breakages, tokenizer/model-loading issues, training/runtime failures, and a few docs/nit reports. The soft matches share broad version or subsystem similarity, but none look like the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the broadest representative of the repeated v5 import-regression theme, but it still only covers a subset of the cluster and is not a true umbrella for the other failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a small utility bug and the other is a pytest-xdist race on captured_info.txt; different root causes." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code local models; the other is repeated HTTP 429 retries in AutoProcessor.from_pretrained. Not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems for different model families; no shared code-path bug is evident." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different APIs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression versus a noisy logging message; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend validation are different failures." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated subsystems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API-settings guidance and MLA rms_norm_eps precision issues are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model/config loading errors, but they affect different models and failure modes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Missing rms_norm_eps in one model versus numerical differences in a different attention implementation; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific bad import path and the other is a broad version-wide import regression." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family loading issues: missing projections versus a from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but SGD args ignored and double optimizer.step() with deepspeed are distinct problems." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and an audio feature-extraction issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM tensor-splitting behavior and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder type handling and the other is changed tokenization output; not the same concrete issue." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are separate model-specific training issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id keys are different config/state-dict problems." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init policy and repeated 429 retries are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list chat_template crash and a streaming pipeline regression are different failures." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache during chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing layer projections; different underlying bugs." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are separate API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting on a processor versus an RMS norm epsilon precision issue are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general v5 endpoint rejection and the other is a Qwen3.5 streaming inference failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117" + ], + "prepared_review_unit_hash": "f6ba00f4f6624d5059e82a41948b8c55365bc67c376538c78ef96a5c9112b6f6", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: mostly unrelated Transformers bugs across model-specific architecture issues, loading/import regressions, and training edge cases. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44117 is the best exemplar here because it describes a broad core-API loading regression in `from_pretrained`, making it more representative than the many narrow model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44117 is the most suitable issue to anchor the cluster if one must be chosen: it is a generic, user-facing loading bug rather than a one-off model implementation detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is Nemotron support; different models and likely different code paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated topics: checkpoint shard size discussion vs a Qwen3.5 MoE load error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs in different DeepSeek/GLM code paths; one is `torch.split` indexing, the other is a dtype/transpose issue." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A DSA ReLU/indexer complaint is not the same as the DeepSeek-V4 tensor transpose bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a Qwen3-VL-MoE bug; not the same failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is model loading/failure on Ministral-3 and the other is degenerate training under flash_attention_3." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both touch dtype behavior, but one is a PyTorch warning during compile and the other is an incorrect loaded dtype on BLIP2 components." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embeddings tie-setting removal and `gguf_file` loading breakage are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM family bugs: missing `rms_norm_eps` in one case, RoPE implementation in the other." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor loading vs a testing utility bug; no shared underlying defect." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe `sys.modules` access in modeling utils is unrelated to the testing utility issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both concern hub/network behavior, but one is offline cache loading and the other is repeated 429 retry behavior; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing utility bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM bugs in different components: image patch counting vs DSA indexer split handling." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop bug on a specific image is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are load-time issues, but one is a generic tokenizer mapping assumption and the other is a specific model loading failure; no clear common root cause." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: one is a removed tie-embeddings API, the other is a FlashAttention crash on `s_aux=None`." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek, but one is divergence from remote implementation while the other is a specific tensor transpose/dtype bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen family issues affecting different configs/projections; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked prefill and mask pipeline batch handling are distinct code paths." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen3 model bugs: a MoE-related failure vs missing attention projections in a layer." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols from different packages and do not look like one bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config/helper API is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state placement in FSDP/PEFT is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading failures, but one is about missing torchvision and the other about a missing `ReasoningEffort` import; different causes." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different training bugs on different models; no shared concrete defect." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same subsystem, but one is padding calculation and the other is `num_frames` semantics; distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing seeds is unrelated to noisy logging." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different breakages." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "`AddedToken(special=...)` argument duplication is a different tokenizer construction bug than `TOKENIZER_MAPPING_NAMES` returning `None`." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059" + ], + "prepared_review_unit_hash": "148694c77be0b3faa0dbbf740c250d461f35e01e3cb9b0ca6c82ff50ac4f91db", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of unrelated bugs and regressions across loading, training, docs, and generation. None of the soft pairs appear to describe the same concrete underlying problem, so I would keep them separate. The strongest single issue here is #43502 because it describes a clear, reproducible core bug with a straightforward expected behavior.", + "confidence": 0.87, + "canonical_issue_reason": "#43502 is the clearest standalone bug report: it states a specific regression ('local_files_only=True' still makes network requests) with an unambiguous expected outcome.", + "canonical_pr_reason": null, + "best_issue_reason": "#43502 is the best representative issue in this set because it is precise, user-facing, and narrowly scoped to one behavior path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Unrelated symptoms: noisy logging vs an IndexError in apply_chat_template on empty input." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Different areas: AutoProcessor/torchvision dependency handling vs save_pretrained shard-size behavior." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 API removal/compatibility complaint; the other is quantization offloading behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 precision warning and TimesFM window_size AttributeError are unrelated bugs." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same as an image-text-to-text pipeline failure." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor expression bug and accuracy regression after upgrade are different failure modes and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Network requests despite local_files_only is unrelated to missing embed_tokens.weight on UMT5Encoder load." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs through AutoProcessor is a different code path than the auto_docstring annotations crash." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() after train() and importing Trainer failing because of datasets are distinct issues." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT is not the same as a streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as chunked-prefill cache initialization recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to a BACKENDS_MAPPING error for tensorflow_text." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a training bug, not a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to a Qwen3_5 infinite-loop generation bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline.save_pretrained support." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in a repo check issue are unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning and a torch.compile SDPA failure in Bamba are different problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "float32 precision warning for bfloat16 is not the same as tie_word_embeddings warning spam." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load and max_shard_size default behavior are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() and streaming pipeline runtime regression are separate issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2 support in NemotronH is not the same as a Python version compatibility break." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are too underspecified to treat as the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect translation-task messaging in v5 is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling loss is different from AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor expression bug are unrelated model-specific failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and Trainer import failure due to datasets do not share an underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained errors are separate save/load paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to a CLI completion attribute 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": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:43208|issue:43526", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44938|issue:47059", + "issue:43867|issue:45216", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296" + ], + "prepared_review_unit_hash": "8a4f4479455197770059fc7c9085321d00b1ae0a911ddcbbd416dc4896409fba", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "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 themes like import errors, config regressions, or save/load bugs. None of the soft-edge pairs looks like the same concrete underlying bug or change, so I would not merge any of them as duplicates. No PRs are present in this set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:36683 is the best anchor if one must pick a representative: it is a high-discussion, model-config regression and several nearby items in the set are also missing-attribute/config failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most representative of the cluster\u2019s recurring config/attribute-regression pattern and has the strongest discussion signal among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols from different modules: is_offline_mode vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size attribute bug is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention-scaling backend regression is a different bug from the single-label classification zero-loss issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing tensorflow in the torch extra is a packaging issue, not the same as Trainer import being blocked by datasets." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 precision warning is not the same failure as compiled flex_attention breaking on torch>=2.9." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and local_files_only network behavior are different code paths and failures." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request validation differs from apply_chat_template crashing on batched input with padding=False." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer-dropping and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to GPT2 attention scaling being ignored in backend kernels." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Token-embedding resize propagation and bidirectional attention mask construction are different Gemma4 bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin import failure and is_offline_mode import failure are separate missing imports." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions output and the other is missing hidden_states; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "A bug report about Qwen3-VL-Moe is not the same as requesting fp8 inference support." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated subsystems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save paths and object types." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and sorted state_dict load error are distinct loading problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import blocked by datasets are unrelated issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron is not the same as GLM-5 GenerationConfig validation failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 bidirectional attention masks are different configuration bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to Pipeline save_pretrained support." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 VisionEncoder missing fpn_position_embeddings are different model-family attribute errors." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file errors and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline.save_pretrained failure and sinq quantized checkpoint breakage are different serialization problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility for 5.1.0 and general Python 3.14 load failure are not the same issue." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure and huggingface_hub CLI completion breakage are separate environment regressions." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict loading and Qwen3.5 save_pretrained regression are opposite serialization paths with different failures." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config missing vocab_size and special_tokens list-vs-dict handling are unrelated type/attribute bugs." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are different config behaviors." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention-output regression is unrelated to Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but on different models and different fields; not the same underlying bug." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask assignment bug is unrelated to the tensor-parallel training bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:42890|issue:44112", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "1afaf31a1e6696eada27fc23576cb003a4dea4a3e23f1ddea7761acdb81284bb", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are unrelated model-, tokenizer-, cache-, tensor-parallel-, or CI-specific regressions. I did not find any soft pair that clearly describes the same concrete bug/change, so no duplicates were accepted.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering upgrade-induced import regressions, but it is still only a loose representative rather than a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general issue here and the closest to a cluster-wide theme of v5 upgrade/import breakage, though the evidence is weak and the rest of the items do not form a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` cache-update behavior is not the same bug as broad import failures after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and Trainer import failing with datasets are different code paths." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and RTDetrLoss infeasible cost-matrix crash are different model failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error is unrelated to Gemma pipeline roundtrip on \u2581." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder mask bug and tokenizer-loading regression do not share the same failure path." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors are different from the Python 3.13 `@torch.jit.script` parsing/IndentationError issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "A tensor-parallel training bug is not the same as OOM when loading a large Qwen2 model with tp." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache no-grad fix is unrelated to the vague claim that v5 breaks too many models." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state-dict loading failure is not the same as missing Qwen3.5 vision config fields." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is a specific `import *` regression and the other is a generic intermittent slowdown report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing `set_seed()` in a SAM HQ test is unrelated to xdist race conditions in captured_info.txt." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache-update no-grad and Python-version compatibility are not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state-dict loading failure is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Another Qwen3.5 MoE from_pretrained report, but it is not the same missing-weight issue as UMT5Encoder." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch ImportError is not a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is missing attentions assignment and the other is structure mismatch between text model classes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation discussion and DeepseekV3MoE parity issues are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` API requests and `AddedToken(..., special=...)` argument duplication are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is unrelated to Phi-4-multimodal loading failure." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and SmolVLM num_frames semantics do not match." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test instability is not the same as GraniteSpeech stale device override failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 MoE save_pretrained and missing tensor-parallel plan are different model features and failure modes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash is unrelated to cache FileNotFoundError for trust_remote_code models." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade are related at a high level but not clearly the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leakage has nothing to do with the GLM-5 RoPE implementation discussion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43874|issue:46617", + "issue:43824|issue:46617", + "issue:45850|issue:47110", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43827|issue:44961", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110" + ], + "prepared_review_unit_hash": "b0f7e7667d26d22262b89baf46d5285bc858aca0f79e5b6bf1d68f8808f7869a", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38590, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; the soft-similarity pairs mostly connect unrelated regressions, so none should be merged. The best anchor issue is the broad v5 CLI regression #43576, but this cluster is not a true duplicate set.", + "confidence": 0.24, + "canonical_issue_reason": "Issue #43576 is the broadest, most central regression in the group and appears in multiple soft-similarity suggestions, making it the best available anchor despite the mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43576 is the most representative issue in the set: a user-facing v5 breakage with the widest apparent overlap to other candidate links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different bugs: missing image-processor method vs cache FileNotFoundError." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: Qwen2.5-VL import error vs trust_remote_code cache load error." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Too broad vs a specific special_tokens shape error; not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/no_grad behavior is unrelated to the SAM3 dummy Conv2d issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage and AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but different code paths: tensor-parallel plan vs from_pretrained loading." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 memory/OOM vs model reload compatibility after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing exports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow run reporting is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different problems in Qwen3.5 MoE vs vision config field handling." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation pipeline removal and the placeholder issue 'racoon' are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang and forward-doc confusion are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and data-filtering slowdown are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to the placeholder issue 'racoon'." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline-download behavior and FP8 save_pretrained are different bugs." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics differ from missing vision-backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but they are distinct code-path issues." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-state reporting is unrelated to tensor-parallel training." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but for different model families and causes." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A BART generate UnboundLocalError is unrelated to forward-argument docs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Different loading regressions affecting different models and versions." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import error is separate from the transformers env command breakage." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command failure and config type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI-related, but one is an env command bug and the other is a hub-version test failure." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Doc confusion is unrelated to an import error in configuration_utils." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue 'racoon' is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage and Qwen2.5-VL import failure are different issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to the placeholder issue 'racoon'." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger/model_init application and DSA indexer ReLU are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to the placeholder issue 'racoon'." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/cache failures with no shared concrete code path." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs wording issue are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision output attribute error is unrelated to cache FileNotFoundError." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related model area, but one is kwargs forwarding and the other is attention-interface integration." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing top-level imports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are distinct changes." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field handling and special_tokens list-key error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43525|issue:47110", + "issue:43867|issue:47110", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:47176", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861" + ], + "prepared_review_unit_hash": "8c1ac4aa48baae94779a327d2c0b61f3c89aaac64ad0483fb3356ffb989f7274", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38169, + "estimated_input_tokens": 9543, + "estimated_eval_tokens": 19342 + }, + "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 issues, many centered on v5 regressions, model-specific compatibility bugs, and a few import/performance reports. I don\u2019t see any true duplicate pairs from the available titles alone.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most representative single issue for this noisy v5-regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the most central/high-level representative of the cluster, even though it is vague and not a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Both are AttributeError-style reports, but one is about Llama4Config pad_token_id and the other about special_tokens shape; different code paths." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading failure and special_tokens keys error are unrelated bugs." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different features and failure modes." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and video num_frames semantics are unrelated model-component bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific chat crash in Qwen3.5 is not the same underlying issue as a broad \u201cv5 breaks too many models\u201d meta-report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression and a typo in cache strategy naming are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files is a concrete serialization bug; \u201cBug report\u201d is too generic to match it." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior and TensorBoard-without-TensorFlow backend error are different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug and missing tensor-parallel plan are different Qwen3-related issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import performance and unsafe sys.modules access are distinct import-time problems." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer and video processor frame semantics are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/perf issue does not match a GenerationMixin cache regression." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination and PretrainedConfig type-checking breakage are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env CLI and checkpoint reload compatibility are separate failures." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Bounding-box output errors and infinite-loop behavior on a specific image are different Qwen3_5 bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is too specific to be the same as a broad v5 regression umbrella." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and weight-conversion script availability are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a concrete config bug, not the same as the broad v5 breakage meta-issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload after upgrade and meta-initialization incompatibility are both version regressions, but not the same concrete problem." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is too narrow to duplicate a broad \u201cv5 breaks models\u201d report." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "The former is a broad version-regression umbrella; the latter is a specific CLI incompatibility with huggingface_hub." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker warning and Liger Kernel model_init behavior are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance regression and missing Qwen3_5ForCausalLM import are different import-related issues." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and lazy loading not working are related in theme, but not clearly the same underlying bug from the titles alone." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in integration tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env command and shell-operator allowlist bypass are different CLI/security issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage and scheduler kwargs propagation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention-2 support error and Qwen3-VL bounding-box hallucination are separate model bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a concrete model/tensor issue, not the same as a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer.save_pretrained class mismatch is specific and not matched by a generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression and Qwen3-VL output error are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature extractor pad conversion overhead are unrelated performance/config issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are both kwargs bugs, but on different code paths and APIs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and missing HybridCache import are different import-path failures." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup/performance and a small testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and missing Qwen3_5ForCausalLM import are different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key list handling are unrelated model-utils issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:28348", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43576|issue:46218", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352" + ], + "prepared_review_unit_hash": "e2013f8edb48206013e87bb2ee5d55ba1696d165c6383156dd93c0df93fdeafb", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 40944, + "estimated_input_tokens": 10236, + "estimated_eval_tokens": 20728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated transformer bugs, regressions, docs, and security issues. None of the suggested soft edges look like the same underlying defect, so there is no clear canonical duplicate in this set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs confusion about forward args vs a tokenizer loading regression; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version incompatibility vs shell-command substitution bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation vs security allowlist bypass; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU discussion vs Gemma-4 audio positional encoding bug; not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy-loading behavior; only vaguely related to v5 changes." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor vs video padding calculation; different processor logic." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init Liger-Kernel application bug vs flash_attention_3 training degeneration; distinct failures." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 from_pretrained error; too broad to be duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problem vs inverse_sqrt scheduler kwargs bug; unrelated subsystems." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation bug vs tar/zip slip RCE; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math vs model RoPE implementation; different models and code paths." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding vs CohereASR training-loss double-shift; not the same defect." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weight key AttributeError; unrelated save/load internals." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python support mismatch vs arbitrary file-write security bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs import failure for Qwen3_5ForCausalLM; different symptoms and areas." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler kwarg handling; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "import * cleanup/perf issue vs VRAM leak in multithreaded use; different changes." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-arg documentation confusion vs model-loading regression for Llama 3.2; not duplicates." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad regression complaint vs tar/zip slip security issue; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 regression complaint vs shell-operator bypass; different bug class." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific positional encoding bugs in separate architectures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded inference vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Import error for a model class vs zip-slip/RCE security issue; unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating bug vs a transpose/dtype issue; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only API requests vs processor timestamp calculation; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings migration vs VRAM leak in multithreaded inference; different concerns." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage complaint vs missing model import; too broad and different." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split output handling vs Gemma-4 audio positional encoding; different model/code path." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma-4 audio encoding bug; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support vs deepseekv4 weight conversion question; different topics." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs VRAM leak under multiple dataloader threads; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM vs Qwen3_5 import failure; different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import error vs Qwen3_5 model import error; similar shape but different missing symbols." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError vs special_tokens dict/list mismatch; unrelated attribute errors." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior change across v4/v5 vs wrong tokenizer decoder type; related area, not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key crash vs CLI test failure from huggingface_hub compatibility; different code paths." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support vs a generic Flash Attention 2.0 report; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue titled 'Unemployment'." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Placeholder/irrelevant issue vs security file-write vulnerability; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Placeholder/irrelevant issue vs shell command-substitution bypass; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs irrelevant placeholder issue; no relation." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Irrelevant placeholder issue vs broad v5 breakage complaint; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash vs chat template tool-call crash; different functionality." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs ImportError for layer_type_validation; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs processor.save_pretrained missing files; different areas." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is NemotronHForCausalLM support; different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-519", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "85b3d6c766a703ffc7e4999fcee889d1d1df982f6937f99cce2d7c4a03d05c67", + "component_budget": { + "node_count": 519, + "item_count": 519, + "soft_pair_count": 1910, + "serialized_chars": 990732, + "estimated_input_tokens": 247683, + "estimated_eval_tokens": 495622 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14952, + "estimated_input_tokens": 3738, + "estimated_eval_tokens": 7732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs, docs questions, tokenizer warnings, model architecture issues, and training/runtime regressions. The soft similarities appear lexical rather than duplicate-level, so none of the proposed edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 29870 is the clearest concrete runtime bug report in the set, with an explicit error, affected model, and actionable reproduction context; however, the cluster does not look like a true duplicate set overall.", + "canonical_pr_reason": null, + "best_issue_reason": "29870 is the strongest representative issue only in the sense that it is specific and bug-focused. The rest of the items are too diverse to support a single true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to slow checkpoint loading from_pretrained." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance has no clear relation to tensor parallel training bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to from_pretrained checkpoint load latency." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Load performance and documentation confusion about input_ids/past_key_values are different problem types." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3/VL fp8 or MoE, but one is about inference support and the other about from_pretrained errors; not the same concrete bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to Qwen3-VL/Qwen3.5 MoE fp8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are distinct code paths." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model-specific issues." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint typo is unrelated to tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value and kwargs not passed to loss calculation are not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling has no meaningful overlap with tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss/ignore_value behavior and RoFormer attention-interface usage are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect norm_eps type hint and a typo in quantization_operation are different trivial fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to a ModernBERT config type hint." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Whether Llama4TextL2Norm should be RMSNorm is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are not duplicate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "236c1b207fe57254545340ddd8e24946819c589b36ac3b064e4c948c17857b26", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", + "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 domains and requests: truncation direction vs speech word timing offsets. No shared code path or concrete change target." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated functionality: tokenizer truncation option vs learning-rate scheduler behavior. Not the same bug or feature." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No overlap beyond both being feature ideas. One is about training schedules, the other about extracting Wav2Vec2 time offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "17c3678a355815cb22d028a695ed00c8b4e59c2491d3467ac00c2f1abeedce61", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "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 look like duplicates. Two are about model loading/download failures, but one is specifically an auth/error-message problem for private models and the other is a broader inability to load a public model; the Tapas tokenization issue is unrelated.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #16618 is the most concrete and broadly phrased model-loading failure, so it is the best representative of the small loading-related subset here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #16618 is the best single issue to keep as the representative because it describes a direct, user-visible failure to load a model and is the broadest of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: Tapas tokenization mismatch versus model loading failure. No shared code path or concrete bug evidence." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model access/loading, but one is specifically a private-model login/auth error message and the other is a generic failure to load bert-base-uncased. Too different 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": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "1b542fb9c06095b5fb77323b95c312838df40476116918a73c7bcf7977a0dca3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They share a superficial pattern but target different architectures and code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are for different features (Flash Attention 2 vs GGUF) rather than the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other, so there is no single best issue to represent a merged cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas and implementation targets; one asks for Flash Attention 2 support, the other for GGUF support. Similar wording about architecture support is not enough to make them the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "002219d4a515edc3db843ecd08e7404721b780881cf211f5666144f142ab3916", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of separate documentation-translation issues by language plus a few exact duplicate placeholder issues. Only the identical-title pairs look like true duplicates; the language-specific requests should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because most items are distinct translation targets (Turkish, Spanish, Romanian, Thai, etc.). Within the exact-duplicate subgroup, issue 43834 is the best representative because it is the earliest of the identical placeholder-title issues.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the cleanest representative of the only clear duplicate subgroup, but it is not a global canonical for the full mixed-language cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same template text is not enough to make them duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder issue; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Language-specific Turkish issue is distinct from the placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages; these are separate translation tasks." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is not the same as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific request from a placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation issue is distinct from the placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation target; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request is not a duplicate of the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different content and language; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different content and language; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body indicate the same duplicate translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical generic title/body; clear duplicate of the same placeholder issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Despite body similarity, the titles point to different issues; not enough evidence of one underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence they are the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different issue content; not the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder issue text; these are duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and apparent issue subjects; not a safe duplicate match." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles; no clear evidence they are the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different issue subject; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue and Thai-titled issue do not clearly match the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different underlying issues." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different issue subjects; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same title and matching body shape strongly indicate a true duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues are different enough in title/content to avoid merging." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no strong evidence they are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst stayed conservative overall: it separated the clearly different language-target issues, identified the exact duplicate Thai pair, and limited the placeholder-title duplicates to the strongest subgroup. The summary is grounded in the packet and does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + 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wording; the issues target different model families, tasks, or architectures, so none should be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector+matcher are different requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher and MiniCPM3 architecture are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are different model families with no shared code change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are unrelated." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models; only the generic add-model wording overlaps." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer: different architecture and task." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR object detection and Qwen3-ASR audio support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS support are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are not the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a BERT-family model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-family models, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture vs weight-sparse transformer: different requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model-support issues." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models vs XiaoMi MiMo: no duplicate underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-name issue are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a generic architectural proposal." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and a person-name issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a person-name issue are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a brand but request different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are different models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks/models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-name issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-name issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "6fab678ba8f9e57ef05c5aba3641cadfe324277915ff93c4d09c5fd16e6bf397", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a docs request about adding `pruna` as an optimization framework, and the other is a Vision RoPE refactor. They concern different areas and different kinds of work.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for this cluster: the items are unrelated and do not describe the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong cluster anchor exists because the issues are from different domains; if a single issue must be chosen, 46443 is the more concrete engineering task, but it is not a duplicate of 38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and work types: docs/framework addition vs Vision RoPE refactor. No shared code path or concrete change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "0ba457c50c6ad8148562c40414dd2a83e7be7d13ee665ed812984e0a2e61bbb7", + "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 block decoding behavior, the other is a model-specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different workstreams: block decoding implementation vs adding DeepSeek v3.2 support. No shared targets, filenames, or concrete code-path overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "70edf598a4bfe2e66cf8c68b823761cdad0f82f4f8076cc13e9dc7edcd9a92c1", + "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": "The two issues are both about model efficiency features, but they target different components and different changes: one is an API/flag request for `from_pretrained()` around TiledFusedLogitsLoss/FLCE, the other is about integrating TiledMLP for lower memory footprint. They do not look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the better canonical issue because it is more concrete and narrowly scoped, with a specific API surface (`from_pretrained()`) and named component (`TiledFusedLogitsLoss` / FLCE).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is the most specific, actionable request; #41826 is a separate feature proposal about TiledMLP memory reduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Reject: these are different feature requests for different subsystems. One asks for a `from_pretrained()` flag for fused logits loss / FLCE, while the other is about integrating TiledMLP to reduce memory footprint. No shared files, targets, or concrete code-path overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "c51fe19bb29d5b08e9d7800d752541f775c59ba445c0a4caba4639b669c6bf87", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues both mention custom trainers and Trainer behavior, but they address different concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the better canonical issue because it is more specific and self-contained around a Trainer customization point (`remove_unused_column`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the cleaner representative of the cluster since it names a concrete Trainer setting and likely corresponds to a narrowly scoped code change/request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related to Trainer custom trainers, but they describe different underlying problems: column removal behavior vs FLOPS accounting. 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": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "945353db43fe4076ca88bd049fe0595a400388b3373add6237c3b9b339514065", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the broad level of adding model support, but they target different model families and different integration points in AutoModel registration, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader and more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best representative because it describes a concrete registration gap with the widest model-class impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-registration vs Qwen3.5 sequence classification support. They affect different config/model paths and 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": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "23ad719a8b7907707e8cb19f23441207737aaaa16f31228586268d9ed2dcf48e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two \"huggingface \" issues opened seconds apart are the strongest duplicate pair. Issue 43859 has the same title too, but it is created the next day and is less well-supported by the packet, so it should be treated as only weakly related rather than confidently merged. Issue 43835 appears separate.", + "confidence": 0.72, + "canonical_issue_reason": "43845 is the best canonical issue because it is the earliest member of the strongest exact-title pair, and the evidence for extending the cluster to 43859 is weaker.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue anchor: it matches 43846 exactly in title and timestamp proximity, while 43859 is a weaker soft match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no concrete shared bug details beyond weak similarity, so this is not enough to treat them as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no explicit shared problem description; soft similarity alone is too weak for a duplicate merge." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no evidence of the same underlying issue beyond generic similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and 28-second creation gap make these look like the same report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title is suggestive, but the next-day gap and weaker body match make this too uncertain to merge confidently on soft similarity alone." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title helps, but the next-day gap and weaker report similarity are not enough to confidently treat this as the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical cluster summary is partly grounded, but the soft-edge verdicts are too strong. Issues 43845 and 43846 are plausibly related because they share the exact title and were created 28 seconds apart. However, 43859 is created the next day, and its body length differs more substantially, so calling all three a tightly clustered duplicate set overstates the evidence. The pairwise accepts for 43845/43859 and 43846/43859 should be more conservative given the packet only provides soft_similarity evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "499f7f56926cec863b565a87ba34c6dcc2dc6748a8d5b6570ee042bfcd2136ee", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like unrelated low-information/spam issues rather than a coherent duplicate cluster. The only exact-match pair is two '' placeholders, but that is not enough to treat them as the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44572 is the least arbitrary anchor only because it has an exact-title twin (44573), but the group is too heterogeneous and spam-like to represent one real bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative exists; 44572 is merely the closest anchor by repetition, not by substantive content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders; no evidence of the same underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders; similarity is superficial, not a shared concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and a documentation suggestion are clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "'' and a benchmark tip are unrelated and not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' do not describe the same bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam placeholder." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They are identical spam titles, but there is no evidence they refer to the same underlying bug or requested change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Both are low-information, but they describe different content and not one concrete issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam and a Google LLC mention are different artifacts, not one issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Different low-information topics; no shared underlying bug/change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different low-information topics; no shared underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b02fd13d688d4a925b223fab2813d86cbd065dfcf00014884d8399be577dc8ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster shows two issues with identical titles and similar-length bodies, but the evidence here is still soft and non-deterministic. I would treat them as a possible duplicate pair rather than a confirmed duplicate; #45145 is the safer canonical anchor because it is earlier and has an inbound reference.", + "confidence": 0.75, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the best cautious anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative because it is earliest and slightly better connected in the graph.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The packet only provides title similarity, similar body length, and a soft-similarity signal; it does not show near-identical content, and deterministic_accept is false, so this is not enough to confirm a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the evidence. The packet only supports strong title/body-length similarity plus a soft-similarity signal; it does not show identical or near-identical bodies, and the pair is explicitly non-deterministic (`deterministic_accept: false`). The duplicate verdict should be more conservative or left unaccepted. The canonical choice of #45145 is fine as a cautious anchor because it is earlier and has an inbound reference, but the summary should avoid claiming the reports are clearly duplicates based on unshown body content." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "12ece501337dc2db3059e243d22d16350b45ec2f980866ae278c22447a7a231b", + "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 look unrelated and low-information (personal names with dates, no bodies, no shared targets/files), so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these tickets do not describe the same underlying bug or request, and there is no shared technical context to anchor a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative; both are essentially standalone, content-free entries, so there is no meaningful best issue for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different personal-name/date titles with empty bodies and no shared evidence; they do not appear to be the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "ace4ee741aaa89b691b5f6b75ac801421609397ede9576d398fb08a85ea7b540", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both empty-context, name-and-date-only entries, but they do not describe the same bug or change and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Both are minimal personal-name/date entries with no problem description, but the names and dates differ and there is no evidence they refer to the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "09a77056feb4e726186330e3d01e14b1abea22a2369a2ee7abcbe1a08d7592ca", + "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 not duplicates: one requests a new Qwen3.5 token-classification/value-model class, while the other asks for FP8 training support. They touch different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46295 is the broader, more central request in this cluster; it is a platform capability request with broader impact, whereas #45810 is a specific model-class feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46295 is the better representative issue because it is the broader and more generally actionable request; #45810 is narrower and unrelated in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-class support for Qwen3.5 token classification vs FP8 training support. No shared code path or concrete duplicate evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "946706a3de069d2ae04df83ff7307aa06d82410e98bee0db088b663fc3789cd9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact-duplicate issue pairs stand out: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset offer and does not look like the same underlying request as the example/service posts.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45870 is the best canonical issue for the \"Example: Financial time series prediction with DataForge\" pair because it is the earlier copy and has slightly more discussion activity than 45871.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best overall issue to anchor this cluster: it is an exact duplicate of 45871 and is the earliest/most active copy among the clearly duplicated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact type/content: a financial dataset bundle is not the same underlying issue as a DataForge example post." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above; related financial theme, but not the same concrete issue/request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body length; these look like duplicate copies of the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Broadly related to financial time series, but the titles describe different things and not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Broad topical similarity only; this is a different request/service combination, not a duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These are about different concepts and do not describe the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related theme only; not the same underlying issue or change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body length; these appear to be duplicate copies of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate-pair calls are supported by exact title matches and matching body lengths, and the choice of 45870 as the canonical/earlier copy is reasonable. The 45869 separateness assessment is also well supported by the title/content mismatch." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "82e64712c2e5910577ff678cafd7e0dabfcc1fe0fdab38e4193e7f05a980bdd6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues overlap around static cache + linear attention, but they describe different failure modes: one is a shape corruption / RuntimeError during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. They are related, but not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the better representative of the shared static-cache/linear-attention problem because it describes the concrete runtime failure path more directly and generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Do not merge: the reports point to different crash mechanisms (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`), so they are not clearly 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "6a2601a54523f8df392dd358d005f2c587f2f61734230a3c4dce2e2290876899", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; issue #46552 is the better canonical tracker because it is the open, referenced copy.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open issue and already has inbound references, so it is the better live tracker for the same bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue because it is the active duplicate with existing references and the same full problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same reported behavior, same likely bug; these are clear duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have identical titles and matching content signals, and #46552 is the open issue with inbound references. The duplicate/ canonical tracker call is conservative and supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "ecc3eb10eeace34ded29a7b485216ef7f59cbac67cf228c09825745662cfe91e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different problems: a tensor-size mismatch during object detection training versus an out-of-memory failure after several epochs in RT-DETR v2. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46657 is the cleaner, more directly stated bug report; issue:46692 describes a different failure mode (OOM) and should not be merged into the same canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46657 is the better standalone representative because it names a concrete training error more precisely, while issue:46692 is a separate memory-pressure problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs out-of-memory after some epochs. They do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "d82d4df7ea9a50feb1c41d249b35c1c2d5ff7d46565f8288a29ff3f1affe7c71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both model-loading failures, but they point to different root causes: ZeRO-3 partitioning with zero.Init for a composite submodule versus 4-bit auto device mapping incorrectly offloading to CPU despite available memory. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46822 is the more specific, clearly scoped bug report and best represents the ZeRO-3/zero.Init partitioning failure case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the better canonical issue for the cluster because it has a sharper failure mode and narrower root-cause description; issue 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: the titles describe different code paths and different failure mechanisms. 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM on load; 46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU, leading to a ValueError. Same broad area, but 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": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-14", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47037|issue:47182", + "issue:47102|issue:47227", + "issue:47037|issue:47227", + "issue:47053|issue:47227" + ], + "prepared_review_unit_hash": "4e6a93eeca5e3a1b678f63a1748615fbef838e3ec90ae6c080b8c74eb2c5d8cc", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24373, + "estimated_input_tokens": 6094, + "estimated_eval_tokens": 12444 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24373, + "estimated_input_tokens": 6094, + "estimated_eval_tokens": 12444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are near-identical dated '[serge] integration failure triage' issues, but they read like separate daily triage reports rather than the same underlying bug/change. I\u2019d keep the newest open thread as the representative issue and reject the soft duplicate edges.", + "confidence": 0.66, + "canonical_issue_reason": "issue:47227 is the newest open triage thread, so it\u2019s the best anchor if this dated series is being collapsed into one representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47227 is current, open, and the latest in the sequence, making it the most useful surviving representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47227", + "accept": false, + "reason": "Reject: same dated triage template, but these look like separate daily reports rather than one shared 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": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "ae6c383dda634b0689ada195b3f03d899cf235ac2c8168725bf983cb3ed285b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and strong soft-similarity, so they are highly likely duplicate feature requests for RWKV7 model support. #46983 is the better canonical thread because it was opened first.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46983 is the earlier of two highly similar requests with the same title, so it is the best canonical thread for RWKV7 model support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46983 is the best issue candidate because it was created first and appears to represent the same request as #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "The issues share an identical title and strong similarity signal, which is enough to treat them as likely duplicates, though the evidence is limited and not definitive." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is a bit too definitive for the evidence available. We only have identical titles plus a soft similarity signal (no body text or explicit linkage), so calling it a \"true duplicate pair\" and saying it is \"almost certainly\" the same request overstates the packet. A more conservative verdict would be that the issues are highly similar / likely duplicates, with #46983 as the earlier canonical thread." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "71a83a1d57b126eb52313401240bde92ea4b0ba5e37605eba40aab5161380d75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are strongly topically related, but the available evidence only shows broad subject overlap around AI-based vulnerability discovery, not the same concrete bug/request. I would not merge them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the broader, more generic title and would be the better representative if this topic were grouped, but it is not a clear duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar AI vulnerability-discovery topic, but the titles point to different angles (lessons from LLM use vs. novel transformer application) and there is no concrete shared bug, target, or explicit linkage to justify a duplicate merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "a639e8a33097517701b72b749d6e5cae094f4aee7aa3c267aa99772252a6edfd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are highly similar and very likely duplicates: they share the same title, the same body length, and a strong soft-similarity signal. The evidence is enough to treat them as the same bug report for triage purposes, but not enough to claim the bodies are definitively identical. Issue 47139 is the better canonical choice because it already has inbound references.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 47139 is the better canonical issue because it appears to be the more-linked thread, with inbound references already pointing to it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47139 is the best single issue to keep as the canonical tracker since it is highly similar to 47138 and has the stronger reference footprint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, same body length, and a very strong soft-similarity score make these highly likely duplicate reports of the same /v1 routing bug, though the available evidence does not prove the bodies are identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-choice part is grounded, but the analysis overstates the evidence elsewhere. The packet supports that the two issues have the same title, the same body length, and a very strong soft-similarity signal; it does not directly show the bodies are identical or that they are definitively the same report. Phrasing like \"identical bodies,\" \"same content,\" and \"same exact bug report\" is too strong for the available evidence. A more conservative conclusion would be that they are likely duplicates / highly similar, with 47139 preferred as canonical because it has inbound references." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-67", + "nodes": [ + "pull_request:44517", + "pull_request:44775", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47108", + "pull_request:47113", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47072|pull_request:47089", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47234|pull_request:47241", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:47035|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:47034|pull_request:47035", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:47069|pull_request:47089", + "pull_request:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", + "pull_request:46196|pull_request:46995", + "pull_request:47078|pull_request:47239", + "pull_request:47035|pull_request:47232", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47231", + "pull_request:47089|pull_request:47113", + "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218", + "pull_request:44775|pull_request:47077" + ], + "prepared_review_unit_hash": "acc05a50c569ce1f10a59401c8a23602ad658c522a0ef8289947aa3da40c9a27", + "component_budget": { + "node_count": 67, + "item_count": 67, + "soft_pair_count": 182, + "serialized_chars": 237422, + "estimated_input_tokens": 59356, + "estimated_eval_tokens": 118968 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 126376, + "estimated_input_tokens": 31594, + "estimated_eval_tokens": 63444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs; only the TimesFM 2.5 method-name fix looks like a true duplicate pair. The rest are either different bugs in the same subsystem or alternate implementation approaches that should not be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "47229 is the clearest representative of the TimesFM 2.5 bug: it fixes the same wrong helper call in the same preprocessing path as 46834, with a precise title and matching scope.", + "best_issue_reason": null, + "best_pr_reason": "47229 is the strongest single representative PR in this set because it is a narrow, concrete bugfix with the cleanest wording and appears to cover the same exact TimesFM 2.5 issue as its duplicate counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "Same general MPS position-embedding bug, but these are competing fixes on the same lines with different dtype strategies, not one clean mergeable change." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": false, + "reason": "Both target the same position-embedding crash, but they propose different dtype rewrites on the same code path and are alternative fixes, not a single duplicate change." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": false, + "reason": "Related MPS embedding crash, but the proposed fixes diverge in implementation and do not look like one mergeable PR." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": false, + "reason": "Same model family, but different bugs: one fixes a wrong method call, the other addresses an AttributeError from missing config fields." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "Both address CohereASR training loss, but one uses loss_function shift_labels handling and the other is a different implementation path; not the same concrete change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same loss bug category, but one is a shift-labels fix and the other replaces the loss computation with manual CrossEntropyLoss; too different to treat as duplicates." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Unrelated fixes: CohereASR loss computation versus a MusicGen generate() typo." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 compatibility change in GLM-ASR versus a CohereASR loss fix; different issues and code paths." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-template enum parsing and AqlmConfig error-message cleanup are unrelated utility/docs fixes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch docker/export tooling, but one removes a docker image builder and the other adds exporter dependencies to torch-light; different changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but they cover different documentation changes and are not the same underlying update." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both involve export tooling, but one is docker test-image setup and the other fixes Executorch exporter internals; different bugs." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Unrelated: chat-template schema parsing versus TimesFM preprocessing method naming." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Documentation pin-comment tweak versus docker image builder removal; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese doc wording/translation edits versus kv-cache documentation updates; different content." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test updates for XPU/multi-accelerator support, but they target different model test files and different compatibility adjustments." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "DINO conversion-mapping/model-support work versus finegrained FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both mention sine-position-embedding crashes, but they fix different functions, models, and runtime conditions (MPS float64 vs torch.compile half precision)." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Audio feature/proc requirement fixes versus Switch Transformers error-message cleanup; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test expectation changes versus XPU expectation fixes in model tests; different test concerns." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS model addition versus RoMa keypoint matcher support; unrelated model additions." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47202", + "accept": false, + "reason": "Neuron torch.compile backend default versus docker image builder removal; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test expansion versus Granite SWA model support; different features." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Both Neuron-related, but one is a training script and the other is a default backend tweak; not the same bug or change." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU tests versus generic XPU expectation fixes; related platform, but different test changes." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash linear attention availability on MLU versus XPU paged-attention tests; different features entirely." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family audio models versus packed-row varlen attention routing; different attention changes." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE model support versus Cosmos3 Edge model support; unrelated model additions." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation versus torch-light test-image dependency setup; not the same change." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "num_labels typing behavior versus AqlmConfig error text; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support versus docker image builder removal; unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "Docker build cleanup versus DETR-family compile fix; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Audio SDPA dispatch and flash-linear-attention availability are different infrastructure changes." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47239", + "accept": false, + "reason": "Japanese doc wording edits versus tokenizer extra_special_tokens docs; different documentation topics." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47232", + "accept": false, + "reason": "Neuron compile backend default versus Switch Transformers error-message cleanup; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support versus flash-linear-attention availability; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE tests versus XPU expectation fixes; different test areas." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47231", + "accept": false, + "reason": "AqlmConfig validation messages versus MoonshineStreaming sliding-window fix; unrelated." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig error text versus audio requirement fixes; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability versus Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Swin2SR padding bug versus image-loading test refactor; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Docs navigation for distributed training versus Japanese DistilBERT docs translation; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", 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The real duplicate groups are MoonshineStreaming off-by-one/right-window fixes, CohereASR double-shift training-loss fixes, TimesFM2.5 method-name fixes, and the Aimv2/COCO image-loading test refactor; everything else should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick pull_request:47090 as the canonical PR anchor: it is the clearest CohereASR double-shift fix, targets the shared issue 46894, and uses the intended shift_labels path instead of a broader test-only or implementation-divergent patch.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47090 is the best overall representative because it is a clean, self-contained bug fix from one of the true duplicate families, while the rest of the cluster is mostly unrelated churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Different changes: FP8 decode/kernel optimization vs OpenVINO exporter support; same broad infra area only." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47223", + "accept": false, + "reason": "Different bugs: Olmo3 CI expected-output updates vs TimesFM window_size AttributeError/config cleanup." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same MoonshineStreaming bug: the sliding-window right-context off-by-one fix on the same code path." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming off-by-one/right-window fix; same underlying change, just a later variant." + }, + { + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming right-window off-by-one bug and same affected masking code." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift training-loss bug on the same forward/loss path." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug; both fix the same code path with equivalent intent." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR training-loss double-shift issue; implementation differs but the bug is identical." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift bug in the loss computation path." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR loss double-shift fix; direct CE vs helper loss is an implementation detail." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss bug; both patches target the same loss computation site." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47219", + "accept": true, + "reason": "Same test-image-loading fix: both migrate integration tests away from external COCO image fetching to HF-friendly loading." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM2.5 preprocessing bug: wrong moving-average method name in the window_size path." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Unrelated test updates: quantization expected outputs vs accelerator-availability test decorators." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Different test suites and different issues; no shared code-path bug." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add new model support, but for different models and unrelated code paths." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47241", + "accept": false, + "reason": "Different fixes: Neuron torch-compile backend default vs DETR-family sine-position compile crash." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Different areas: paged-attention XPU test coverage vs quantization test expectations." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test concerns: paged-attention/XPU coverage vs multi-accelerator decorator cleanup." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions: Nemotron Omni vs NeuCodec." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "Different exporters/runtime fixes: OpenVINO exporter vs Executorch exporter serialization issues." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model-support PRs for different architectures." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to Nemotron Omni model support." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Model addition vs test coverage for paged attention; not the same change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Different changes: continuous batching multimodal support vs Cosmos3 Edge model support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add new models, but for different models and different implementations." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model support additions for unrelated models." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "NeuCodec and Unlimited OCR are separate model integrations, not the same bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model-support PRs with no shared bug or implementation." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Model integration vs test coverage for paged attention; unrelated changes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47034", + "accept": false, + "reason": "Continuous batching support and Neuron SFT experiment code are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions (Step3p7 vs NeuCodec), no shared fix." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support and paged-attention test updates are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47181", + "accept": false, + "reason": "Japanese docs translation vs Cosmos3 Edge model support; not the same change." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47216", + "accept": false, + "reason": "Neuron fine-tuning experiment vs compressed-tensors exporter support are different efforts." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model support and Executorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47210", + "accept": false, + "reason": "NeuCodec model support vs packed-SDPA varlen routing are different code paths." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", + "accept": false, + "reason": "Cosmos3 Edge model support and GPTBigCode/GPTNeoX backend fixes are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model integrations: VibeVoice vs Molmo2." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model support and Olmo3 CI updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Exportable Kimi work and Olmo3 CI updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Different model-support PRs for unrelated models." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step3p7 support and Kimi exportability are different changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step3p7 model work is unrelated to OpenVINO exporter support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are distinct model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 and Cosmos3 Edge are distinct model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support is unrelated to exportable Kimi changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "Different export/runtime targets: OpenVINO vs Kimi exportability." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support and Neuron SFT experiment code are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 model support and DETR-family compile fixes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Exportable Kimi changes and DETR compile fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Model support work vs quantization test updates; no shared bug." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Exportability changes and quantization test updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47184", + "accept": false, + "reason": "Molmo2 model support and accelerator test decorator changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Model integration work and tensor-parallel validation changes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter support and DETR-family compile fixes are different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model/export work: Kimi exportability vs NeuCodec support." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter support and NeuCodec model support are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exportability changes and paged-attention test additions are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni model support and Kimi exportability are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 30, + "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": "897f48ad51b2f10004d1b2cef318a2c2f6ecfc36aab1900d10f52a0cd3e8ac67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing capabilities, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different features in different model families and do not fix the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, choose pull_request:41224 because it has broader review activity and is more mature, but it is not a duplicate of the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM covariates vs DINOv3 image classification. They do not fix the same code-path problem and could not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 30, + "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": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "bae681edc420c75fe477ab43fc985d3a0f16c39cb38e61dfda754997188d50f9", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs are unrelated one-off changes. The only clear duplicate/same-change pair is the two `fixed_cross_entropy` patches (`43251` and `43254`), both targeting the same issue and the same `src/transformers/loss/loss_utils.py` code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR because it explicitly targets issue `43240`, has substantially more review activity, and its patch is the more complete/general version of the same `fixed_cross_entropy` fix.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest representative of the cluster: it addresses the tracked loss-function kwargs bug directly, is reviewed more heavily, and overlaps with `43254` on the same concrete implementation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both touch tokenizer/export-related areas, but they solve different problems: adding missing Mistral tokenizer methods vs. adding dynamic-shape executorch export tests." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: Mistral tokenizer method additions versus adding a new MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different processor/autoload robustness work versus introducing a new model architecture." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated code changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both involve training-related code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model cleanup; not the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests do not match the Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features entirely: exportability tests versus adding a new model." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model addition is unrelated to the class config resolution order fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model introduction versus Falcon output-capture refactor are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill/documentation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model code and a modeling_utils config-resolution fix do not share the same underlying bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output interface refactor is not the same concrete change as Mistral4 test fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and model-creation skill/docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are separate issues in different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different problems: Mistral4 tests/model integration versus `cls.config` resolution order." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` implementation in `src/transformers/loss/loss_utils.py` to forward supported `cross_entropy` kwargs for the same issue `43240`; these are the same underlying fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (`43251`/`43254`) is a conservative same-file, same-issue duplicate that appears mergeable into one bugfix PR. The rejected pairs are also consistently conservative and do not overclaim overlap beyond broad topical 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": 30, + "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": "f352bdcb249d8d442741eccc7f97e7811d50b809a1b408c4f0cfe29cf29b9cb8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad maintenance level: both update GitHub Actions in workflow files, but they target different action families and different concrete changes. PR 42975 is about Node 24 compatibility for several core actions; PR 42976 is about bumping Docker/build-related and other actions to newer versions. They should remain separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying change sets: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 bumps docker/build-push-action and other workflow actions to latest versions. Shared workflow filenames are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 30, + "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": "ea348e442d37861b3dbd3e701f6624885b744e55f17690f7747ce34347ce4bab", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They overlap on boilerplate areas like docs and auto-mapping, but they do not target the same underlying bug or implement the same model change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model and codepath, so none is a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "42978 is the best representative PR because it is a complete model-introduction change with docs, core model files, auto-registration, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry boilerplate does not indicate the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "They add different models (ViT NEPA vs CTSM) and touch different implementation paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model introductions; overlap is only in generic infrastructure files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model implementations, 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": 7, + "component_count": 30, + "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": "c2eaffa82f81c0a6aafe8dbbede1f4ef2260d2a1617b96ebcb645b57ff3d05d4", + "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": "The set is mostly unrelated one-off PRs across different models/subsystems. The only strong duplicate/same-bug pair is the two YOLOS device-mismatch fixes (#46886 and #46922).", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46886 is the clearest representative: it explicitly names the YOLOS device_map='auto' mismatch, links the issue, and makes the focused no_split_modules fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46886 is the best overall fit because it is the most specific, issue-linked fix for the concrete YOLOS bug; the nearby #46922 patch is a close variant/overlap rather than a clearer primary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding logic vs. unrelated CLIP/ViT test edits; no shared underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decode fix and FP8/dequant loading changes are unrelated subsystems and problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer decode fix vs. generation watermarking validation/cross-model test updates; different code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decode behavior and YOLOS device-placement fixes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Bogus-looking test assertion edits in CLIP/ViT are not the same bug as the Phimoe CI memory/device harness change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and different change types; test placeholders vs. FP8 dequant/loading fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test-only edits vs. generation config validation/runtime fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test placeholder edits are unrelated to the YOLOS runtime device-mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes and Phimoe CI memory/job patches address different failures." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/loading path vs. generation watermarking validation; no concrete overlap." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant fix and YOLOS device mismatch are different models and code paths." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config watermarking validation and Phimoe integration CI fixes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config validation changes do not match the YOLOS device-placement bug." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory/device-map setup for Phimoe is unrelated to YOLOS model forwarding." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map='auto' mismatch in the same file/issue; one adds no_split_modules while the other adds the tensor-device cast, so they are plausibly one mergeable fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, #46886/#46922, is supported by the shared YOLOS issue target and same-file fix; the other false verdicts are reasonable given the unrelated subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 30, + "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": "b56cbe42e53b3812722d955878d591883aef1e04da9cd0f057e5c0609807dcce", + "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": "Three unrelated \u201c[don\u2019t merge]\u201d PRs: one tweaks setup/dependencies and a ViT test, one rewires several CI/workflow and testing utility files, and one only changes a security-gate workflow trigger. The apparent similarity is superficial; they do not fix the same concrete bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "43532 is the broadest and most central of the three, but only as a loose anchor; the PRs are not true duplicates.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the closest representative for the cluster because it touches the most files and the most CI-related surfaces, but it still does not match the other PRs as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/dependency + test tweak vs. a single workflow trigger change. No shared concrete code-path or mergeable duplicate behavior." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only superficial overlap via a ViT test file; one is packaging/dependency/version-bump work, the other is CI/workflow and utility changes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they alter different CI mechanisms and target different behavior; not the same underlying fix 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": 9, + "component_count": 30, + "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": "5414f32a16688b785cbd9bb54e7874f1bf0dc124ed6c9aa6c87798bd8d304583", + "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 promptable segmentation pipelines. They share some documentation and registration scaffolding, but they target different model families, different pipeline modules, and different test suites, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the overlap is mostly shared pipeline/docs infrastructure, while the underlying feature changes are different (concept segmentation vs visual segmentation).", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative; both are standalone feature additions rather than two versions of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: they add different pipelines with different code paths, model integrations, and tests. Shared docs/registry files are just common plumbing, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 30, + "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": "31e38bb2bfc66e68a452bcb7ae0317b96eda1724b284ad0c81847b0ecec115b8", + "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": "Two trainer PRs share the same file but modify different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more self-contained representative change: it adds _loss_is_scaled_for_ga and adjusts training_step loss scaling behavior. PR 43663 is a separate refactor of column filtering logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes in trainer.py: 43651 fixes gradient-accumulation loss scaling in training_step, while 43663 extracts _get_signature_columns for data column filtering. They are not the same concrete bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "d9ae931ed7c2647aef42367edaa3eedcb2e446ce1238cc3ec723953bd6d8da37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same `TypeAdapter` runtime NameError in `src/transformers/cli/serve.py`; 43842 is the narrower, more direct fix, while 43656 is a broader typing cleanup that appears to solve the same failure mode.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 most directly fixes the reported runtime error with a minimal change set: it avoids evaluating the `TypeAdapter` annotation at import time and only type-checks the import.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative because it is the most precise, least invasive fix for the CLI `TypeAdapter` NameError and stays tightly scoped to the bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Same underlying bug in the same file: both aim to \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c the `TypeAdapter` NameError in the CLI serve path. The implementation differs, but the code-path problem is the same and the changes could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file and are explicitly about the CLI `TypeAdapter` NameError. The softer claim that they address the same failure mode is supported by the titles and diffs, and the pair looks mergeable into one bugfix PR without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "5b3cf30b21d24e5b0383e6dc892dd986bdf506bd5382475a67ad81d071a5ec45", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76945, + "estimated_input_tokens": 19237, + "estimated_eval_tokens": 38730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of independent model-by-model refactors toward the same standardized output-tracing pattern. Only a few pairs are true duplicates/near-duplicates within the same GPT-J/GPT-Neo code paths; most cross-model pairs should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the strongest representative of the cluster\u2019s concrete change pattern: it is a later, broader GPT-J/CodeGen output-tracing refactor with the clearest overlap to related GPT-J PRs and the most complete implementation among the accepted duplicates.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best single PR to stand in for the cluster because it captures the core GPT-J tracing refactor cleanly, has the strongest mergeable overlap with related PRs, and is more representative than the smaller one-file variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J). Same refactor theme, but not the same concrete code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families (CVT/FNet vs DeBERTa v2). Shared issue target is not enough to merge these." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066\u2019s CodeGen copy is closely tied to the GPT-J block and they could plausibly be merged together." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR refactor vs EfficientNet refactor; same standardized-output theme, but different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; not the same bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are separate implementations; too broad to treat as one duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen tracing vs MGP-STR tracing; different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen tracing vs MPT tracing; same pattern, but different modules and changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same concrete model code path; these look mergeable into one PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; similar decorator migration, but not the same underlying code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations; too broad to combine as duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same broad refactor idea, but not the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different models and changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; same standardized-output theme but no shared concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; not the same underlying bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different concrete code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are separate models; not mergeable as duplicates." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; shared theme only, not same code path." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; same output-tracing initiative, but different model code." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBERT; not the same concrete change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT; same refactor style, different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR refactor vs SegFormer refactor; not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert; unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; same generic pattern, but separate changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs GPT-Neo; unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs LongT5; not mergeable as duplicates." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; same refactor initiative but different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; unrelated model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBERT; same broad theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs TextNet; unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa v2; not the same concrete bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are separate model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 vs Vits; same output-tracing theme, but not a shared code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These are the same GPT-J/CodeGen tracing refactor family and overlap on the same source files and change pattern." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both focus on the GPT-J tracing refactor on the same code path; they are plausible duplicates/iterations of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; unrelated concrete code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR; same standardized-output effort, but different model code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; not the same bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 vs Vits; different model code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations; same refactor theme only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet, and the soft-edge decisions are appropriately conservative. The accepted pairs are limited to closely related GPT-J/GPT-Neo variants on the same files/code paths, while the rejected pairs stay within separate model implementations. I did not see a clear overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "4289871ee4ded19f344afb89016ad374cab9d62d9b41726ce9c11124fd3bc17f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are related model-specific refactors to migrate output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they target different architectures and code paths, so they are not true duplicate PRs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR is present; 44129 is the best representative because it is a concrete output-tracing refactor with an explicit issue target and the same modernization pattern seen across the cluster.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest single representative: it has an explicit linked issue, a substantive implementation change, and clearly exemplifies the standardized output capture migration without being overly broad.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but VisualBert and TextNet are different models with different forward/output paths; not the same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output tracing, but MPNet and VisualBert have distinct architectures and model-specific implementations; too broad to merge as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared modernization pattern only; these are separate model implementations, not one concrete code-path fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated code paths; the similarity is only that both adopt standardized output tracing." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Different models and different affected forward logic; the explicit issue in 44129 does not make it the same change as SqueezeBert's refactor." + } + ] + }, + "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": 30, + "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": "a52ea9780094c0fe89afcf4fe8274f4e32a6fc675f689d09ab3135bc5525bf27", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-specific output-tracing refactors with similar naming and style, but they do not share the same concrete bug or code path. 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no shared concrete bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Same refactor theme, but separate code paths in different model families." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model implementations; not plausibly one merged fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different code paths; only thematic similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and outputs handling; not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV have unrelated implementations and fix scopes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths; 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They are related, but not the same concrete code change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change set: it introduces the new dense/sparse model split, updates auto/model registration, and includes docs/tests. It subsumes the general NemotronH redesign more than the narrower conversion-mapping refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best overall PR for the cluster because it is the larger end-to-end implementation and appears to be the main feature change rather than a single supporting refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough here: 45115 is a structural key-rename/conversion refactor, while 45569 is a broader architecture split with new dense/sparse modules, docs, and tests. They do not look like one mergeable PR for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 30, + "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": "44cc8519009dfa971308f58d095ba23ee6e4d980de72f565b58d6d3911055aa7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they are not the same change: one is a broad type-checking sweep across many modules, while the other introduces typing helper protocols and targeted fixes in a smaller set of files.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and concrete typing change: it adds shared typing aliases/protocols and applies them to a limited set of implementation files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative because its scope is narrower and more specific than the repo-wide type-checking sweep in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad type-checking sweep while 45425 adds specific typing protocols and targeted fixes; they do not look like the same underlying change or a single 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": 20, + "component_count": 30, + "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": "78d64b54d83f472500dcdbf2cf43d6e01c0f0e48176fb406cd758a543509a53a", + "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 PRs in the same EP/parallel-loading area, but they fix different bugs: one is about EP + DeepSpeed ZeRO-3 loading via accelerate, the other is about EP + FSDP2 rank-0 broadcast overwriting experts. They overlap on expert-parallel plumbing, not on the same underlying code-path failure.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a more concrete, self-contained failure mode in the loading path (experts being overwritten by rank-0 broadcast) and includes the broader fix set needed for that path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR to keep: it addresses a specific corruption bug in EP/FSDP2 loading and makes coordinated changes across the loading stack, unlike #45548 which is narrower and solves a different ZeRO-3/accelerate issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but they fix different concrete problems and code paths: ZeRO-3/accelerate loading versus FSDP2 rank-0 broadcast overwriting experts. Shared EP plumbing and a common file do not make them 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": 21, + "component_count": 30, + "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": "ed5003844ce012517a6cec201ed7b0d6ed9e1ade6f8ff16b18454cbadff52cf1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same underlying xdist/captured_info problem, and PR #45645 is the broader superset that also preserves CI debug logs. I\u2019d treat them as duplicates, with #45645 as the better canonical PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the more complete change set: it includes the xdist-safe captured_info fix in testing_utils plus the workflow update to read all captured_info*.txt files and keep CI debug logs. It best represents the combined change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative because it covers the core xdist collision fix and the downstream CI artifact handling, so it is more complete than #45639.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same concrete bug family in testing_utils around captured_info output under xdist, with #45645 clearly extending the same fix to CI artifact collection; these 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": 22, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 30, + "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": "f07610f1742f06eaea3735011e5bcd772798dabdd2e97d28f42ff574c397ee6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests in the distributed stack, but they are not the same change set: one is a focused EP + Trainer integration PR, the other is a broad distributed branch base touching many unrelated areas. The overlap in a few distributed filenames is not enough to merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella change and looks like the better representative of the cluster; it spans the distributed branch base and includes the shared files, while #46126 is a narrower feature integration PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the most canonical standalone PR in this cluster because it is the larger, more general distributed base change; #46126 is more specialized and depends on that broader direction rather than being the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They overlap in distributed modules, but the PRs target different concrete work: #46126 adds EP + Trainer integration, while #46269 is a broad distributed branch base across many files. They do not appear mergeable into one single fix for the same bug or code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 30, + "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": "8ccac3f512796185f10220a7795b86513a6e0a30f36d2f4e955e5e577f7dca30", + "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 set is a grab bag of unrelated workflow chore PRs. Several touch the same workflow file, especially pr-ci-security-gate.yml, but they implement different security hardening changes, so they are not duplicate PRs and should not be clustered together as the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes: stdin handling in self-comment-ci vs security-gate checkout/check logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated CI workflow changes; one updates self-comment-ci, the other changes security-gate permissions/approval gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow behavior in different CI paths; not the same underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Self-comment-ci command invocation fix is unrelated to the pr-ci-security-gate secrets change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow chores, but they fix different scripts and code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different concerns: SSH runner hardening vs benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH-runner hardening is not the same change as anti-slop permission placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows; no shared concrete bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH-runner updates are unrelated to pr-ci-security-gate logic changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Distinct workflow hardening tasks in different files." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different operational changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner environment cleanup is unrelated to security-gate secrets handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions and benchmark trigger logic are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files with unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop YAML vs build-ci-docker-images command handling; not the same bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "No duplicate relationship; different workflow subsystems and purposes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark dispatch support are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different code paths." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers change is unrelated to security-gate workflow hardening." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger logic and build-ci-docker-images commit-message handling are different changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different CI workflows with different behavior changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general CI area, but unrelated concrete fixes in different workflows." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different operational logic." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but one adds file-change checks while the other adjusts permissions/approval flow; not the same underlying bug or change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one introduces security checks and the other switches to a reusable workflow with explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are security-gate related, but the changes are distinct: workflow checks vs secrets inheritance tightening." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different modifications to the same workflow file; not a duplicate fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating is not the same change as secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow note/update is unrelated to switching secrets: inherit to secrets: {}." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes in different files." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening is unrelated to pr-ci-security-gate workflow switching." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared concrete code-path problem." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but different hardening changes that would not naturally merge as one duplicate PR." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different changes to the same CI workflow; not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Distinct security-gate adjustments; not the same fix." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security concerns and different edits within the reusable workflow call." + } + ] + }, + "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": 30, + "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": "44a153919bc292e894e1fc501235b21d0a952b5591359f576ea43c60b4af0832", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both tokenizer-related PRs, but they address different bugs in different model families and code paths: CodeLlama decode stripping vs. DeepSeek-Coder/DeepSeek-LLM tokenizer-class resolution. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46574 is the cleaner canonical representative of the cluster because it is a narrowly scoped, self-contained fix with a direct decoder change and tests. PR 46580 is a separate auto-tokenizer routing workaround for different checkpoints.", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the best triage candidate: it fixes a concrete end-user decode regression in one tokenizer implementation and is easier to validate independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different problems and code paths: 46574 fixes CodeLlama decoder stripping on decode; 46580 changes AutoTokenizer checkpoint-prefix handling for DeepSeek models loading with the wrong tokenizer class. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "323aa35e5b5b05dc5032b1782727a427b5c745f60caf2f5c68cef88cc153a4c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`; #47215 looks like the broader, more complete follow-up and #46696 is a narrower subset of the same fix family.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47215 is the better canonical PR: it addresses the same long-context FA2 perf regression more comprehensively, includes related utility changes plus tests/benchmarking, and appears to subsume the narrower fix in #46696.", + "best_issue_reason": null, + "best_pr_reason": "#47215 is the best representative because it covers the broader regression fix rather than just one conditional inversion, making it the most complete standalone change for the tracked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same underlying FA2 long-context decode/perf regression in the same utility module; #47215 appears to be a broader version of the same fix and could plausibly absorb #46696." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "8b6e7b4f2a755307437cfabf4631d57ccfbb81d9bc8e0ca72904cf60d441d92b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch padding-mask logic, but they fix different bugs in different code paths: one for batch-size-1 linear-attention models, the other for continued forwards/chunked prefill in the recurrent masking utility. They are related in theme but not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better representative of this cluster because it addresses a concrete shared utility bug with an explicit issue target and tests across recurrent models.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the strongest standalone candidate: it fixes a specific padding-mask regression in a central masking helper, ties to an explicit issue, and has broad model coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but #46773 fixes a batch-size-1 masking skip in linear-attention model forwards while #47087 fixes continued-forward/chunked-prefill masking in recurrent attention. Different code paths and bug shapes; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "bceac39728e09d7b7ebcb72dec2cc94d1777db5bb520cc7902b57e4183b11313", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11589, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11589, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated changes that only share broad multimodal or generation-adjacent vocabulary. I don\u2019t see any true duplicate pair; the soft similarities are too shallow to merge.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present, and none of the PRs are clear duplicates of each other. If one PR must represent the cluster, 47074 is the broadest and most actively discussed multimodal pipeline change, but it should not be treated as a duplicate canonical for the others.", + "best_issue_reason": null, + "best_pr_reason": "47074 is the best representative only in the sense that it has the most triage signal and is a self-contained pipeline fix; however, it is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different code paths and bugs: stop-sequence handling in image-text-to-text vs batched output postprocessing in Qwen Omni." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal pipeline-related, but they fix different concrete issues in different components: input-key normalization vs Gemma4 audio placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Shared test file is not enough; the fixes address different problems in different model/pipeline postprocessing paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated changes: AnyToAnyPipeline input normalization vs candidate generator length-capping logic in generation." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "These touch different subsystems and solve different issues: generation candidate length calculation vs Qwen Omni text decoding." + } + ] + }, + "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": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "22eef2d74ae2aaed983f206305fd1c1426cf5e76c150a0be6c2ea1e3ca3348e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are unrelated: one re-enables and tightens a VITS model forward test, while the other fixes RT-DETR v2 weight-conversion key mappings. They do not share filenames, targets, or a concrete code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47129 is the better representative change for the cluster because it contains the substantive code fix in a model converter, whereas 47105 is primarily a test update/re-enable.", + "best_issue_reason": null, + "best_pr_reason": "PR 47129 is the strongest standalone PR here: it fixes an actual conversion path in production code and is more broadly useful than the test-only re-enable in 47105.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Reject: different subsystems and different problems; VITS test re-enable vs RT-DETR v2 converter key mapping fix. No shared code-path or plausible single 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": 30, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-5", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47224" + ], + "prepared_review_unit_hash": "dda95b37f8395b116e55f2d44c5ec18f96ac0fa12ec18c1f9cf158a4f6aefbb3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12419, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12419, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated serge-generated fixes across different models. PR 47224 is the broad umbrella patch, but it bundles multiple independent changes, so there is no clean duplicate cluster here.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the broadest umbrella PR and explicitly consolidates multiple serge test-fix changes, making it the best representative of the cluster, though not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the best cluster anchor because it groups several related failure fixes in one place; however, it is still too broad to serve as a duplicate target for the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failures: Edgetam import_or_config vs MiniMax-M3-VL load_error. No shared code-path change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Different failures and model subsystems: Edgetam import_or_config vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 includes the same Edgetam fix, but it is an umbrella PR with additional unrelated tokenizer/Whisper changes, so this is not a clean duplicate pair." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Edgetam kwargs handling and Whisper generation length logic are unrelated bugs." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL loading/offload setup is unrelated to Falcon-Mamba generation expectation updates." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "Load error fix for MiniMax-M3-VL and Whisper max_length fix are different code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Both are test-failure fixes, but for different models and symptoms; not the same underlying bug." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 includes the Whisper change, but it is bundled with unrelated fixes, so the PRs are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/manifest.json b/snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..da1b4bef63c3abb8c15c6f51dde52ccf5a65c19e --- /dev/null +++ b/snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260710t180030z", + "artifacts": { + "hybrid": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-10T18:13:07Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260710T180030Z", + "variant": "hybrid" +} diff --git a/snapshots/20260710T180030Z/manifest.json b/snapshots/20260710T180030Z/manifest.json index 35538c257f946eeee76536b35ec7c7be57b5acce..3a17781d480c78464c6571d0a87d5279be4f1c9f 100644 --- a/snapshots/20260710T180030Z/manifest.json +++ b/snapshots/20260710T180030Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1469 }, "extracted_at": "2026-07-10T18:00:30Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260710t180030z", + "runs": { + "hybrid-model-20260710t180030z": { + "analysis_id": "hybrid-model-20260710t180030z", + "artifacts": { + "hybrid": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260710T180030Z/analysis-runs/hybrid-model-20260710t180030z/manifest.json", + "model": null, + "published_at": "2026-07-10T18:13:07Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260710T180030Z", "watermark": {