diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 859fda2246fb29c427c38b731e0c8273a3d23f82..11ebca198bae5345224aefa2aba4bb320a1849d4 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260616T120046Z", - "generated_at": "2026-06-16T12:10:41Z", + "snapshot_id": "20260616T180029Z", + "generated_at": "2026-06-16T18:22:02Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43979-11", - "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "cluster_id": "cluster-43979-13", + "summary": "Cluster of 1 issues and 12 PRs centered on issue #43979.", "status": "open", "confidence": 0.8, "canonical_issue_number": 43979, @@ -18,7 +18,9 @@ ], "pr_numbers": [ 43996, + 43997, 44007, + 44010, 44013, 44044, 44066, @@ -34,6 +36,17 @@ "soft_similarity" ], "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 43997, + "code_similarity": 0.142, + "size_similarity": 0.338, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.494, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 43996, "right_pr_number": 44007, @@ -45,6 +58,17 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 43996, + "right_pr_number": 44010, + "code_similarity": 0.266, + "size_similarity": 0.96, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.495, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 43996, "right_pr_number": 44013, @@ -133,6 +157,189 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 43997, + "right_pr_number": 44007, + "code_similarity": 0.407, + "size_similarity": 0.588, + "file_overlap": 0.333, + "area_overlap": 0.26, + "patch_similarity": 0.661, + "shared_filenames": [ + "src/transformers/models/regnet/modeling_regnet.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/regnet/modeling_regnet.py", + "left_ranges": [ + [ + 21, + 32 + ], + [ + 235, + 245 + ], + [ + 248, + 256 + ], + [ + 273, + 278 + ], + [ + 283, + 304 + ], + [ + 308, + 313 + ], + [ + 321, + 342 + ], + [ + 345, + 350 + ] + ], + "right_ranges": [ + [ + 26, + 33 + ], + [ + 262, + 268 + ], + [ + 296, + 319 + ], + [ + 337, + 362 + ], + [ + 365, + 370 + ] + ] + } + ] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44010, + "code_similarity": 0.132, + "size_similarity": 0.353, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.407, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44013, + "code_similarity": 0.264, + "size_similarity": 0.94, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.509, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44044, + "code_similarity": 0.136, + "size_similarity": 0.392, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.386, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44066, + "code_similarity": 0.135, + "size_similarity": 0.414, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44072, + "code_similarity": 0.283, + "size_similarity": 0.896, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.691, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44085, + "code_similarity": 0.139, + "size_similarity": 0.432, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44129, + "code_similarity": 0.076, + "size_similarity": 0.218, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.215, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44154, + "code_similarity": 0.176, + "size_similarity": 0.632, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43997, + "right_pr_number": 44722, + "code_similarity": 0.132, + "size_similarity": 0.399, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.35, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44010, + "code_similarity": 0.174, + "size_similarity": 0.6, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.36, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 44007, "right_pr_number": 44013, @@ -221,6 +428,94 @@ "shared_filenames": [], "shared_file_areas": [] }, + { + "left_pr_number": 44010, + "right_pr_number": 44013, + "code_similarity": 0.12, + "size_similarity": 0.332, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.358, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44010, + "right_pr_number": 44044, + "code_similarity": 0.258, + "size_similarity": 0.9, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.521, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44010, + "right_pr_number": 44066, + "code_similarity": 0.226, + "size_similarity": 0.853, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.369, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44010, + "right_pr_number": 44072, + "code_similarity": 0.13, + "size_similarity": 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"pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, 143 ], [ @@ -2064,6 +3035,270 @@ ] } ] + }, + { + "cluster_id": "cluster-42975-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 42976, + "issue_numbers": [], + "pr_numbers": [ + 42975, + 42976 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 42975, + "right_pr_number": 42976, + "code_similarity": 0.131, + "size_similarity": 0.148, + "file_overlap": 0.212, + "area_overlap": 0.095, + "patch_similarity": 0.033, + "shared_filenames": [ + ".github/workflows/build-ci-docker-images.yml", + ".github/workflows/build-docker-images.yml", + ".github/workflows/build-nightly-ci-docker-images.yml", + ".github/workflows/build-past-ci-docker-images.yml", + ".github/workflows/check_failed_tests.yml", + ".github/workflows/new_model_pr_merged_notification.yml", + ".github/workflows/release-conda.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/build-ci-docker-images.yml", + "left_ranges": [ + [ + 45, + 51 + ] + ], + "right_ranges": [ + [ + 54, + 60 + ] + ] + }, + { + "filename": ".github/workflows/build-docker-images.yml", + "left_ranges": [ + [ + 29, + 35 + ], + [ + 65, + 71 + ], + [ + 104, + 110 + ], + [ + 140, + 146 + ], + [ + 174, + 180 + ], + [ + 241, + 247 + ], + [ + 277, + 283 + ] + ], + "right_ranges": [ + [ + 38, + 44 + ], + [ + 74, + 80 + ], + [ + 113, + 119 + ], + [ + 149, + 155 + ], + [ + 183, + 189 + ], + [ + 250, + 256 + ], + [ + 286, + 292 + ] + ] + }, + { + "filename": ".github/workflows/build-nightly-ci-docker-images.yml", + "left_ranges": [ + [ + 26, + 32 + ], + [ + 55, + 61 + ] + ], + "right_ranges": [ + [ + 23, + 41 + ], + [ + 52, + 70 + ] + ] + }, + { + "filename": ".github/workflows/build-past-ci-docker-images.yml", + "left_ranges": [ + [ + 24, + 30 + ], + [ + 69, + 75 + ] + ], + "right_ranges": [ + [ + 21, + 27 + ], + [ + 38, + 50 + ], + [ + 66, + 72 + ], + [ + 83, + 95 + ] + ] + }, + { + "filename": ".github/workflows/check_failed_tests.yml", + "left_ranges": [ + [ + 56, + 62 + ], + [ + 77, + 83 + ], + [ + 113, + 119 + ], + [ + 194, + 200 + ], + [ + 211, + 222 + ], + [ + 280, + 286 + ] + ], + "right_ranges": [ + [ + 296, + 302 + ] + ] + }, + { + "filename": ".github/workflows/new_model_pr_merged_notification.yml", + "left_ranges": [ + [ + 13, + 19 + ] + ], + "right_ranges": [ + [ + 38, + 44 + ] + ] + }, + { + "filename": ".github/workflows/release-conda.yml", + "left_ranges": [ + [ + 19, + 25 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44024-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44076, + "issue_numbers": [], + "pr_numbers": [ + 44024, + 44076 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44024, + "right_pr_number": 44076, + "code_similarity": 0.269, + "size_similarity": 0.976, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.492, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [], @@ -2086,6 +3321,15 @@ "target_issue_number": 41211, "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." }, + { + "cluster_id": "cluster-42975-2", + "canonical_pr_number": 42976, + "duplicate_pr_numbers": [ + 42975 + ], + "target_issue_number": null, + "reason": "PRs in cluster-42975-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43240-3", "canonical_pr_number": 43251, @@ -2095,6 +3339,34 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43612-2", + "canonical_pr_number": 43612, + "duplicate_pr_numbers": [ + 43613 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43665-3", + "canonical_pr_number": 43665, + "duplicate_pr_numbers": [ + 44815, + 46380 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43665-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2105,10 +3377,12 @@ "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43979-11", + "cluster_id": "cluster-43979-13", "canonical_pr_number": 44007, "duplicate_pr_numbers": [ 43996, + 43997, + 44010, 44013, 44044, 44066, @@ -2119,7 +3393,16 @@ 44722 ], "target_issue_number": 43979, - "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-43979-13 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-44018-2", @@ -2130,6 +3413,25 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44024-2", + "canonical_pr_number": 44076, + "duplicate_pr_numbers": [ + 44024 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44056-3", + "canonical_pr_number": 44056, + "duplicate_pr_numbers": [ + 44073, + 44074 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44056-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2139,6 +3441,15 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45332-2", + "canonical_pr_number": 45332, + "duplicate_pr_numbers": [ + 45333 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45332-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2157,6 +3468,15 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-45932-2", + "canonical_pr_number": 45932, + "duplicate_pr_numbers": [ + 46100 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45932-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45987-3", "canonical_pr_number": 46173, @@ -2164,7 +3484,16 @@ 46474 ], "target_issue_number": 45987, - "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46154-2", + "canonical_pr_number": 46196, + "duplicate_pr_numbers": [ + 46154 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46154-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46305-3", @@ -2176,13 +3505,13 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46554-2", - "canonical_pr_number": 46558, + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, "duplicate_pr_numbers": [ - 46554 + 46658 ], "target_issue_number": null, - "reason": "PRs in cluster-46554-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { @@ -2192,9 +3521,9 @@ "score": 148.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", + "cluster_id": "cluster-43979-13", "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 + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 258.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b1632b8116de79f556308e968f5f9834e9067490..138061359dd4c4d6944ccf22a1bbd05d97a6b93e 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,22 +1,22 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260616T120046Z", - "generated_at": "2026-06-16T12:10:41Z", + "snapshot_id": "20260616T180029Z", + "generated_at": "2026-06-16T18:22:02Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 56, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ "issue:24643", "issue:30277", @@ -116,8 +116,8 @@ "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44292|issue:44918", - "issue:43716|issue:44292", "issue:45507|issue:45685", + "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -130,367 +130,423 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "88e6572aee9f47660b4bbf1c0e5799069bce465f5790a2a11f0e63a28694b8f0", + "prepared_review_unit_hash": "c4ecb6972cb153a972d9c85387966bba7aa5456e809f1e260e2ecab4cbc2fceb", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45736, - "estimated_input_tokens": 11434, - "estimated_eval_tokens": 23124 + "serialized_chars": 45724, + "estimated_input_tokens": 11431, + "estimated_eval_tokens": 23118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 2, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "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:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:44805|issue:44918" + ], + "prepared_review_unit_hash": "4837cbdebdf2ea0ed0de29bd12170f471aaec3790fd217326de43744c2fa7bc5", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39815, + "estimated_input_tokens": 9954, + "estimated_eval_tokens": 20164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I only see a few true duplicate mini-clusters: the DeepSpeed ZeRO-3 Bert IndexError pair, the Qwen3.5Moe rotary-embedding/offload pair, and the torch 2.4.1 incompatibility pair. Most other soft edges connect broadly similar but clearly different bugs, models, or docs issues.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43596 is the cleanest concrete bug report among the clearly duplicated subgroup: it describes the same ZeRO-3 init IndexError (size 0 / index 0 out of bounds) as issue:43638, with the older issue being the better representative.", + "summary": "Mostly heterogeneous cluster. The clearest duplicate subgroup is the v5 AutoTokenizer wrong-token-ID regression (issue:45920 / issue:45812). A ZeRO-3 size-0 loading subgroup is plausible (issue:41762 / issue:43596). The mask-shape IndexError reports are not clear duplicates and should not be summarized as a confirmed cluster. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45920 is the best canonical issue anchor because it is the broadest active report for the shared AutoTokenizer wrong-token-ID regression across multiple model families; issue:45812 is a narrower Granite-specific instance.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue representative for the only strong duplicate subgroup in this set because it is specific, reproducible, and directly matches the paired ZeRO-3/Bert failure. The rest of the cluster is too mixed to justify a single global canonical across all items.", + "best_issue_reason": "issue:45920 is the strongest overall issue candidate: it is open, broad, and directly captures the shared v5 tokenizer regression better than the narrower variant reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44322", - "right": "issue:45464", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Different problems: missing Qwen3.5 config field vs streaming chat/completions failure." + "reason": "Different loading failures: corrupted Ovis2 checkpoint vs missing text-encoder weights for Sam3Model." }, { - "left": "issue:45237", - "right": "issue:45685", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "Different backends and failures: AMD GPU support vs MPS histogram not implemented for Int." + "reason": "Both are version breakages, but they involve different incompatibilities and different failure modes." }, { - "left": "issue:43716", - "right": "issue:45237", + "left": "issue:43296", + "right": "issue:46304", "accept": false, - "reason": "Different root causes: dtype mismatch in image preprocessing vs AMD GPU execution failure." + "reason": "Different code paths: vLLM/PaddleOCR-VL load failure vs PyTorch distributed support breakage." }, { - "left": "issue:43828", - "right": "issue:45237", - "accept": false, - "reason": "Different issues: autocast dtype mismatch vs AMD GPU-specific model failure." + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same concrete failure pattern: DeepSpeed ZeRO-3 loading hits an index-out-of-bounds IndexError in both reports." }, { - "left": "issue:45237", - "right": "issue:46468", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Different artifacts: AMD GPU incompatibility vs broken Nemotron example." + "reason": "Unrelated symptoms: missing Gemma3 config attribute with vLLM vs Qwen3 auto device-map CUDA assert." }, { - "left": "issue:45237", - "right": "issue:45507", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Different bugs: AMD GPU failure vs invalid method call in GraniteMoEHybrid." + "reason": "Both are docs-related, but they describe different documentation problems." }, { - "left": "issue:30277", - "right": "issue:35545", + "left": "issue:44589", + "right": "issue:46304", "accept": false, - "reason": "Different code paths: DeepSpeed collective mismatch vs ONNX export error." + "reason": "Different breakages: missing Float8 storage type vs USE_DISTRIBUTED/PyTorch support regression." }, { - "left": "issue:35545", - "right": "issue:42915", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Different model/export issue vs FP8 config failure." + "reason": "Different tasks and symptoms: AMD GPU GPT-OSS failure vs table-question-answering crash." }, { - "left": "issue:35545", - "right": "issue:41720", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Different failures: ONNX export vs auto device mapping cuda assert." + "reason": "Liger Kernel cross-entropy routing issue is unrelated to the Qwen3-vl video StopIteration bug." }, { - "left": "issue:45901", - "right": "issue:46015", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "Different topics: table-question-answering crash vs outdated RAG examples." + "reason": "Both involve Qwen3.5, but the device-mismatch forward error is not the same bug as the video-feature/video-token mismatch." }, { - "left": "issue:44509", - "right": "issue:44512", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Both are docs cleanup, but they target different removed items and pages." + "reason": "Different areas: detokenization regression vs outdated RAG docs." }, { - "left": "issue:35545", - "right": "issue:36010", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Different import/export issues with no shared concrete bug." + "reason": "Processor failure for Voxtral is a different code path from the Gemma4 device-mapping mismatch." }, { - "left": "issue:44918", - "right": "issue:46165", + "left": "issue:44863", + "right": "issue:46015", "accept": false, - "reason": "Different failures: Qwen3.5 input-embedding unpacking vs resume/trust_remote_code issue." + "reason": "Checkpoint loading failure is unrelated to documentation examples." }, { - "left": "issue:44805", - "right": "issue:45823", + "left": "issue:45020", + "right": "issue:46304", "accept": false, - "reason": "Different problems: mask shape IndexError vs Gemma4 PLE device mismatch." + "reason": "Remote-code model breakage and PyTorch/distributed support regression are different bugs." }, { - "left": "issue:43638", - "right": "issue:44805", - "accept": false, - "reason": "Different error signatures and model paths: ZeRO-3 Bert init vs generic mask shape mismatch." + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-ID regression; issue:45920 is the broader report." }, { - "left": "issue:43638", - "right": "issue:46165", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Different training/resume issue vs ZeRO-3 Bert IndexError." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different issues." }, { - "left": "issue:43596", - "right": "issue:44805", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Different bugs: ZeRO-3 Bert IndexError vs mask shape mismatch." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to docs updates." }, { - "left": "issue:44805", - "right": "issue:46294", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Different multimodal/video failure vs generic mask shape mismatch." + "reason": "bitsandbytes constructor incompatibility is not the same as the PyTorch distributed support regression." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Different problems: mask shape IndexError vs GPT-OSS MoE tensor-parallel issue." + "reason": "Both mention sliding_window, but they are different model/config bugs." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Different artifacts: resume/trust_remote_code issue vs broken Nemotron example." + "reason": "Both are IndexError reports, but mask-shape mismatch and ZeRO-3 size-0 loading are different underlying failures." }, { - "left": "issue:44560", - "right": "issue:46165", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Different failures: video StopIteration vs training resume problem." + "reason": "GLM-4.7-Flash loading issue is different from Ovis2 checkpoint corruption." }, { - "left": "issue:43596", - "right": "issue:46165", + "left": "issue:43792", + "right": "issue:45901", "accept": false, - "reason": "Different failures: ZeRO-3 Bert IndexError vs resume/trust_remote_code issue." + "reason": "Whisper model load failure and table QA crash are unrelated." }, { - "left": "issue:34634", - "right": "issue:35545", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "Different model subsystem bugs: BarkProcessor voice preset vs ONNX export." + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic regression are different breakages." }, { - "left": "issue:30277", - "right": "issue:43638", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Both involve DeepSpeed/ZeRO, but the concrete failures and models differ." + "reason": "Detokenization bug and table-question-answering crash are unrelated." }, { "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 Bert IndexError; only the model variant differs." + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 size-0 loading error and torch/transformers version incompatibility are different bugs." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Different issues: Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel failure." + "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." + "reason": "Both are Qwen3.5-related, but the chat crash and streaming API failure are not clearly the same bug." }, { "left": "issue:44292", - "right": "issue:44457", + "right": "issue:45901", "accept": false, - "reason": "Different model/runtime error vs LoRA result inconsistency." + "reason": "Qwen NVFP4 runtime error and table QA crash involve different code paths." }, { - "left": "issue:44841", - "right": "issue:46661", + "left": "issue:39290", + "right": "issue:45823", "accept": false, - "reason": "Different failures: Voxtral processor bug vs remote-code AutoModel config_class error." + "reason": "Gemma3 sliding_window_pattern issue is unrelated to Gemma4 device mismatch." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "Both are tensor/shape errors, but they come from different mechanisms and code paths." + "reason": "Streaming chat/completions failure is unrelated to the MPS histogram op-not-implemented error." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:43541", + "right": "issue:45685", "accept": false, - "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." - }, - { - "left": "issue:45859", - "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5Moe rotary-embedding/materialization bug under CPU offload/meta-to-empty handling." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram issue." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43541", + "right": "issue:43828", "accept": false, - "reason": "Both are docs removals, but they reference different removed commands/tasks." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Near-identical torch 2.4.1 incompatibility reports." + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern missing attribute are unrelated." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Different issues: Torch version incompatibility vs Qwen-3 NVFP4 runtime failure." + "reason": "Mistral3 weight-tying bug is unrelated to Ovis2 checkpoint corruption." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Different bugs: activation-checkpointing/FSDP recompute mismatch vs Qwen3 auto device-map assert." + "reason": "Processor failure for Voxtral and non-template-node compile error are different issues." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Different model/runtime problems: autocast dtype mismatch vs GPT-OSS MoE tensor-parallel failure." + "reason": "Same broad IndexError family, but the mask/tensor shape mismatch is not the same failure as the ZeRO-3 size-0 load error." }, { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Different failures: torch dynamo/grouped_mm tracing vs image preprocessor/model dtype mismatch." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Different bugs: Mistral dtype mismatch vs Nemotron example breakage." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different issues: image/model dtype mismatch vs MPS histogram kernel limitation." - }, - { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:45399", + "right": "issue:46661", "accept": false, - "reason": "Different bugs: Qwen-3 NVFP4 runtime failure vs TRL SFT embedding unpacking failure." + "reason": "Flash-attn fallback gating issue is unrelated to the remote-code model_class/config_class AttributeError." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:43572", + "right": "issue:45070", "accept": false, - "reason": "Different models and failure modes; not the same bug." + "reason": "Missing pad_token_idx in StableLmConfig and the PretrainedConfig pydantic regression are different config bugs." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Different code paths: invalid method call vs missing MPS kernel support." + "reason": "Version incompatibility and device-mapping mismatch are different problems." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43296", + "right": "issue:43366", "accept": false, - "reason": "Different problems: TRL input embedding handling vs GPT-OSS MoE tensor-parallel issue." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different issues." }, { - "left": "issue:43039", + "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different issues with no shared concrete failure path." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 IndexErrors, but the models and triggering paths differ enough to avoid merging." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Different docs omissions; not the same underlying change." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Different failures: autocast dtype mismatch vs MPS Int histogram limitation." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "Different bugs: SFT embedding unpacking vs MPS kernel limitation." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different failures in different models/subsystems." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "Different problems: DeepSpeed collective mismatch vs trainer API signature change." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Different issues: FSDP/checkpointing size mismatch vs GenerationMixin import error." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "Different artifacts: AMD GPU model failure vs docs/examples issue." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Different code paths: Liger Kernel cross-entropy vs generic mask shape mismatch." + "reason": "Mask-shape mismatch IndexError and Qwen3.5 embedding unpacking failure are not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous while identifying the three plausible duplicate mini-clusters (43596/43638, 45859/45902, 45800/46515). The soft-edge rejections are appropriately cautious, and the accepted pairs look mergeable as the same bugfix." + "accept": false, + "feedback": "The result is mostly grounded, but the summary overstates the evidence by claiming there are clear duplicate issue pairs for the mask-shape mismatch IndexError. In the packet, the mask-shape-related pairs are all marked false (e.g. issue:41093 vs issue:43638, issue:44805 vs issue:44918), so that should not be presented as a clear duplicate cluster. The tokenizer-regression canonicalization is supported, and the ZeRO-3 pair is plausibly acceptable, but the summary needs to stay more conservative about the mask-shape issues." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -498,5734 +554,246 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 2, + "component_count": 22, + "review_unit_index": 3, "review_unit_count": 56, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:36010", - "issue:39290", + "issue:39186", + "issue:40990", "issue:41093", - "issue:41720", - "issue:41762", - "issue:43039", - "issue:43296", + "issue:42915", + "issue:43054", "issue:43366", "issue:43404", - "issue:43425", "issue:43531", "issue:43541", - "issue:43572", "issue:43596", - "issue:43638", - "issue:43792", + "issue:43645", + "issue:43716", "issue:43828", - "issue:43854", - "issue:43866", - "issue:43872", - "issue:43901", + "issue:43873", "issue:43975", + "issue:43994", + "issue:44291", "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", "issue:44512", - "issue:44560", + "issue:44530", "issue:44589", - "issue:44805", - "issue:44841", "issue:44863", "issue:44918", + "issue:44960", + "issue:45005", "issue:45020", "issue:45070", - "issue:45084", - "issue:45237", - "issue:45362", + "issue:45161", + "issue:45183", "issue:45399", "issue:45464", - "issue:45685", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", "issue:45800", - "issue:45812", - "issue:45823", - "issue:45901", - "issue:45920", - "issue:46015", + "issue:45902", "issue:46294", - "issue:46304", - "issue:46402", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", "issue:46661" ], "soft_pairs": [ - "issue:43866|issue:46402", - "issue:45800|issue:46304", - "issue:43296|issue:46304", - "issue:41762|issue:43596", - "issue:39290|issue:41720", - "issue:43901|issue:44512", - "issue:44589|issue:46304", - "issue:45237|issue:45901", - "issue:43039|issue:44560", - "issue:45823|issue:46294", - "issue:43975|issue:46015", - "issue:44841|issue:45823", - "issue:44863|issue:46015", - "issue:45020|issue:46304", - "issue:45812|issue:45920", - "issue:43866|issue:44863", - "issue:44292|issue:46015", - "issue:43872|issue:46304", - "issue:39290|issue:43531", - "issue:41093|issue:43638", - "issue:43792|issue:45901", - "issue:43854|issue:43866", - "issue:43425|issue:45070", - "issue:43975|issue:45901", - "issue:43596|issue:45800", - "issue:43792|issue:45070", - "issue:45362|issue:45464", - "issue:44292|issue:45901", - "issue:39290|issue:45823", - "issue:45464|issue:45685", - "issue:43541|issue:45685", - "issue:43541|issue:43828", - "issue:36010|issue:39290", - "issue:43404|issue:43866", - "issue:44841|issue:45084", - "issue:41093|issue:41762", - "issue:43296|issue:43366", - "issue:45399|issue:46661", - "issue:43572|issue:45070", - "issue:45800|issue:45823", - "issue:44805|issue:44918" + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44492|issue:44512", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "60435c75a71799a810b1478b5782fe4db6503a1900e99f765f97c39a310f0463", + "prepared_review_unit_hash": "edbe0ca0a4ecd205c76c4b77d6326b23d145b57ac1d8489e1036658659ced43a", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39813, - "estimated_input_tokens": 9954, - "estimated_eval_tokens": 20164 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36233, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "The cluster is mostly heterogeneous. There are two accepted duplicate subclusters: the ZeRO-3 load/init out-of-bounds reports (41762\u219443596) and the v5 AutoTokenizer token-ID regression reports (45812\u219445920). So 45920 is a strong representative for one cluster, but not the only clear duplicate anchor in the packet.", - "confidence": 0.86, - "canonical_issue_reason": "Use 45920 as the canonical issue for the broad v5 AutoTokenizer token-ID regression cluster: it is open and spans multiple model families. The packet also supports a separate accepted duplicate subcluster around 41762\u219443596, so 45920 should be treated as one representative cluster anchor, not the only one.", - "canonical_pr_reason": null, - "best_issue_reason": "45920 is the best overall issue representative because it is open, broad, and central to one of the two clear duplicate clusters. 41762 is also a valid duplicate-cluster anchor, but it is narrower and closed.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43866", - "right": "issue:46402", - "accept": false, - "reason": "Different failures: corrupted checkpoint / missing weights loading, not the same code path." - }, - { - "left": "issue:45800", - "right": "issue:46304", - "accept": false, - "reason": "Both are compatibility complaints, but they point to different breakages and fixes." - }, - { - "left": "issue:43296", - "right": "issue:46304", - "accept": false, - "reason": "Unrelated: model load failure in vLLM vs a PyTorch distributed-support regression." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": true, - "reason": "Same underlying ZeRO-3 loading bug: both report an out-of-bounds index 0 on size 0 during model init/load, with different model classes only." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Different model/config and different runtime error; only both mention vLLM/auto mapping loosely." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs issues, but they concern different API/documentation changes." - }, - { - "left": "issue:44589", - "right": "issue:46304", - "accept": false, - "reason": "Completely different failures: missing storage type vs distributed build/runtime support." - }, - { - "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "Different subsystems and error classes; no shared bug path." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger-kernel cross-entropy dispatch vs video chat-template StopIteration are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46294", - "accept": false, - "reason": "Different models and different device/template failures; not the same bug." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Tokenizer detokenization bug vs RAG docs drift are unrelated." - }, - { - "left": "issue:44841", - "right": "issue:45823", - "accept": false, - "reason": "Different models and distinct forward/device issues." - }, - { - "left": "issue:44863", - "right": "issue:46015", - "accept": false, - "reason": "Checkpoint-loading failure vs outdated docs; unrelated." - }, - { - "left": "issue:45020", - "right": "issue:46304", - "accept": false, - "reason": "Remote-code regressions and PyTorch build support are different problem areas." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same v5 AutoTokenizer regression: wrong token IDs across Granite and other model families, so they describe the same underlying bug." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Both mention loading, but one is a corrupted checkpoint and the other is a model implementation/load issue." - }, - { - "left": "issue:44292", - "right": "issue:46015", - "accept": false, - "reason": "Qwen NVFP4 runtime error and RAG docs issues are unrelated." - }, - { - "left": "issue:43872", - "right": "issue:46304", - "accept": false, - "reason": "bitsandbytes parameter-construction failure is unrelated to distributed build support." - }, - { - "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Both mention sliding_window, but the models and concrete errors differ." - }, - { - "left": "issue:41093", - "right": "issue:43638", - "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a zero-size out-of-bounds load error." - }, - { - "left": "issue:43792", - "right": "issue:45901", - "accept": false, - "reason": "Whisper load failure vs table-question-answering crash are unrelated." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Different model load problems with no shared failure mechanism." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "Torch-version incompatibility vs pydantic PretrainedConfig field break are separate regressions." - }, - { - "left": "issue:43975", - "right": "issue:45901", - "accept": false, - "reason": "Different tasks and error modes; no shared underlying defect." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "ZeRO-3 loading bug and torch/transformers compatibility issue are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "Whisper runtime failure is unrelated to the config/pydantic regression." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both are Qwen3.5 chat-related, but the reported failures and call paths differ." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "Different model/runtime issue vs table QA crash; no duplicate evidence." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Different models and different failure surfaces." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Chat streaming failure and MPS histogram kernel error are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Different op/runtime failures; no sign of the same bug." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Both involve numerical/tracing issues, but the concrete failures and affected models differ." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "ImportError for GenerationMixin and Gemma config attribute errors are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:43866", - "accept": false, - "reason": "Weight-tying bug is unrelated to a corrupted checkpoint/load failure." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor failure for Voxtral and template compilation errors do not share a concrete bug." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Different IndexErrors from different code paths: mask-shape mismatch vs ZeRO-3 load-time out-of-bounds." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "Different model-support problems and different runtimes." - }, - { - "left": "issue:45399", - "right": "issue:46661", - "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:45070", - "accept": false, - "reason": "Missing pad_token_idx and pydantic PretrainedConfig-field regression are different config issues." - }, - { - "left": "issue:45800", - "right": "issue:45823", - "accept": false, - "reason": "Torch/version compatibility vs device-map mismatch are unrelated." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Same broad area of model inputs, but different errors and different code paths." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The 45920 anchor is plausible, but the write-up overstates uniqueness. The packet supports two accepted duplicate subclusters: 41762\u219443596 and 45812\u219445920. So saying 45920 anchors the \"only clear duplicate subcluster\" is not grounded. Please revise the summary to acknowledge both clusters and keep the duplicate claims more conservative." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 3, + "component_count": 22, + "review_unit_index": 4, "review_unit_count": 56, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:39186", - "issue:40990", - "issue:41093", + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", "issue:42915", + "issue:42947", "issue:43054", - "issue:43366", - "issue:43404", - "issue:43531", - "issue:43541", - "issue:43596", - "issue:43645", - "issue:43716", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", "issue:43828", - "issue:43873", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", "issue:43975", - "issue:43994", - "issue:44291", - "issue:44292", - "issue:44360", + "issue:44368", "issue:44387", - "issue:44479", - "issue:44492", - "issue:44512", - "issue:44530", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", "issue:44589", - "issue:44863", - "issue:44918", + "issue:44661", + "issue:44910", + "issue:44928", "issue:44960", - "issue:45005", + "issue:44991", "issue:45020", - "issue:45070", - "issue:45161", - "issue:45183", + "issue:45081", "issue:45399", - "issue:45464", - "issue:45507", - "issue:45632", - "issue:45698", - "issue:45759", - "issue:45800", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", "issue:45902", - "issue:46294", - "issue:46463", - "issue:46489", - "issue:46491", - "issue:46640", - "issue:46661" - ], - "soft_pairs": [ - "issue:44387|issue:45005", - "issue:43541|issue:45161", - "issue:43828|issue:45464", - "issue:43366|issue:45464", - "issue:44291|issue:45070", - "issue:43531|issue:45070", - "issue:43716|issue:46294", - "issue:43541|issue:44589", - "issue:45020|issue:45800", - "issue:41093|issue:43596", - "issue:44479|issue:46294", - "issue:43054|issue:43994", - "issue:45759|issue:45902", - "issue:46640|issue:46661", - "issue:39186|issue:44918", - "issue:43716|issue:44918", - "issue:40990|issue:44960", - "issue:45632|issue:45698", - "issue:43645|issue:45399", - "issue:43404|issue:45005", - "issue:42915|issue:45399", - "issue:44530|issue:45005", - "issue:43873|issue:45005", - "issue:44360|issue:44512", - "issue:44863|issue:45005", - "issue:45183|issue:46463", - "issue:44492|issue:44512", - "issue:46489|issue:46491", - "issue:44918|issue:45507", - "issue:43975|issue:44292", - "issue:44292|issue:45507" - ], - "prepared_review_unit_hash": "9061d7c7ce21e8e9fb4d9b7d5543dec825dff52b3e47925708c87c7312e239d8", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36232, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports. The only plausible duplicate pair is the remote-code/custom-module path-collision reports (45632/45698); the rest should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it explicitly describes a trust_remote_code cache-path collision for local models sharing a leaf directory name, which matches the symptom in 45698.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the best anchor for this cluster because it states the underlying loading/cache collision directly and is the most likely canonical duplicate target for 45698.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44387", - "right": "issue:45005", - "accept": false, - "reason": "Both concern training/quantization quirks, but one is int4 OOM memory behavior and the other is tied-weights handling; different bugs." - }, - { - "left": "issue:43541", - "right": "issue:45161", - "accept": false, - "reason": "Grouped_mm tracing errors in Mixtral are unrelated to GPT-OSS tensor-parallel support." - }, - { - "left": "issue:43828", - "right": "issue:45464", - "accept": false, - "reason": "Phi MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming/chat-completions video inference." - }, - { - "left": "issue:43366", - "right": "issue:45464", - "accept": false, - "reason": "GGUF gpt-oss architecture support is a different feature gap from Qwen3.5 streaming/video failures." - }, - { - "left": "issue:44291", - "right": "issue:45070", - "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is a different loading bug than the pydantic PretrainedConfig field regression." - }, - { - "left": "issue:43531", - "right": "issue:45070", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PretrainedConfig/pydantic breakage." - }, - { - "left": "issue:43716", - "right": "issue:46294", - "accept": false, - "reason": "Both involve multimodal dtype/input issues, but one is image-preprocessor dtype mismatch and the other is video token/feature mismatch; not the same bug." - }, - { - "left": "issue:43541", - "right": "issue:44589", - "accept": false, - "reason": "Float32 grouped_mm tracing failure and missing Float8 storage type are distinct runtime issues." - }, - { - "left": "issue:45020", - "right": "issue:45800", - "accept": false, - "reason": "Generic remote_code breakage is broader than the specific torch 2.4.1 vs transformers 5.8.0 incompatibility report." - }, - { - "left": "issue:41093", - "right": "issue:43596", - "accept": false, - "reason": "Mask-length mismatch and zero-sized tensor index error are different failure modes with no clear shared code path." - }, - { - "left": "issue:44479", - "right": "issue:46294", - "accept": false, - "reason": "Both mention Qwen video input regressions, but 44479 is a broader v5.3.0 regression across several models while 46294 is a specific chat-template token/feature mismatch." - }, - { - "left": "issue:43054", - "right": "issue:43994", - "accept": false, - "reason": "Siglip2 embedding quality and nonsensical AutoModel/pipeline output are related in topic, but not clearly the same concrete bug." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "Text_config unwrapping in from_config and uninitialized inv_freq after meta\u2192to_empty(cuda) are separate multimodal initialization issues." - }, - { - "left": "issue:46640", - "right": "issue:46661", - "accept": false, - "reason": "Flash Attention 2 integration failure is unrelated to remote-code models missing config_class." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking in TRL are different model/training issues." - }, - { - "left": "issue:43716", - "right": "issue:44918", - "accept": false, - "reason": "Image-preprocessor dtype mismatch is not the same as TRL SFT unpacking of Qwen3.5 input embeddings." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-specific reports." - }, - { - "left": "issue:45632", - "right": "issue:45698", - "accept": true, - "reason": "Both point to the same remote-code/custom-module loading problem: path collisions cause the wrong module to be loaded after save/load or when models share a leaf directory name." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback gating." - }, - { - "left": "issue:43404", - "right": "issue:45005", - "accept": false, - "reason": "A specific untied lm_head in Mistral3ForConditionalGeneration is not the same bug as translation-model tied-weights issues in v5." - }, - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." - }, - { - "left": "issue:44530", - "right": "issue:45005", - "accept": false, - "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to tied-weight regressions." - }, - { - "left": "issue:43873", - "right": "issue:45005", - "accept": false, - "reason": "Quantization/offloading memory behavior is a different issue from tied weights." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to a docs typo." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." - }, - { - "left": "issue:45183", - "right": "issue:46463", - "accept": false, - "reason": "Generic XOR validation errors across models are broader than the T5 decoder-input error message bug; not clearly the same code-path defect." - }, - { - "left": "issue:44492", - "right": "issue:44512", - "accept": false, - "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." - }, - { - "left": "issue:46489", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." - }, - { - "left": "issue:44918", - "right": "issue:45507", - "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different model-specific bugs." - }, - { - "left": "issue:43975", - "right": "issue:44292", - "accept": false, - "reason": "DeepSeek-Coder tokenizer detokenization regression is unrelated to init_empty_weights argument handling." - }, - { - "left": "issue:44292", - "right": "issue:45507", - "accept": false, - "reason": "Unexpected _is_hf_initialized handling and GraniteMoEHybrid invalid method calls are unrelated." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated, and the 45632/45698 pair is a plausible canonical duplicate around trust_remote_code/custom-module loading path collisions. The soft-edge rejections are conservative and do not overstate evidence." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 4, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:24643", - "issue:28530", - "issue:36331", - "issue:38175", - "issue:39692", - "issue:41553", - "issue:41762", - "issue:42491", - "issue:42915", - "issue:42947", - "issue:43054", - "issue:43493", - "issue:43643", - "issue:43644", - "issue:43782", - "issue:43824", - "issue:43828", - "issue:43856", - "issue:43866", - "issue:43872", - "issue:43881", - "issue:43883", - "issue:43950", - "issue:43975", - "issue:44368", - "issue:44387", - "issue:44403", - "issue:44451", - "issue:44488", - "issue:44534", - "issue:44589", - "issue:44661", - "issue:44910", - "issue:44928", - "issue:44960", - "issue:44991", - "issue:45020", - "issue:45081", - "issue:45399", - "issue:45520", - "issue:45663", - "issue:45685", - "issue:45701", - "issue:45823", - "issue:45859", - "issue:45902", - "issue:45920", - "issue:46489" - ], - "soft_pairs": [ - "issue:43950|issue:44534", - "issue:39692|issue:43054", - "issue:43644|issue:43950", - "issue:36331|issue:41762", - "issue:43828|issue:44928", - "issue:43872|issue:44589", - "issue:45920|issue:46489", - "issue:43054|issue:45701", - "issue:43866|issue:44403", - "issue:43950|issue:45902", - "issue:38175|issue:43054", - "issue:41553|issue:43883", - "issue:44910|issue:45859", - "issue:42947|issue:44387", - "issue:43054|issue:43493", - "issue:45663|issue:45902", - "issue:41553|issue:43881", - "issue:44403|issue:44451", - "issue:43975|issue:45520", - "issue:24643|issue:28530", - "issue:42947|issue:43856", - "issue:44403|issue:44488", - "issue:43643|issue:45020", - "issue:41762|issue:42915", - "issue:44991|issue:45399", - "issue:45685|issue:45823", - "issue:43782|issue:44960", - "issue:43824|issue:43872", - "issue:43881|issue:43883", - "issue:45020|issue:45823", - "issue:44661|issue:45020", - "issue:45081|issue:45399", - "issue:42491|issue:44368", - "issue:43828|issue:45823" - ], - "prepared_review_unit_hash": "e81250a261248f6fe31b197efe0932332f48daff0cd262373d4fc0848c75de96", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38115, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Most pairs are unrelated. The strongest duplicate clusters are the non-persistent-buffer corruption regression, the SigLIP2 implementation/discrepancy reports, and the remote_code loading regression. No pull requests were present.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the best umbrella issue: it is open, broad, and explicitly covers a multi-model tokenizer regression affecting several model families, so it is the most useful canonical anchor for deduping nearby reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the broadest scope and strongest canonical value for grouping related tokenizer-regression reports, and it remains open with inbound references.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Same non-persistent-buffer corruption regression in Transformers v5; the titles describe the same defect with different wording." - }, - { - "left": "issue:39692", - "right": "issue:43054", - "accept": false, - "reason": "Docs/example errors and quantization mismatch are not the same bug as SigLIP2 embedding quality degradation." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are corrupted or junk-filled on load." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "Unexpected compute_loss kwarg and ZeRO-3 loading IndexError are unrelated bugs." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Different Qwen/Phi failure modes and different root causes; not the same code-path bug." - }, - { - "left": "issue:43872", - "right": "issue:44589", - "accept": false, - "reason": "Both are low-level quantization issues, but they affect different storage/parameter paths." - }, - { - "left": "issue:45920", - "right": "issue:46489", - "accept": false, - "reason": "Related tokenizer regressions, but 46489 is a DeepSeek-Coder-specific detokenization gap rather than the same concrete issue." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 embedding quality and a generic tokenization-version change are not the same bug." - }, - { - "left": "issue:43866", - "right": "issue:44403", - "accept": false, - "reason": "Checkpoint corruption and loading noise are different problems." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "43950 is a generic non-persistent-buffer corruption regression, while 45902 is a specific Qwen3_5MoeTextRotaryEmbedding uninitialized-memory/materialization bug; the evidence does not show the same underlying defect." - }, - { - "left": "issue:38175", - "right": "issue:43054", - "accept": false, - "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are not clearly the same underlying defect." - }, - { - "left": "issue:41553", - "right": "issue:43883", - "accept": false, - "reason": "Bad AutoTokenizer error messaging and a missing attribute on Molmo are unrelated." - }, - { - "left": "issue:44910", - "right": "issue:45859", - "accept": false, - "reason": "Flash-Attn packed-sequence crash and CPU-offload incompatibility are different Qwen3.5 issues." - }, - { - "left": "issue:42947", - "right": "issue:44387", - "accept": false, - "reason": "Gradient checkpointing ineffective and int4 quantization OOM are distinct memory bugs." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy, which plausibly explains the degraded embeddings." - }, - { - "left": "issue:45663", - "right": "issue:45902", - "accept": false, - "reason": "Gemma4 FSDP2 KeyError is unrelated to non-persistent-buffer materialization corruption." - }, - { - "left": "issue:41553", - "right": "issue:43881", - "accept": false, - "reason": "Different models and different loading failures; no shared underlying bug." - }, - { - "left": "issue:44403", - "right": "issue:44451", - "accept": false, - "reason": "Generic load noise vs inability to load a specific model are not the same defect." - }, - { - "left": "issue:43975", - "right": "issue:45520", - "accept": false, - "reason": "Tokenizer detokenization bug and a Python 3.13 flash_attn import error are unrelated." - }, - { - "left": "issue:24643", - "right": "issue:28530", - "accept": false, - "reason": "DeepSpeed training RuntimeError and early-stopping metric handling are unrelated." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "LoRA checkpointing and Qwen3 MoE memory usage are different performance/memory issues." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "Load noise and a specific model load failure are not the same bug." - }, - { - "left": "issue:43643", - "right": "issue:45020", - "accept": true, - "reason": "Same remote_code regression surface: AutoConfig missing fields is a concrete manifestation of models using remote_code breaking in recent versions." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FineGrainedFP8 failure are unrelated." - }, - { - "left": "issue:44991", - "right": "issue:45399", - "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS histogram-on-int error and Gemma4 device mismatch are different device-placement bugs." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight_only loading and GLM5 are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Importing a missing model class and bitsandbytes Int8Params construction are unrelated." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Different model load failures with different symptoms and causes." - }, - { - "left": "issue:45020", - "right": "issue:45823", - "accept": false, - "reason": "Remote_code regression and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:44661", - "right": "issue:45020", - "accept": false, - "reason": "Tokenizer-mapping edge case and remote_code regression are different code paths." - }, - { - "left": "issue:45081", - "right": "issue:45399", - "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated." - }, - { - "left": "issue:42491", - "right": "issue:44368", - "accept": false, - "reason": "LoRA model incompatibility across branches and a tied-embeddings warning are not the same bug." - }, - { - "left": "issue:43828", - "right": "issue:45823", - "accept": false, - "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different forward-pass failures." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The overall grouping is mostly grounded, but at least one soft-edge accept is too strong for the evidence in the packet. In particular, issue:43950 \u2194 issue:45902 is not clearly the same bug from the titles alone: 43950 is a generic non-persistent-buffer corruption regression, while 45902 is a specific Qwen3_5MoeTextRotaryEmbedding uninitialized-memory/materialization issue. The SigLIP2 and remote_code links are more plausible, but the verdict set is not uniformly conservative enough to accept." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 5, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:24643", - "issue:30064", - "issue:36331", - "issue:41093", - "issue:41553", - "issue:42915", - "issue:42947", - "issue:43257", - "issue:43366", - "issue:43404", - "issue:43531", - "issue:43596", - "issue:43792", - "issue:43827", - "issue:43828", - "issue:43854", - "issue:43872", - "issue:43940", - "issue:43950", - "issue:44220", - "issue:44291", - "issue:44479", - "issue:44488", - "issue:44509", - "issue:44530", - "issue:44560", - "issue:44805", - "issue:44863", - "issue:44928", - "issue:44991", - "issue:45020", - "issue:45305", - "issue:45313", - "issue:45325", - "issue:45356", - "issue:45488", - "issue:45588", - "issue:45663", - "issue:45715", - "issue:45759", - "issue:45823", - "issue:45902", - "issue:45923", - "issue:46315", - "issue:46402", - "issue:46489", - "issue:46515", - "issue:46661" - ], - "soft_pairs": [ - "issue:45020|issue:45356", - "issue:45715|issue:46315", - "issue:45488|issue:46489", - "issue:43827|issue:44509", - "issue:43404|issue:43950", - "issue:45759|issue:46661", - "issue:43872|issue:44291", - "issue:42915|issue:43872", - "issue:45020|issue:46661", - "issue:43792|issue:44220", - "issue:43257|issue:45305", - "issue:42947|issue:45923", - "issue:41553|issue:44991", - "issue:36331|issue:41093", - "issue:43940|issue:45313", - "issue:43854|issue:44863", - "issue:44928|issue:45588", - "issue:44479|issue:44560", - "issue:41093|issue:44805", - "issue:41553|issue:44488", - "issue:24643|issue:30064", - "issue:44863|issue:46402", - "issue:44530|issue:44863", - "issue:43366|issue:43828", - "issue:43596|issue:46515", - "issue:45325|issue:45902", - "issue:43366|issue:43531", - "issue:45663|issue:45823" - ], - "prepared_review_unit_hash": "4061509026ecae0360822f0e21a6a92947f2cd5ed1f7a384810c8548c9ecad62", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36625, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly heterogeneous; there is one clear duplicate pair (docs mentioning removed pipeline tasks) and the rest look like separate regressions across different model/tokenizer/loading paths.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it frames a general v5 regression affecting remote-code model loading, which is the closest match to several of the nearby loading/tokenizer breakages.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most representative cluster anchor because it is broad enough to subsume related v5 loading regressions, even though most other items are still distinct.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Both are version-related loading/tokenizer regressions, but they target different concrete failures and model paths." - }, - { - "left": "issue:45715", - "right": "issue:46315", - "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and different hot paths." - }, - { - "left": "issue:45488", - "right": "issue:46489", - "accept": false, - "reason": "Both involve DeepSeek tokenization, but the reported failures and affected model families are not the same concrete bug." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs regression: both report stale pipeline-task documentation for removed v5 pipelines." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Different failures: untied lm_head weights versus corrupted non-persistent buffers." - }, - { - "left": "issue:45759", - "right": "issue:46661", - "accept": false, - "reason": "Both involve model construction/loading, but they are different API failures and not the same code-path bug." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": false, - "reason": "Shared '_is_hf_initialized' wording, but the failures arise from different loading mechanisms and are not clearly one bug." - }, - { - "left": "issue:42915", - "right": "issue:43872", - "accept": false, - "reason": "Different incompatibilities: FP8 config handling versus bitsandbytes parameter construction." - }, - { - "left": "issue:45020", - "right": "issue:46661", - "accept": false, - "reason": "Both are remote-code loading problems, but one is a broad regression and the other is a specific missing config_class attribute issue." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Both are whisper/audio related, but the titles do not indicate the same concrete failure." - }, - { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "Both mention DeepSpeed, but one is weight conversion/loading and the other is gradient averaging behavior." - }, - { - "left": "issue:42947", - "right": "issue:45923", - "accept": false, - "reason": "Gradient-checkpointing problems, but one is ineffective LoRA checkpointing and the other is a missing capability flag." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading issues, but they concern different models and different failure modes." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Both are trainer/indexing errors, but the specific kwargs/mask mismatch bugs are different." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 loading problems, but one is missing all weights for Qwen3-Next and the other is language_model weight loading for Qwen3.5." - }, - { - "left": "issue:43854", - "right": "issue:44863", - "accept": false, - "reason": "Different model-loading failures for different architectures." - }, - { - "left": "issue:44928", - "right": "issue:45588", - "accept": false, - "reason": "Both touch attention/cache paths, but one is RLHF position-id instability and the other is a flash-attention auxiliary-state crash." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both are Qwen video regressions, but they are distinct symptoms and model variants." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": false, - "reason": "Similar error template, but the mismatched shapes are different and there is no evidence of one shared root cause." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both concern tokenizer loading, but they are different models and different error reports." - }, - { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "Training DeepSpeed weight-shape error versus image-processor segmentation-map handling; unrelated bugs." - }, - { - "left": "issue:44863", - "right": "issue:46402", - "accept": false, - "reason": "Different loading failures for different model families." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "Different Qwen/GGUF loading issues with unrelated failure mechanisms." - }, - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "Unrelated: GGUF architecture support versus autocast dtype mismatch." - }, - { - "left": "issue:43596", - "right": "issue:46515", - "accept": false, - "reason": "Different incompatibilities: ZeRO-3/Bert index error versus torch version incompatibility." - }, - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Both concern Qwen position/rotary internals, but the reported bugs are different and not the same code path." - }, - { - "left": "issue:43366", - "right": "issue:43531", - "accept": false, - "reason": "Different Qwen-related bugs: GGUF architecture support versus sliding-window handling." - }, - { - "left": "issue:45663", - "right": "issue:45823", - "accept": false, - "reason": "Same model family, but one is an FSDP2 KeyError and the other is a device-map mismatch." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The one accepted soft pair (43827/44509) is well supported by the titles, and the remaining false verdicts avoid overclaiming shared root cause. I don\u2019t see evidence of overstated links or an unmergeable PR-pair issue here." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 6, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:36010", - "issue:38175", - "issue:39692", - "issue:41720", - "issue:42491", - "issue:42617", - "issue:42915", - "issue:43317", - "issue:43366", - "issue:43550", - "issue:43596", - "issue:43632", - "issue:43638", - "issue:43644", - "issue:43645", - "issue:43646", - "issue:43716", - "issue:43720", - "issue:43824", - "issue:43950", - "issue:43957", - "issue:43994", - "issue:44155", - "issue:44451", - "issue:44488", - "issue:44534", - "issue:44560", - "issue:44589", - "issue:44661", - "issue:44683", - "issue:44756", - "issue:44805", - "issue:44877", - "issue:44910", - "issue:44918", - "issue:44960", - "issue:44977", - "issue:45030", - "issue:45276", - "issue:45584", - "issue:45685", - "issue:45812", - "issue:45823", - "issue:45834", - "issue:46459", - "issue:46489", - "issue:46512", - "issue:46515" - ], - "soft_pairs": [ - "issue:43638|issue:46515", - "issue:44155|issue:45584", - "issue:43716|issue:44560", - "issue:43950|issue:45834", - "issue:43366|issue:44589", - "issue:43824|issue:43957", - "issue:44560|issue:45685", - "issue:42915|issue:43957", - "issue:43645|issue:43646", - "issue:43550|issue:44910", - "issue:44560|issue:44918", - "issue:44683|issue:46515", - "issue:42617|issue:43366", - "issue:45812|issue:46489", - "issue:36010|issue:42915", - "issue:45823|issue:46515", - "issue:44661|issue:45823", - "issue:44560|issue:44805", - "issue:38175|issue:43994", - "issue:43632|issue:45834", - "issue:44877|issue:45030", - "issue:43638|issue:44661", - "issue:43596|issue:44661", - "issue:43317|issue:44756", - "issue:44661|issue:44805", - "issue:42491|issue:43720", - "issue:38175|issue:39692", - "issue:43644|issue:44534", - "issue:41720|issue:42915", - "issue:42491|issue:45276", - "issue:42915|issue:44756", - "issue:44451|issue:44488", - "issue:46459|issue:46512", - "issue:44960|issue:44977" - ], - "prepared_review_unit_hash": "071d11b9cc084d3556931ef8072de4e7244037addda7ce4319806b28ee1659a4", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37773, - "estimated_input_tokens": 9444, - "estimated_eval_tokens": 19144 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Mostly a noisy cluster of unrelated Transformers issues. The only clear duplicate pair is the Transformers v5 non-persistent-buffer corruption regression; there is also a likely duplicate pair about custom model initialization in v5.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43644 is the clearest and earliest report of the shared Transformers 5.0.0 non-persistent-buffer corruption bug; 44534 is the same regression restated later.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best anchor for the cluster because it describes the core bug most explicitly and is the earliest representative of the only strong duplicate group.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43638", - "right": "issue:46515", - "accept": false, - "reason": "Different failures: Zero3/Bert index error vs a torch 2.4.1 compatibility complaint." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "Both are audio/generation problems, but the symptoms and code paths are different." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Different model families and failure modes; only both are multimodal regressions." - }, - { - "left": "issue:43950", - "right": "issue:45834", - "accept": false, - "reason": "Both mention loading/model behavior, but the bugs are not the same concrete failure." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "Unrelated issues: GGUF gpt-oss support vs a Float8 storage/load error." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Different model-loading regressions; one is an import failure, the other is meta-device loading breakage." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Both involve model internals, but they describe different bugs and platforms." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Shared broad v5 regression theme, but the concrete failures differ." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same Transformers v5 custom-model initialization breakage; the Jupyter detail is just a usage context." - }, - { - "left": "issue:43550", - "right": "issue:44910", - "accept": false, - "reason": "Different model-specific attention/compile failures with no clear shared root cause." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Both are Qwen3.5-related, but one is video embedding StopIteration and the other is SFT input-embedding unpacking." - }, - { - "left": "issue:44683", - "right": "issue:46515", - "accept": false, - "reason": "Different issues: compiled flex_attention vs a torch version incompatibility report." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "Not the same bug; one is a script/runtime failure, the other is a model-architecture support request." - }, - { - "left": "issue:45812", - "right": "issue:46489", - "accept": false, - "reason": "Related tokenizer regressions, but different models and different concrete failures." - }, - { - "left": "issue:36010", - "right": "issue:42915", - "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Qwen3Moe FP8 failure." - }, - { - "left": "issue:45823", - "right": "issue:46515", - "accept": false, - "reason": "Device-mapping forward mismatch is not the same as a torch 2.4.1 incompatibility issue." - }, - { - "left": "issue:44661", - "right": "issue:45823", - "accept": false, - "reason": "Different bug classes: tokenizer mapping-name validation vs Gemma4 PLE device mismatch." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Both are index/error reports, but the models and code paths differ." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": false, - "reason": "Same SigLIP2 model family, but the reports are too different to treat as the same bug confidently." - }, - { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "Both have index-related symptoms, but the underlying failures are not clearly the same." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Different config-validation failures with no clear shared root cause." - }, - { - "left": "issue:43638", - "right": "issue:44661", - "accept": false, - "reason": "Zero3/Bert index error is unrelated to tokenizer mapping-name handling." - }, - { - "left": "issue:43596", - "right": "issue:44661", - "accept": false, - "reason": "Different failures: Zero3/Bert initialization vs tokenizer mapping validation." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "Both are loading/offload related, but one is dequantized model offload and the other is mmap/OOM on Strix Halo." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "No evidence they are the same bug; just both are loader/config issues." - }, - { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "Different model- and framework-specific loading/training issues." - }, - { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "Both involve SigLIP2, but one is wrong outputs and the other is a documentation example with multiple errors." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same Transformers v5 regression: non-persistent buffers are filled with junk on load." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert is unrelated to Qwen3Moe FP8 config failure." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Different bugs: qwen3_moe LoRA compatibility vs Gemma4 embedding resize behavior." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Different subsystems and failure modes; only a broad loading-performance resemblance." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Similar symptom of loading failure, but the affected models differ and no shared concrete bug is shown." - }, - { - "left": "issue:46459", - "right": "issue:46512", - "accept": false, - "reason": "Both mention dtype, but one is silent dtype ignore on checkpoint load and the other is stale config dtype after from_config." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "No clear duplicate relation; GLM5 and Qwen3.5 flash-attention issues are different." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 43644/44534 are clearly the same non-persistent-buffer regression, and 43645/43646 are a plausible duplicate pair on custom model initialization. The rejected soft edges are generally conservative and do not overclaim duplicates from weak title similarity." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 7, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:36010", - "issue:39404", - "issue:39692", - "issue:41720", - "issue:42491", - "issue:42947", - "issue:43257", - "issue:43404", - "issue:43425", - "issue:43454", - "issue:43644", - "issue:43645", - "issue:43708", - "issue:43854", - "issue:43856", - "issue:43873", - "issue:43931", - "issue:43957", - "issue:43994", - "issue:44075", - "issue:44155", - "issue:44164", - "issue:44291", - "issue:44387", - "issue:44402", - "issue:44488", - "issue:44756", - "issue:44910", - "issue:44960", - "issue:44991", - "issue:45276", - "issue:45292", - "issue:45313", - "issue:45335", - "issue:45357", - "issue:45362", - "issue:45406", - "issue:45488", - "issue:45507", - "issue:45588", - "issue:45663", - "issue:45704", - "issue:45759", - "issue:45812", - "issue:45859", - "issue:46050", - "issue:46468" - ], - "soft_pairs": [ - "issue:45313|issue:45357", - "issue:45507|issue:46468", - "issue:43856|issue:43873", - "issue:44488|issue:44991", - "issue:43644|issue:43645", - "issue:43708|issue:44075", - "issue:39692|issue:43994", - "issue:43856|issue:44387", - "issue:43257|issue:43854", - "issue:43854|issue:43931", - "issue:42491|issue:45292", - "issue:42491|issue:43931", - "issue:44960|issue:46050", - "issue:45488|issue:45812", - "issue:45362|issue:45406", - "issue:45276|issue:45335", - "issue:44164|issue:44291", - "issue:44910|issue:45588", - "issue:44402|issue:44488", - "issue:43404|issue:43454", - "issue:42947|issue:45704", - "issue:41720|issue:44155", - "issue:43873|issue:44387", - "issue:39692|issue:44960", - "issue:43425|issue:43957", - "issue:45663|issue:45759", - "issue:44291|issue:44756", - "issue:36010|issue:39404", - "issue:45663|issue:45859", - "issue:44387|issue:44756" - ], - "prepared_review_unit_hash": "ed56ad1fb12d9f41b0d9cd1eff3c8ff0c070f5dd81112d6d76be3f6a9a750de4", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36207, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This set is mostly a noisy cluster of Transformers issues that share broad themes (model loading, generation heads, tokenizer regressions, Qwen/Gemma variants) but usually point to different concrete code paths. I did not find a safe cross-issue duplicate merge; the closest pair is the resize_token_embeddings regression, but it still looks model-specific.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45276 is the clearest representative of the only near-duplicate subtopic in the set: a resize_token_embeddings propagation bug affecting output-side embeddings. It is more general than its paired Gemma/T5Gemma variant, but the cluster overall is too heterogeneous to treat it as a true umbrella duplicate.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the strongest standalone issue in the list: it is active, has discussion and inbound references, and describes a concrete user-facing tokenizer regression with broad impact on DeepSeek V3/R1-style models.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 loading/save regressions, but one is DeepSpeed ZeRO-3 loading and the other is save_pretrained visual-encoder key serialization; different failure modes and code paths." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "Generic model call failure vs a broken official Nemotron example; too little evidence they share the same root cause." - }, - { - "left": "issue:43856", - "right": "issue:43873", - "accept": false, - "reason": "Both mention Qwen3 MoE/offloading/memory, but one is training memory usage and the other is quantization offloading behavior; not the same bug." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer load failures on different models, but the affected models and reported symptoms differ enough that this looks like a shared regression class, not one duplicate bug." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Both are Transformers 5.0 breakages, but one is non-persistent buffers and the other is custom model initialization in Jupyter; separate issues." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Trainer checkpoint resume/max_steps logic is unrelated to optimizer SGD arguments being ignored." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2-ish model behavior, but one is documentation example errors and the other is bad outputs from AutoModel/pipeline; different artifacts and likely different fixes." - }, - { - "left": "issue:43856", - "right": "issue:44387", - "accept": false, - "reason": "Both concern memory, but one is Qwen3 MoE training memory usage and the other is int4 quantization reserved-memory/OOM regression; distinct underlying problems." - }, - { - "left": "issue:43257", - "right": "issue:43854", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is not the same as a GLM-4.7 model-loading failure in unit tests." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Both are model loading errors, but for different models and different mismatches (GLM-4.7 test load vs Qwen3-VL weight shapes)." - }, - { - "left": "issue:42491", - "right": "issue:45292", - "accept": false, - "reason": "LoRA qwen3_moe hf4.x/hf5.x compatibility is unrelated to a generic resize_token_embeddings/output_embeddings issue." - }, - { - "left": "issue:42491", - "right": "issue:43931", - "accept": false, - "reason": "The LoRA hf4.x vs hf5.x incompatibility is a training/compatibility regression, not a Qwen3-VL shape-mismatch loading bug." - }, - { - "left": "issue:44960", - "right": "issue:46050", - "accept": false, - "reason": "GLM5 is too vague to merge with a sinq quantization save/load corruption report; no clear shared code path." - }, - { - "left": "issue:45488", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token IDs; different tokenizer logic and likely separate fixes." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different runtime failures in different components." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings propagation bugs, but they hit different model families and different internal targets (Gemma4 output/embed_tokens_per_layer vs T5Gemma decoder.embed_tokens); not safe to merge as one duplicate." - }, - { - "left": "issue:44164", - "right": "issue:44291", - "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized TypeError are separate serialization/loading issues." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Flash attention illegal memory access on Qwen3.5 position_ids is unrelated to a sink-less models AttributeError in integrations/flash_attention.py." - }, - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer vocab-size mismatch for a specific model is not the same underlying bug as a separate model load failure in cjvt/sleng-bert." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both involve untied lm_head weights and bad generation, but they are different model classes (Mistral3 multimodal vs AyaVision); likely model-specific omissions rather than one duplicate bug." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to T5 silently using apex.FusedRMSNorm and its memory leak." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and AudioFlamingo3 batched inference leakage are different subsystems and failure modes." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Quantization/offloading not working as expected and int4 reserved-memory OOM are both memory-related, but not the same concrete bug." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "SigLIP2 docs errors and GLM5 are not clearly the same underlying issue; the titles do not point to one shared code path." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device model loading breakage are separate compatibility regressions." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states KeyError and Qwen 3.5/3.6 multimodal config unwrapping are different model/config bugs." - }, - { - "left": "issue:44291", - "right": "issue:44756", - "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError and mmap OOM on Strix Halo are unrelated loading/runtime issues." - }, - { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "An ImportError for GenerationMixin and Whisper pipeline return_language regression are completely different problems." - }, - { - "left": "issue:45663", - "right": "issue:45859", - "accept": false, - "reason": "Gemma-4 FSDP2 attention state bug and Qwen3.5MoE CPU offload rotary embedding incompatibility are distinct code paths." - }, - { - "left": "issue:44387", - "right": "issue:44756", - "accept": false, - "reason": "Int4 quantization reserved-memory growth and mmap OOM on Strix Halo are not the same bug." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 8, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:39404", - "issue:42796", - "issue:42947", - "issue:43335", - "issue:43381", - "issue:43425", - "issue:43611", - "issue:43645", - "issue:43646", - "issue:43708", - "issue:43716", - "issue:43828", - "issue:43854", - "issue:43906", - "issue:43957", - "issue:44155", - "issue:44164", - "issue:44292", - "issue:44402", - "issue:44451", - "issue:44479", - "issue:44530", - "issue:44589", - "issue:44683", - "issue:44756", - "issue:44805", - "issue:44863", - "issue:44877", - "issue:44912", - "issue:44928", - "issue:45084", - "issue:45216", - "issue:45276", - "issue:45292", - "issue:45335", - "issue:45588", - "issue:45663", - "issue:45684", - "issue:45685", - "issue:45698", - "issue:45701", - "issue:45812", - "issue:45823", - "issue:46315", - "issue:46326", - "issue:46468", - "issue:46491", - "issue:46665" - ], - "soft_pairs": [ - "issue:44292|issue:44912", - "issue:44155|issue:45823", - "issue:43335|issue:45663", - "issue:42947|issue:43381", - "issue:43957|issue:44756", - "issue:45276|issue:45292", - "issue:44863|issue:46468", - "issue:45685|issue:46468", - "issue:44479|issue:44877", - "issue:44164|issue:44756", - "issue:43381|issue:44928", - "issue:43854|issue:45216", - "issue:45588|issue:45663", - "issue:45684|issue:45698", - "issue:42796|issue:46326", - "issue:45292|issue:45335", - "issue:43646|issue:43708", - "issue:43828|issue:43957", - "issue:44402|issue:44451", - "issue:43645|issue:44164", - "issue:44589|issue:44756", - "issue:43425|issue:43828", - "issue:45812|issue:46315", - "issue:46315|issue:46491", - "issue:39404|issue:45701", - "issue:43611|issue:43645", - "issue:44683|issue:45823", - "issue:39404|issue:46665", - "issue:44530|issue:45084", - "issue:43425|issue:45823", - "issue:43425|issue:43716", - "issue:44479|issue:44805", - "issue:43906|issue:44530", - "issue:44589|issue:45084" - ], - "prepared_review_unit_hash": "b4fa6ca8ecd1046c008a9631a85d861f4eef3ae6e813cd37de3c0335c1cd7186", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37880, - "estimated_input_tokens": 9470, - "estimated_eval_tokens": 19196 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Most pairs are related only by broad theme, not the same bug. The only clear duplicate cluster is the `resize_token_embeddings` regression across related model variants (`45276`, `45292`, `45335`).", - "confidence": 0.93, - "canonical_issue_reason": "`issue:45292` is the cleanest core report of the shared regression: `resize_token_embeddings` fails to update output embeddings. The other accepted reports are model-specific manifestations of the same missing propagation behavior.", - "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best global representative because it states the underlying API bug in the most generic, reusable way and avoids model-specific detail.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Both are quantization/loading problems, but they affect different models and describe different failure modes." - }, - { - "left": "issue:44155", - "right": "issue:45823", - "accept": false, - "reason": "Different subsystems and symptoms: batched audio track leakage vs device-mapping mismatch." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "Both mention model configuration/training failures, but the actual bugs are unrelated." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Different gradient-checkpointing issues: LoRA effectiveness vs eval-mode prohibition." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "Unrelated loading/OOM problems despite both involving model initialization." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate updated embeddings correctly; `45276` is a Gemma4-specific manifestation." - }, - { - "left": "issue:44863", - "right": "issue:46468", - "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example failure; not the same bug." - }, - { - "left": "issue:45685", - "right": "issue:46468", - "accept": false, - "reason": "MPS integer histogram support and Nemotron example breakage are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Different regressions in different model families and code paths." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "Save/load extra_state handling is unrelated to the Strix Halo mmap OOM issue." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "One is about checkpointing in eval mode; the other is an RLHF NaN/SDPA fallback regression." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "Different model-loading regressions with different failure points and triggers." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP KeyError are distinct issues." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both concern save/load custom models, but one is permissions propagation and the other is loading the wrong module." - }, - { - "left": "issue:42796", - "right": "issue:46326", - "accept": false, - "reason": "Different tokenizer bugs with different APIs and symptoms." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same resize-token-embeddings regression: the updated embeddings are not reflected in model output/decoder embeddings." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is custom model initialization and the other is checkpoint-resume step calculation." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Different dtype/device-loading regressions with different repros and code paths." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Both are model/tokenizer loading issues, but they concern different checkpoints and different root causes." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are not the same bug." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Float8 storage lookup and mmap OOM are unrelated failures." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch version incompatibility is broader and different from the autocast dtype mismatch bug." - }, - { - "left": "issue:45812", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer ID regression and slow `convert_tokens_to_ids` are distinct tokenizer issues." - }, - { - "left": "issue:46315", - "right": "issue:46491", - "accept": false, - "reason": "Performance regression in token lookup is unrelated to CodeLlama leading-space round-trip behavior." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline `return_language` regression and generic tokenization changes are not the same issue." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both involve custom models in Transformers 5.0, but one is base-model-prefix loading and the other is notebook initialization; too different to merge." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:39404", - "right": "issue:46665", - "accept": false, - "reason": "Whisper pipeline language return and `from_pretrained` inside Python classes are unrelated behaviors." - }, - { - "left": "issue:44530", - "right": "issue:45084", - "accept": false, - "reason": "PagedAttentionCache group-type crash and template-node compilation error are different code paths." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch compatibility issue vs Gemma4 device-mapping forward failure." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch version incompatibility is not the same as the Mistral image dtype mismatch." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Video-input regression and tensor mask shape mismatch are unrelated." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "Isolated reproduction of another issue and Qwen3.5 cache crash are different reports." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Different failures: missing Float8 storage vs compilation of non-template nodes." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The only merged cluster that is clearly supported by the packet is the `resize_token_embeddings` regression across `45276`, `45292`, and `45335`; the other pairwise rejections stay appropriately narrow and do not overclaim duplicates." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 9, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:36032", - "issue:39404", - "issue:42796", - "issue:42915", - "issue:43299", - "issue:43404", - "issue:43425", - "issue:43452", - "issue:43582", - "issue:43596", - "issue:43611", - "issue:43632", - "issue:43643", - "issue:43644", - "issue:43716", - "issue:43856", - "issue:43901", - "issue:43906", - "issue:43931", - "issue:43994", - "issue:44079", - "issue:44164", - "issue:44265", - "issue:44462", - "issue:44479", - "issue:44488", - "issue:44509", - "issue:44530", - "issue:44661", - "issue:44671", - "issue:44683", - "issue:44737", - "issue:44756", - "issue:44898", - "issue:44912", - "issue:44918", - "issue:44987", - "issue:44991", - "issue:45081", - "issue:45084", - "issue:45759", - "issue:45859", - "issue:46050", - "issue:46285", - "issue:46326", - "issue:46402", - "issue:46489" - ], - "soft_pairs": [ - "issue:43901|issue:44509", - "issue:44265|issue:44898", - "issue:39404|issue:44912", - "issue:43994|issue:44079", - "issue:43425|issue:44918", - "issue:44671|issue:44991", - "issue:36032|issue:43452", - "issue:46050|issue:46326", - "issue:43906|issue:46326", - "issue:44164|issue:45759", - "issue:43299|issue:43931", - "issue:44991|issue:45081", - "issue:43856|issue:44756", - "issue:43596|issue:44683", - "issue:44164|issue:44479", - "issue:44488|issue:45081", - "issue:44462|issue:46489", - "issue:44488|issue:44987", - "issue:42796|issue:43404", - "issue:43611|issue:43644", - "issue:39404|issue:44671", - "issue:44737|issue:45859", - "issue:46285|issue:46402", - "issue:43716|issue:45084", - "issue:36032|issue:42915", - "issue:44661|issue:44683", - "issue:43582|issue:43632", - "issue:43643|issue:44530" - ], - "prepared_review_unit_hash": "ab598da95210c25570707dac98d055422afb1764c223fd87cf927992e1e67e94", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35589, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is a loose grouping of mostly distinct Transformers v5 regression reports, centered on model/tokenizer loading and behavior changes. They read as related by theme, not as true duplicates, so the soft edges should mostly be rejected.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s main theme: v5 breaking model loading behavior. It is generic enough to stand in for the larger set of loading regressions without implying the specific tokenizer/model bugs are duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it is a general, high-level regression report rather than one narrow model-specific symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Both are docs issues, but they cover different pipeline/documentation regressions: stale return_all_scores wording vs removed text2text/summarization/translation tasks." - }, - { - "left": "issue:44265", - "right": "issue:44898", - "accept": false, - "reason": "Both involve model/export behavior, but one is about torch.export and torch_compilable_check, while the other is a Perceiver image-classification resolution/interpolation bug." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline return_language and MXFP4 quantization fallback on git-oss are unrelated bugs in different subsystems." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "One is a SigLIP2 output quality/loading regression, the other is a ModelOutput key assignment bug; same broad area, different code-path problem." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking in TRL are unrelated failures." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/model regressions in v5, but they affect different models and likely different loading paths." - }, - { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "T5 tokenizer special-token conflict and gguf_file loading breakage are different tokenizer-loading issues." - }, - { - "left": "issue:46050", - "right": "issue:46326", - "accept": false, - "reason": "Quantized save/load corruption and mistral_common continue_final_message behavior are not the same bug." - }, - { - "left": "issue:43906", - "right": "issue:46326", - "accept": false, - "reason": "An isolated reproduction of an older issue is not the same underlying tokenizer behavior as mistral_common continue_final_message." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "extra_state save/load handling and text_config unwrapping in composite configs are distinct serialization/configuration bugs." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": true, - "reason": "Both point to the same Qwen3-VL MoE model-loading failure in v5, with the second looking like a concrete manifestation of the same shape-mismatch/load regression." - }, - { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a generic tokenizer load failure for a specific model and the other is a mistral regex patch crash." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3 MoE training memory usage and disabling mmap on Strix Halo are unrelated performance/oom reports." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing and compiled flex_attention on torch>=2.9 are different failure modes." - }, - { - "left": "issue:44164", - "right": "issue:44479", - "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the v5 video-input regression on Qwen VL models." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Both involve tokenizer loading, but one is a missing tokenizer load for a model repo and the other is a specific mistral regex patch backend_tokenizer crash." - }, - { - "left": "issue:44462", - "right": "issue:46489", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output after a prior fix are not clearly the same underlying bug." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Both mention model/tokenizer loading failures, but they concern different repositories and different root causes." - }, - { - "left": "issue:42796", - "right": "issue:43404", - "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are separate model/tokenizer issues." - }, - { - "left": "issue:43611", - "right": "issue:43644", - "accept": false, - "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other about non-persistent buffers being initialized with junk." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction regressions are unrelated model/pipeline bugs." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "Both are device/offload related, but XLNet CPU arange placement and Qwen3.5 MoE rotary embedding CPU offload incompatibility are different issues." - }, - { - "left": "issue:46285", - "right": "issue:46402", - "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are distinct architectural/load regressions." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and non-template-node compilation failure are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3 MoE FP8 config failure are different model-loading problems." - }, - { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES and compiled flex_attention are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are different bugs." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crashes are unrelated." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative about the cluster being a loose theme rather than a duplicate set. The soft-edge verdicts generally avoid overclaiming, and the one accepted pair is plausibly the same Qwen3-VL family regression." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 10, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:28530", - "issue:34567", - "issue:36032", - "issue:40444", - "issue:40990", - "issue:42175", - "issue:42915", - "issue:43262", - "issue:43317", - "issue:43322", - "issue:43377", - "issue:43404", - "issue:43421", - "issue:43452", - "issue:43482", - "issue:43540", - "issue:43541", - "issue:43644", - "issue:43645", - "issue:43646", - "issue:43746", - "issue:43819", - "issue:43883", - "issue:43994", - "issue:44206", - "issue:44220", - "issue:44265", - "issue:44291", - "issue:44403", - "issue:44451", - "issue:44464", - "issue:44466", - "issue:44488", - "issue:44530", - "issue:44534", - "issue:44610", - "issue:44811", - "issue:44849", - "issue:44987", - "issue:44991", - "issue:45081", - "issue:45084", - "issue:45325", - "issue:45507", - "issue:45584", - "issue:45987", - "issue:46178", - "issue:46326" - ], - "soft_pairs": [ - "issue:40990|issue:43421", - "issue:44451|issue:44987", - "issue:42915|issue:44530", - "issue:43541|issue:45084", - "issue:34567|issue:40444", - "issue:43644|issue:43646", - "issue:42175|issue:46178", - "issue:44811|issue:45584", - "issue:44206|issue:44220", - "issue:43883|issue:44488", - "issue:40444|issue:46326", - "issue:36032|issue:43645", - "issue:43452|issue:43482", - "issue:43317|issue:43482", - "issue:45084|issue:45507", - "issue:44987|issue:44991", - "issue:43262|issue:43377", - "issue:43746|issue:46326", - "issue:43883|issue:44991", - "issue:44464|issue:45987", - "issue:43646|issue:44534", - "issue:44403|issue:45081", - "issue:42915|issue:45084", - "issue:43645|issue:44534", - "issue:43404|issue:44466", - "issue:43377|issue:43819", - "issue:43994|issue:44610", - "issue:44849|issue:45325", - "issue:28530|issue:34567", - "issue:44451|issue:45081", - "issue:44987|issue:45081", - "issue:42915|issue:44291", - "issue:43322|issue:43540", - "issue:44265|issue:44610" - ], - "prepared_review_unit_hash": "00732948046e6ba93428485b2f85e9b96edcf5091da0e81a5e70df484fcfe318", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38077, - "estimated_input_tokens": 9520, - "estimated_eval_tokens": 19296 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only clear duplicate pair is the v5 non-persistent-buffer regression; the rest are superficially similar but point to different models, code paths, or failure modes.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43644 is the cleanest canonical because it is the earlier, broader report of the same v5 non-persistent-buffer corruption bug, and issue:44534 reads like a near-verbatim follow-up.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative of the cluster because it captures the only strong duplicate relationship and states the underlying regression clearly.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "Both concern training/Tokenizer behavior, but one is early stopping metric selection and the other is runtime special-token post-processing; different bugs." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Both are model-loading failures, but they affect different models and likely different config/tokenizer paths; too broad to merge." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "Both are multimodal-model failures, but one is FP8 config on Qwen3Moe and the other is PagedAttention cache group-type handling on Qwen3.5; different code paths." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "A torch dynamo grouped_mm tracing error and a template-node compilation error are unrelated failures." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "Num-input-token accounting and Qwen2.5-VL iterable-dataset multi-image loading are unrelated issues." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 regressions, but one is buffer serialization/junk state and the other is custom model initialization; not the same bug." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "One is missing tensorflow in an extra install, the other is an unknown backend mapping error for tensorflow_text; different packaging/runtime issues." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both involve Whisper token handling, but batch_decode skip_special_tokens and empty-transcription handling after align_special_tokens are distinct defects." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "One is a LASRFeatureExtractor API regression, the other is a low-level fbank feature extraction issue; not the same code path." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Both mention loading models, but one is an all_tied_weights_keys attribute error and the other is a specific model-loading regression; different failures." - }, - { - "left": "issue:40444", - "right": "issue:46326", - "accept": false, - "reason": "Multiple-image iterable dataset handling and mistral_common continue_final_message behavior are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer class-method conflict and custom model initialization in notebooks are different problems." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": false, - "reason": "GGUF-related loader breakage and a specific Qwen2.5-GGUF v5 loading failure are not the same underlying issue." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Dequantized model offload with device_map=auto and Qwen2.5-GGUF loading failure are separate loader paths." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are model/tokenizer loading regressions on v5, but for different models and failure sites; not enough to unify." - }, - { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Audio processor sampling-rate defaulting and MIMI encoder batching/padding-mask behavior are unrelated." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech and mistral_common continue_final_message behavior are different bugs." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "An attribute error during weight tying and a tokenizer loading regression for a different model are not the same issue." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and StaticCache seq-length type mismatch are different runtime behaviors." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Custom model initialization and non-persistent-buffer junk are different regressions, even if both are v5-related." - }, - { - "left": "issue:44403", - "right": "issue:45081", - "accept": false, - "reason": "Noise on loading a transformer and a Mistral regex patch crash are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "FP8 config failure on Qwen3Moe and template-node compilation failure are different code paths." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Custom notebook model initialization and non-persistent-buffer corruption are distinct v5 problems." - }, - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "lm_head tying in Mistral3ForConditionalGeneration and device-dependent lm_head serialization are related only at a high level; the concrete bugs differ." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "Batched-vs-single MIMI encoder outputs and DAC.from_latents missing STE are separate model-specific correctness bugs." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Siglip2 nonsensical outputs and OmDet-Turbo processor size mismatch are different vision-model issues." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3.5 hidden_states behavior and Qwen2.5-VL rope index scaling are separate model bugs." - }, - { - "left": "issue:28530", - "right": "issue:34567", - "accept": false, - "reason": "Early stopping metric lookup and token-count tracking are unrelated trainer issues." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "A model load failure for one checkpoint and a Mistral tokenizer regex crash are not the same underlying bug." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Both involve loading regressions, but one is a model-load failure and the other is a tokenizer regex patch failure; different code paths." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and init_empty_weights/_is_hf_initialized incompatibility are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are distinct multimodal issues." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export exportability with torch_compilable_check and an image processor input-size mismatch are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 11, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:33666", - "issue:35707", - "issue:36032", - "issue:40444", - "issue:40990", - "issue:41553", - "issue:41720", - "issue:42796", - "issue:42915", - "issue:43089", - "issue:43296", - "issue:43381", - "issue:43421", - "issue:43425", - "issue:43482", - "issue:43525", - "issue:43531", - "issue:43582", - "issue:43611", - "issue:43632", - "issue:43742", - "issue:43746", - "issue:43792", - "issue:44062", - "issue:44079", - "issue:44220", - "issue:44291", - "issue:44403", - "issue:44479", - "issue:44534", - "issue:44568", - "issue:44589", - "issue:44683", - "issue:44756", - "issue:44811", - "issue:44877", - "issue:44987", - "issue:44991", - "issue:45216", - "issue:45325", - "issue:45357", - "issue:45538", - "issue:45663", - "issue:45812", - "issue:45923", - "issue:45987", - "issue:46315", - "issue:46491" - ], - "soft_pairs": [ - "issue:43089|issue:45987", - "issue:36032|issue:43742", - "issue:44062|issue:44987", - "issue:42915|issue:44589", - "issue:44479|issue:45325", - "issue:45216|issue:45357", - "issue:44991|issue:46315", - "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:44220|issue:44683", - "issue:43425|issue:44403", - "issue:43296|issue:43531", - "issue:40444|issue:45325", - "issue:43611|issue:44534", - "issue:43632|issue:44756", - "issue:45812|issue:46491", - "issue:42796|issue:43746", - "issue:44403|issue:44991", - "issue:43381|issue:45923", - "issue:33666|issue:40444", - "issue:43792|issue:44589", - "issue:40990|issue:44811", - "issue:44079|issue:45663", - "issue:44291|issue:44589", - "issue:43632|issue:44534", - "issue:43421|issue:44568", - "issue:43482|issue:43525", - "issue:35707|issue:40444", - "issue:43482|issue:45538", - "issue:41553|issue:43582" - ], - "prepared_review_unit_hash": "cc636a9ea0aae7f34a809876fb4091556f9005e5a5a3697f5b2a01a8b34c83b2", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36533, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-specific bugs, tokenizer regressions, or environment/version incompatibilities. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so I would not merge any of the candidate edges.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the strongest anchor if one must be chosen: it is a broad, concrete v4\u2192v5 regression affecting all Granite models and has multiple inbound references. The rest of the cluster is mostly narrow, unrelated model/version-specific issues.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue overall because it has the broadest impact and clearest regression framing among an otherwise mixed set of mostly unrelated bugs.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Both mention GPU-side generation behavior, but one is a generation performance overhead report and the other is a cache API contract bug; different code paths and symptoms." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "A tokenizer class-name conflict is unrelated to a KeyError while loading a specific model; no shared underlying bug." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "One is an AddedToken keyword collision, the other is a model load failure on transformers>=5.1.0; too vague to treat as the same bug." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Both are FP8-related, but one is a Qwen3MoE FineGrainedFP8Config failure and the other is a missing Float8 storage type; different failure mechanisms." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both involve Qwen VL models, but one is a video-input regression and the other is still-image temporal position-id scaling; different bugs." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one reports incorrect saved checkpoints broadly while the other is specifically about visual encoder keys; not clearly the same defect." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer loading failure vs performance regression in convert_tokens_to_ids; unrelated symptoms and code paths." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "A T5 tokenizer method-conflict bug is unrelated to a Qwen3 auto-device-map CUDA assert." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are different issues." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio fbank extraction and compiled flex_attention are unrelated subsystems." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch version incompatibility and noisy load logging are not the same underlying bug." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL model loading in vLLM and Qwen3-MoE sliding_window handling are unrelated." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is rope/position-id scaling for still images; different code paths." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "Base-model-prefix loading and non-persistent buffer initialization are distinct v5 regressions." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "An initialization flag regression and an mmap/OOM workaround are unrelated." - }, - { - "left": "issue:45812", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite and the other is a leading-space round-trip issue in CodeLlama; not the same bug." - }, - { - "left": "issue:42796", - "right": "issue:43746", - "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "General load-noise logging is unrelated to a tokenizer loading failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction and a missing supports_gradient_checkpointing flag are related in theme only, not the same concrete defect." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image prompt failure; different bugs." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "High perplexity on a language-model benchmark and Whisper batch_decode behavior are unrelated." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different code-path problems." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "init_empty_weights argument handling and Float8 storage lookup are unrelated regressions." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "_is_hf_initialized handling and non-persistent buffer junk values are different initialization bugs." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Runtime post-processor updates for special tokens and add_special_tokens BOS/EOS behavior in mdeberta-v3 are not the same issue." - }, - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." - }, - { - "left": "issue:35707", - "right": "issue:40444", - "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failure." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "GGUF loading in transformers v5 and CLIPTokenizer model_max_length are unrelated tokenization/loading issues." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "A bad AutoTokenizer error message for Voxtral and an AppleSilicon allocator TypeError 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": 21, - "review_unit_index": 12, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:40444", - "issue:41720", - "issue:42175", - "issue:42796", - "issue:42915", - "issue:43296", - "issue:43317", - "issue:43377", - "issue:43454", - "issue:43482", - "issue:43531", - "issue:43606", - "issue:43611", - "issue:43632", - "issue:43644", - "issue:43646", - "issue:43701", - "issue:43749", - "issue:43792", - "issue:43818", - "issue:43856", - "issue:43873", - "issue:43957", - "issue:43994", - "issue:44079", - "issue:44265", - "issue:44291", - "issue:44462", - "issue:44466", - "issue:44479", - "issue:44534", - "issue:44829", - "issue:44877", - "issue:44898", - "issue:45072", - "issue:45081", - "issue:45325", - "issue:45357", - "issue:45381", - "issue:45479", - "issue:45491", - "issue:45542", - "issue:45701", - "issue:45800", - "issue:45812", - "issue:45823", - "issue:45834", - "issue:46402" - ], - "soft_pairs": [ - "issue:43317|issue:43856", - "issue:42175|issue:45542", - "issue:43531|issue:44291", - "issue:44829|issue:45479", - "issue:44079|issue:44534", - "issue:44462|issue:45812", - "issue:41720|issue:45081", - "issue:43818|issue:46402", - "issue:43377|issue:45491", - "issue:43818|issue:45357", - "issue:43611|issue:43646", - "issue:43644|issue:44079", - "issue:44265|issue:45072", - "issue:43749|issue:44079", - "issue:42175|issue:43296", - "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:43994|issue:44898", - "issue:45325|issue:45834", - "issue:43454|issue:44466", - "issue:43792|issue:43957", - "issue:42915|issue:43482", - "issue:43632|issue:45072", - "issue:42796|issue:45381", - "issue:43701|issue:45325", - "issue:44291|issue:44877", - "issue:43873|issue:45701", - "issue:43296|issue:45800", - "issue:43606|issue:44265", - "issue:44479|issue:45823" - ], - "prepared_review_unit_hash": "345a2181e9233e070ac21b38a7777d93e70991ac9ac774b01ad40d272ab80288", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36853, - "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 still mostly a set of distinct Transformers v5 regression reports rather than a tight duplicate cluster. The `issue:43611` \u2194 `issue:43646` link should be treated as related but not duplicated: both concern v5 load/init behavior, but the packet does not show the same concrete code path or fix.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43646 is the broadest and most representative anchor for the cluster because it captures the general Transformers v5 custom-model initialization regression theme, but it should not be used to imply that nearby load/init reports are definite duplicates without stronger evidence.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single issue anchor because it is broad, actionable, and closest to the shared v5 loading/initialization regression pattern.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "Different problems: dequantized model offload/device mapping vs MoE training memory usage." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Both mention TensorFlow packaging, but one is missing TF in the `.[torch]` backend and the other is a tensorboard-only undefined-backend error." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding-window behavior vs `init_empty_weights`/`_is_hf_initialized` argument handling." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Different training regressions with different triggers and failure modes." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "`ModelOutput` key assignment bug vs non-persistent buffer initialization bug." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer-related, but one ignores repo `tokenizer.json` while the other miscomputes Granite token IDs." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Different subsystems: Qwen3 device mapping crash vs Mistral tokenizer regex patch crash." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Unrelated models and failures: Video-LLaVA tower/weights issue vs Sam3Model text-encoder loading issue." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both involve batching, but the underlying bugs differ: missing padding-mask support vs sliding-window/all-padding NaNs." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Different model families and issues: Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key regression." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Related v5 initialization/loading regressions, but the packet only shows broad thematic overlap (`base_model_prefix` loading vs custom model init); not enough evidence for the same underlying bug or code path." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Different core bugs: non-persistent buffer corruption vs ModelOutput key assignment." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "Different code paths: `torch.export`/`torch_compilable_check` vs dtype mismatch in inference." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP CPU-efficient loading breakage is unrelated to ModelOutput key assignment." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "Different packaging/model-loading issues with no clear shared code-path." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL vision-position related, but one is finetuning with multiple images and the other is a video-input regression; not clearly the same bug." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": false, - "reason": "Closely related area, but one reports still-image temporal scaling and the other video `vision_position_ids`; not enough to treat as the same defect." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model failures on different architectures and inputs." - }, - { - "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Both concern Qwen2.5-VL position logic, but the reported failures are different: temporal scaling vs OCR long-input index error." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Different symptoms around weight tying/serialization vs inconsistent `lm_head.weight` serialization." - }, - { - "left": "issue:43792", - "right": "issue:43957", - "accept": false, - "reason": "Whisper runtime failure vs generic `torch.device('meta')` model-loading regression." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "Unrelated: Qwen3-MoE FP8 config failure vs Qwen2.5 GGUF loading under v5." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "Different regressions: `_is_hf_initialized` flag handling vs bfloat16 dtype mismatches." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position IDs." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "`init_empty_weights` argument handling and strict config loading are different issues." - }, - { - "left": "issue:43873", - "right": "issue:45701", - "accept": false, - "reason": "Quantized offloading behavior and tokenization changes are unrelated." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "Different compatibility problems: PaddleOCR-VL/vLLM loading vs torch 2.4.1 and Transformers 5.8.0." - }, - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to `torch.export` failures." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Different model families and failures: Qwen video-input regression vs Gemma4 PLE device-mapping mismatch." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "Most soft-edge rejections are appropriately conservative, but the accepted pair `issue:43611` \u2194 `issue:43646` is overstated. From the packet we only know one is about `base_model_prefix` loading and the other about custom model initialization; both are v5 load/init regressions, but there is not enough evidence here to call them the same underlying bug or a clear duplicate-like pair. The cluster summary should keep that linkage tentative unless the issue bodies show the same code path or fix." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 13, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:34634", - "issue:35707", - "issue:39692", - "issue:40444", - "issue:40990", - "issue:41720", - "issue:42617", - "issue:42796", - "issue:42915", - "issue:42947", - "issue:43257", - "issue:43262", - "issue:43317", - "issue:43322", - "issue:43377", - "issue:43454", - "issue:43526", - "issue:43550", - "issue:43572", - "issue:43606", - "issue:43720", - "issue:43746", - "issue:43749", - "issue:43819", - "issue:43873", - "issue:43881", - "issue:43883", - "issue:44186", - "issue:44265", - "issue:44387", - "issue:44488", - "issue:44534", - "issue:44568", - "issue:44610", - "issue:44898", - "issue:44977", - "issue:44991", - "issue:45072", - "issue:45584", - "issue:45704", - "issue:45759", - "issue:45823", - "issue:45920", - "issue:45923", - "issue:46050", - "issue:46209", - "issue:46305", - "issue:46315" - ], - "soft_pairs": [ - "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:35707|issue:41720", - "issue:43881|issue:44488", - "issue:34634|issue:35707", - "issue:43454|issue:43550", - "issue:43606|issue:43819", - "issue:39692|issue:40444", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:46305|issue:46315", - "issue:43377|issue:44610", - "issue:42796|issue:46209", - "issue:44568|issue:45920", - "issue:43257|issue:45923", - "issue:43454|issue:45072", - "issue:43317|issue:43873", - "issue:43377|issue:44898", - "issue:42796|issue:44977", - "issue:43454|issue:43720", - "issue:40990|issue:42947", - "issue:43322|issue:46050", - "issue:42617|issue:42915", - "issue:43749|issue:44534", - "issue:43572|issue:45759", - "issue:41720|issue:43322", - "issue:43526|issue:43883", - "issue:43881|issue:44991", - "issue:44387|issue:45704", - "issue:41720|issue:44977" - ], - "prepared_review_unit_hash": "c7f4fa6103f192407af89a1fe222a6bceb2bd9615f3af22b37e95ade36f02e80", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36797, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate pairs. Several items share broad themes like tokenizer regressions, loading/offload problems, or device-map issues, but they point to different models and different failure modes.", - "confidence": 0.88, - "canonical_issue_reason": "No true duplicate cluster stands out; if a representative issue must be chosen, #45920 is the broadest open regression affecting multiple models and has the strongest evidence of being a general issue rather than a niche case.", - "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the best single issue to represent this set because it is open, cross-model, and more broadly scoped than the other candidates, which are mostly model-specific or narrowly scoped bugs.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Different subsystems: audio chat-template sampling rate vs PEFT checkpoint loading." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated failures: perplexity evaluation on GPT-OSS vs Whisper empty-transcription generation." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Different code paths: inputs_embeds/past_key_values generation vs auto device mapping on Qwen3." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures, but for different models and likely different root causes." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Bark voice_preset handling is unrelated to generation with inputs_embeds and past_key_values." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "Different problems: weight tying/generation corruption vs torch.compile SDPA failure." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC latent reconstruction parity." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "Documentation example errors are unrelated to Qwen2.5-VL fine-tuning with iterable datasets." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to torch.export compatibility checks." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both mention auto device mapping, but they involve different models and distinct runtime failures." - }, - { - "left": "issue:46305", - "right": "issue:46315", - "accept": false, - "reason": "Sliding-window attention off-by-one is unrelated to tokenizer conversion performance." - }, - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo image-size mismatch." - }, - { - "left": "issue:42796", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are different bugs." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Specific BOS/EOS insertion failure for one tokenizer is not the same as broad wrong-token-id regressions." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." - }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "Weight tying issue and bfloat16 dtype mismatch are separate model/runtime bugs." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Dequantized model loading with cpu offload and generic quantization offloading are related only at a broad level, not the same bug." - }, - { - "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "Batching/padding-mask output mismatch is unrelated to Perceiver non-default resolution failures." - }, - { - "left": "issue:42796", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer BPE marker bug is unrelated to flash-attention generation issues." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Weight-tying failure is unrelated to packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "Perplexity anomaly and gradient-checkpointing ineffectiveness are different issues." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Llava Next loading segfault and sinq save/load breakage are distinct model-loading bugs." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FP8 config loading." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are not the same code-path problem." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_idx and text_config unwrapping are different config bugs." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Auto device-map assert on Qwen3 and Llava Next segfault are unrelated failures." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BEiT label reduction bug is unrelated to missing all_tied_weights_keys on Molmo." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Model loading failure for glm-4v-9b is unrelated to tokenizer loading regression for EMBEDDIA/est-roberta." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Int4 quantization memory growth and apex RMSNorm memory leak are different resource issues." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Both involve Qwen variants, but one is a device-map crash and the other is a flash-attention generation 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": 21, - "review_unit_index": 14, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:26413", - "issue:28530", - "issue:33666", - "issue:36010", - "issue:36331", - "issue:40990", - "issue:41720", - "issue:42617", - "issue:42915", - "issue:43065", - "issue:43295", - "issue:43317", - "issue:43404", - "issue:43450", - "issue:43526", - "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:44361", - "issue:44423", - "issue:44466", - "issue:44610", - "issue:44671", - "issue:44743", - "issue:44756", - "issue:44877", - "issue:44898", - "issue:44991", - "issue:45072", - "issue:45161", - "issue:45357", - "issue:45406", - "issue:45632", - "issue:45684", - "issue:45701", - "issue:45823", - "issue:46291", - "issue:46402", - "issue:46665" - ], - "soft_pairs": [ - "issue:44466|issue:45357", - "issue:36331|issue:42617", - "issue:26413|issue:28530", - "issue:36331|issue:42915", - "issue:43450|issue:45701", - "issue:44877|issue:44991", - "issue:40990|issue:45701", - "issue:44186|issue:45072", - "issue:43065|issue:46402", - "issue:43873|issue:44756", - "issue:43550|issue:43720", - "issue:41720|issue:42617", - "issue:43577|issue:43708", - "issue:43404|issue:45357", - "issue:43550|issue:43606", - "issue:43646|issue:46665", - "issue:43295|issue:45701", - "issue:44186|issue:44610", - "issue:44008|issue:45823", - "issue:44610|issue:44898", - "issue:42915|issue:43317", - "issue:44423|issue:45406", - "issue:36010|issue:42617", - "issue:45632|issue:45684", - "issue:41720|issue:45161", - "issue:28530|issue:33666", - "issue:43531|issue:43572", - "issue:44671|issue:44743", - "issue:42915|issue:46291", - "issue:44186|issue:44361", - "issue:36331|issue:41720", - "issue:43526|issue:43881" - ], - "prepared_review_unit_hash": "ff3c64188044eb1ba97f249d5f3d487db05a308a1ca8a4778a1ba13a2f5dfc36", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37369, - "estimated_input_tokens": 9343, - "estimated_eval_tokens": 18942 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This set is mostly a loose bag of unrelated issue reports; the soft pairs share broad subsystem vocabulary but not the same concrete bug or change. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the broadest and most active issue in the set, centered on offloading/quantization behavior, so it is the best representative anchor if one must pick a canonical issue. It is not a duplicate of the other reports, just the most central among several adjacent device/offload problems.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest triage signal (discussion + inbound refs) and sits closest to the recurring device/offload theme seen across a few nearby reports, making it the best issue candidate overall.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Different failures: lm_head serialization/device dependence vs incorrect visual encoder keys in save_pretrained." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Unexpected compute_loss kwarg in CustomTrainer is unrelated to a 3d_parallel.py execution problem." - }, - { - "left": "issue:26413", - "right": "issue:28530", - "accept": false, - "reason": "Checkpoint resume/epoch_iterator failure is distinct from early-stopping metric resolution." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer signature regression and Qwen3Moe FP8 config failure are different code paths." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Video batch-shape bug is unrelated to tokenization behavior changes across versions." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "High perplexity on gpt-oss is a model/eval-quality issue, not the tokenizer-version regression described in 45701." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatch in bfloat16 inference." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different SAM3 bugs." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Quantization/offload malfunction is not the same as disabling mmap to avoid OOM on Strix Halo." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 auto device_map cuda assert is a different failure from the 3d_parallel.py runtime issue." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Blip2 dtype staying float32 is unrelated to resume_from_checkpoint max_steps calculation." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Tied lm_head weights in Mistral3 are not the same bug as incorrect visual encoder keys in Qwen3.5 save_pretrained." - }, - { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Both are runtime/model-loading bugs, but they affect different models and code paths; not one concrete duplicate." - }, - { - "left": "issue:43646", - "right": "issue:46665", - "accept": false, - "reason": "Both concern custom-model loading, but the titles point to different symptoms and not a clearly shared concrete bug." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "Processor.tokenizer/API regression is broader custom-code breakage, not the same as tokenization changes reported in 45701." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "LayoutLMv2Tokenizer crashing and OmDet-Turbo image-size mismatch are unrelated model-specific processor bugs." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=\"auto\"." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Both involve image sizing, but they affect different models and different mechanisms (processor output vs positional encoding handling)." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is different from dequantized model loading with gpu+cpu offload." - }, - { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Continuous batching crash in multimodal serving and Gemma4Processor missing _tokenizer are separate server/processor issues." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py issue." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision for local models is unrelated to read-only permission propagation in save_pretrained." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Both mention parallelism/device setup, but they concern different models and distinct failures." - }, - { - "left": "issue:28530", - "right": "issue:33666", - "accept": false, - "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are not the same bug." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and missing pad_token_idx in StableLmConfig are separate config/model issues." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading 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": 21, - "review_unit_index": 15, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "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:43388", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43606", - "issue:43644", - "issue:43653", - "issue:43720", - "issue:43746", - "issue:43782", - "issue:43873", - "issue:44077", - "issue:44387", - "issue:44451", - "issue:44492", - "issue:44509", - "issue:44534", - "issue:44589", - "issue:44625", - "issue:44898", - "issue:44913", - "issue:44991", - "issue:45059", - "issue:45072", - "issue:45357", - "issue:45406", - "issue:45464", - "issue:45479", - "issue:45701", - "issue:45704", - "issue:45759", - "issue:45859", - "issue:46402", - "issue:46665" - ], - "soft_pairs": [ - "issue:43316|issue:44913", - "issue:42915|issue:43322", - "issue:28530|issue:30064", - "issue:43540|issue:43782", - "issue:33357|issue:35707", - "issue:43550|issue:43653", - "issue:43873|issue:45704", - "issue:43606|issue:43720", - "issue:29159|issue:36032", - "issue:30064|issue:34634", - "issue:44387|issue:45701", - "issue:44534|issue:46665", - "issue:44492|issue:44509", - "issue:43388|issue:45059", - "issue:41720|issue:43746", - "issue:43531|issue:45759", - "issue:42490|issue:43329", - "issue:43606|issue:43653", - "issue:45406|issue:45464", - "issue:34567|issue:35707", - "issue:34634|issue:41720", - "issue:45357|issue:46402", - "issue:44451|issue:44991", - "issue:45759|issue:45859", - "issue:43531|issue:44589", - "issue:44625|issue:45479", - "issue:44077|issue:44625", - "issue:43644|issue:46665", - "issue:44898|issue:45072" - ], - "prepared_review_unit_hash": "e98a17af1a0fd3e7c0b296ee7616b5578fa91d6a22389e6a2b3cc9ed80269505", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36440, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These issues span unrelated bugs across configs, tokenizers, multimodal loading, quantization/offload, and docs. None of the soft pairs look like safe duplicates or the same underlying change.", - "confidence": 0.91, - "canonical_issue_reason": "\"Transformers v5 fills non-persistent buffers with junk\" is a concrete, regression-style bug with a clear runtime symptom and broad impact, making it a strong anchor issue.", - "canonical_pr_reason": null, - "best_issue_reason": "This is the most representative standalone bug report in the set: specific, actionable, and broad enough to serve as a good canonical issue.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Both are config/serialization-related, but they affect different models and different fields (`Gemma3TextConfig` API vs `rotary_pct` reload behavior)." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Different failure classes and code paths: Qwen3Moe FP8 config handling versus Llava Next loading segfault." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated subsystems and symptoms." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Different Qwen multimodal bugs: video input processing error versus `weight_only=True` loading error." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS bus error while loading a CLIP model is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba and BigBird tokenizer special-token registration are different bugs." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offload behavior and a T5 RMSNorm memory leak are distinct problems with different fixes." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading/offload, but one is a CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same defect." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a T5 tokenizer loading name conflict are separate tokenizer issues." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor `voice_preset` behavior." - }, - { - "left": "issue:44387", - "right": "issue:45701", - "accept": false, - "reason": "CUDA memory growth under int4 quantization is not the same as a version-dependent tokenization change." - }, - { - "left": "issue:44534", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer initialization junk and inconsistent `from_pretrained` behavior inside Python classes are different bugs." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are documentation issues of different scope." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Metric gathering drops tuple labels in the last batch; SAM3 text/box behavior is a different multimodal-input bug." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated loading/runtime failures." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and `from_config` not unwrapping `text_config` are different configuration bugs." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Local-path import warning and an undefined-variable bug in multimodal token counting are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "Device-mismatch offload bug versus tokenizer special-token registration bug; no shared root cause." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` in serve and Qwen3.5 streaming inference failure are different API/runtime issues." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "Trainer state token accounting and progressive generation are unrelated trainer/generation paths." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice-preset handling and Qwen3 device-mapping CUDA asserts do not share a code path." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Incorrect save_pretrained visual-encoder keys and SAM3 text-encoder weights not loading are different multimodal serialization/load bugs." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-load failures, but they affect different models and likely different tokenizer regressions." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are unrelated fixes." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding-window handling and missing Float8 storage lookup are completely different bug classes." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "`num_labels` propagation and zero-loss single-label classification are both classification-related but stem from different logic errors." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated API/config issues." - }, - { - "left": "issue:43644", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` in Python classes are different failure modes." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver positional encoding interpolation and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel 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": 21, - "review_unit_index": 16, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:30064", - "issue:36010", - "issue:39692", - "issue:41720", - "issue:42886", - "issue:43295", - "issue:43381", - "issue:43421", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43645", - "issue:43653", - "issue:43720", - "issue:43746", - "issue:43782", - "issue:43819", - "issue:43844", - "issue:43873", - "issue:43927", - "issue:43994", - "issue:44062", - "issue:44186", - "issue:44368", - "issue:44451", - "issue:44514", - "issue:44545", - "issue:44610", - "issue:44671", - "issue:44843", - "issue:44918", - "issue:44936", - "issue:44987", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45356", - "issue:45357", - "issue:45381", - "issue:45704", - "issue:45759", - "issue:45834", - "issue:45907", - "issue:45923", - "issue:46032", - "issue:46050", - "issue:46294", - "issue:46463" - ], - "soft_pairs": [ - "issue:44062|issue:44451", - "issue:44368|issue:45357", - "issue:43381|issue:43844", - "issue:44987|issue:45042", - "issue:39692|issue:44610", - "issue:44514|issue:44545", - "issue:44918|issue:44936", - "issue:43421|issue:43927", - "issue:45704|issue:45923", - "issue:43746|issue:46050", - "issue:41720|issue:45704", - "issue:43381|issue:45704", - "issue:43531|issue:43645", - "issue:42886|issue:44843", - "issue:46032|issue:46463", - "issue:45759|issue:45923", - "issue:43782|issue:45381", - "issue:43421|issue:43653", - "issue:43994|issue:44671", - "issue:39692|issue:43873", - "issue:43746|issue:43873", - "issue:43421|issue:44186", - "issue:45081|issue:45356", - "issue:30064|issue:36010", - "issue:43720|issue:43819", - "issue:45356|issue:45907", - "issue:43653|issue:43720", - "issue:43540|issue:46294", - "issue:43295|issue:45834", - "issue:43550|issue:45072" - ], - "prepared_review_unit_hash": "392866393daa0b82ec856dd429d39a25d6f3f1cc5267f4d6b0349c3845f3f7b2", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37057, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, multimodal processors, quantization, and training/runtime regressions. Only one soft edge looks like a true duplicate pair (`Qwen2_5_VLProcessor.apply_chat_template` with `padding=False`), while the rest should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43421 is the strongest representative of the cluster\u2019s main tokenizer/runtime theme: it describes a concrete core-library bug around special-token changes not propagating to the post-processor, and it sits near several other tokenizer-related reports.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43421 is the best overall issue to keep because it is the most general and reusable bug report in the set, with the clearest cross-cutting impact compared with the many narrower model-specific regressions.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "Different problems: `AddedToken(..., special=...)` constructor conflict vs a model-loading failure for `vesteinn/ScandiBERT`." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "Both are warnings/regressions in multimodal setups, but one is about `tie_word_embeddings` and the other about incorrect visual encoder keys on save/load." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Eval-mode gradient checkpointing behavior and ZeRO-3 gradient growth are distinct training-path issues." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Unrelated failures: loading `physical-intelligence/fast` vs PIL image processors incorrectly requiring torchvision." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Different model/documentation bugs: SigLIP2 example errors vs OmDet-Turbo image-size mismatch." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same concrete bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Different code paths: Qwen3.5 embedding unpacking in TRL SFT vs `trainer.evaluate()` failing after `trainer.train()`." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Related tokenizer state, but one is runtime special-token/post-processor updates and the other is config persistence for custom token IDs." - }, - { - "left": "issue:45704", - "right": "issue:45923", - "accept": false, - "reason": "Different subsystems: T5/apex RMSNorm memory leak vs missing `supports_gradient_checkpointing` on a trust-remote-code model." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Adapter-loading failure for local checkpoints vs quantized-model save/load breakage are not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:45704", - "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to the T5/apex RMSNorm leak." - }, - { - "left": "issue:43381", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing in eval mode and the T5 apex memory leak are separate issues." - }, - { - "left": "issue:43531", - "right": "issue:43645", - "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to notebook-defined custom model initialization in Transformers 5.0.0." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both concern offline/tokenizer loading, but one is cache resolution for tokenizers and the other is an unconditional `model_info()` call in `_patch_mistral_regex`." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Mamba2Mixer cache correctness with `seq_len > 1` is unrelated to T5 decoder-input validation messaging." - }, - { - "left": "issue:45759", - "right": "issue:45923", - "accept": false, - "reason": "`AutoModelForCausalLM.from_config` unwrapping `text_config` is a different composite-config bug from a missing gradient-checkpointing flag." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3VL weight-only loading and Qwen2.5-VL video `vision_position_ids` are different multimodal failures." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different symptoms and models: incorrect SigLIP2 results vs CamemBERT masked-LM predictions." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "Documentation/example issues for SigLIP2 are not the same as quantization/offloading behavior." - }, - { - "left": "issue:43746", - "right": "issue:43873", - "accept": false, - "reason": "PEFT adapter checkpoint loading and quantization offloading are separate model-loading paths." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Both touch tokenizer special-token handling, but one is post-processor refresh on runtime edits and the other is BigBird mask-token registration causing empty decode output." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both involve Mistral/Kimi tokenizer regex handling, but the reported failures are not the same concrete bug." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Image processor void-segmentation failure is unrelated to the `GenerationMixin` import regression." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to DAC `from_latents` vs forward-pass mismatch." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer codec/regex regression is unrelated to `list_repo_files` failing to forward `revision`." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Both are CI-tagged issues, but BigBird special-token decoding and BitNet packed-weight loading are different bugs." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both are Qwen multimodal video issues, but one is a processing `ValueError` in Qwen3OmniMoe and the other is a video-feature/token mismatch in Qwen3.5-9B." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Custom model processor/tokenizer access regression is unrelated to Kosmos2.5 long-OCR index errors." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Different runtime paths: Bamba-9B-v2 torch.compile with SDPA vs dtype mismatches in SwitchTransformers/TimmWrapperModel." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair, issue:44514 / issue:44545, is an evident duplicate with the same Qwen2_5_VLProcessor.apply_chat_template padding=False crash. The remaining pairs are plausibly related by theme but not the same concrete bug, so rejecting them is safe." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 17, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:30064", - "issue:36331", - "issue:39692", - "issue:41720", - "issue:43322", - "issue:43335", - "issue:43388", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43596", - "issue:43611", - "issue:43618", - "issue:43643", - "issue:43644", - "issue:43653", - "issue:43697", - "issue:43716", - "issue:43749", - "issue:43756", - "issue:43819", - "issue:43927", - "issue:44008", - "issue:44062", - "issue:44186", - "issue:44220", - "issue:44442", - "issue:44448", - "issue:44485", - "issue:44488", - "issue:44509", - "issue:44661", - "issue:44671", - "issue:44821", - "issue:44843", - "issue:44877", - "issue:44898", - "issue:44991", - "issue:45081", - "issue:45084", - "issue:45183", - "issue:45479", - "issue:45584", - "issue:45685", - "issue:45834", - "issue:46032", - "issue:46665" - ], - "soft_pairs": [ - "issue:43596|issue:44220", - "issue:43550|issue:43927", - "issue:44062|issue:44488", - "issue:43618|issue:43697", - "issue:43611|issue:46665", - "issue:44186|issue:44898", - "issue:44220|issue:44661", - "issue:43653|issue:43819", - "issue:43531|issue:43643", - "issue:43335|issue:43756", - "issue:43550|issue:43819", - "issue:43540|issue:44008", - "issue:44843|issue:45081", - "issue:41720|issue:44991", - "issue:43643|issue:44877", - "issue:30064|issue:36331", - "issue:44821|issue:45084", - "issue:39692|issue:45834", - "issue:44186|issue:44442", - "issue:43322|issue:45685", - "issue:44448|issue:44671", - "issue:45584|issue:45834", - "issue:45183|issue:45479", - "issue:43388|issue:46032", - "issue:43716|issue:44008", - "issue:44485|issue:44509", - "issue:43644|issue:43749" - ], - "prepared_review_unit_hash": "ccca756ad017e74c71b72a71f8b12adc5d727fb9fae4a6585076010ba5a0d397", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35388, - "estimated_input_tokens": 8847, - "estimated_eval_tokens": 17950 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers bugs across tokenizers, multimodal models, loading/config paths, and v5 regressions. None of the soft edges look like the same concrete underlying defect.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not collapse to one shared bug family.", - "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate stands out as representing the rest; the cluster lacks a single common code path or symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Different subsystems and failures: Deepspeed/BERT init index error vs audio fbank extraction." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Unrelated bugs: torch.compile/SDPA failure vs DiaConfig losing custom token IDs on save/load." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Both tokenizer-related, but one is an AddedToken kwarg conflict and the other is a model loading failure for a specific tokenizer." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Both are v5 regressions, but they affect different models and code paths, so they are not the same bug." - }, - { - "left": "issue:43611", - "right": "issue:46665", - "accept": false, - "reason": "Both concern loading, but one is base_model_prefix behavior and the other is from_pretrained inside Python classes; distinct issues." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "Different domains and symptoms: LayoutLMv2 tokenizer/NER padding crash vs Perceiver image classification interpolation failure." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Feature extraction bug vs add-new-model-like failure in TOKENIZER_MAPPING_NAMES; no shared concrete defect." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "Tokenizer special-token registration issue vs DAC from_latents mismatch; unrelated code paths." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Config creates sparse layers incorrectly vs RoPE layer drop in Smollm3; different models and bugs." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to DAC latent decoding mismatch." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Different multimodal failures: video input processing in Qwen3OmniMoe vs Gemma3n variable collision." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Same helper function area, but different failures: offline model_info call vs backend_tokenizer attribute error." - }, - { - "left": "issue:41720", - "right": "issue:44991", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both are config-loading problems, but the root causes and affected objects differ." - }, - { - "left": "issue:30064", - "right": "issue:36331", - "accept": false, - "reason": "Image segmentation map processing bug vs CustomTrainer compute_loss signature change; unrelated." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading failure vs template-node compilation error; no shared bug." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "Doc example/model mismatch and quantization errors are unrelated to Kosmos2.5 long-ocr index errors." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a FastSpeech2Conformer tokenizer." - }, - { - "left": "issue:44448", - "right": "issue:44671", - "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different causes." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty transcription failure after token alignment is unrelated to Kosmos2.5 long-input indexing." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Input validation/XOR messaging bug vs degenerate zero-loss classification behavior; different underlying defects." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "Metrics gathering last-batch bug is unrelated to Mamba2Mixer use_cache incorrect results." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Different multimodal model families and failures: dtype mismatch in Mistral-3 vs Gemma3n attribute collision." - }, - { - "left": "issue:44485", - "right": "issue:44509", - "accept": false, - "reason": "RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Both are v5/loading related, but one is non-persistent buffers filled with junk and the other is broken FSDP CPU RAM efficient 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": 21, - "review_unit_index": 18, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:28218", - "issue:29159", - "issue:34634", - "issue:36010", - "issue:36331", - "issue:42175", - "issue:43262", - "issue:43421", - "issue:43540", - "issue:43577", - "issue:43582", - "issue:43606", - "issue:43645", - "issue:43720", - "issue:43749", - "issue:43782", - "issue:43818", - "issue:43819", - "issue:43825", - "issue:43827", - "issue:43950", - "issue:43994", - "issue:44291", - "issue:44479", - "issue:44561", - "issue:44610", - "issue:44671", - "issue:44805", - "issue:44811", - "issue:44857", - "issue:44936", - "issue:44977", - "issue:44991", - "issue:45003", - "issue:45020", - "issue:45072", - "issue:45081", - "issue:45381", - "issue:45701", - "issue:45834", - "issue:45987", - "issue:46192", - "issue:46285", - "issue:46291", - "issue:46294", - "issue:46463", - "issue:46512", - "issue:46665" - ], - "soft_pairs": [ - "issue:43606|issue:45072", - "issue:43582|issue:46512", - "issue:43950|issue:45987", - "issue:34634|issue:36010", - "issue:44479|issue:45834", - "issue:43825|issue:43994", - "issue:43577|issue:43818", - "issue:43421|issue:44811", - "issue:43782|issue:44977", - "issue:46294|issue:46463", - "issue:43540|issue:45381", - "issue:44805|issue:44936", - "issue:44991|issue:46291", - "issue:44561|issue:45020", - "issue:44610|issue:45072", - "issue:43720|issue:45072", - "issue:28218|issue:29159", - "issue:43825|issue:43827", - "issue:43577|issue:43582", - "issue:43749|issue:44291", - "issue:45987|issue:46192", - "issue:43645|issue:46665", - "issue:44671|issue:45701", - "issue:42175|issue:45081", - "issue:34634|issue:36331", - "issue:43582|issue:44857", - "issue:45003|issue:46285", - "issue:43262|issue:43819" - ], - "prepared_review_unit_hash": "4fb6955d9525ba4762d8687fb97df70f8b6cd246dd25cf63fefaca75df43b34f", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36429, - "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 unrelated regression reports. The only likely duplicate pair is the tokenizer spacing/inconsistency reports; the rest are too model- or feature-specific to safely merge.", - "confidence": 0.38, - "canonical_issue_reason": "issue:45701 is the broadest, most umbrella-like issue in the set, and it best represents the general tokenizer/regression theme among the items.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 has the widest scope and strongest chance of serving as the representative issue for the cluster's tokenizer-regression subset.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "Both are inference mismatches, but they describe different models and different symptoms (device offload vs bfloat16 dtype mismatch)." - }, - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Unrelated: AppleSilicon warmup TypeError vs stale config dtype after from_config." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs StaticCache length return type." - }, - { - "left": "issue:34634", - "right": "issue:36010", - "accept": false, - "reason": "BarkProcessor voice preset failure and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Different vision/video failures in different models; no clear shared bug." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "One is an error-message/doc issue around pipeline deprecation; the other is a model output regression." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Different BLIP2 dtype propagation issue vs Video-LLaVA architecture/weight issue." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is batch_decode skip_special_tokens behavior." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Different Qwen generation/loading failures with different triggers and code paths." - }, - { - "left": "issue:46294", - "right": "issue:46463", - "accept": false, - "reason": "Qwen video feature/token mismatch vs T5 decoder-input validation messaging are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Both are video-input bugs, but they affect different Qwen families and likely different preprocessing paths." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate() failing after train are not the same underlying bug." - }, - { - "left": "issue:44991", - "right": "issue:46291", - "accept": false, - "reason": "Tokenizer load failure for a specific model and kernels import/version constraint are unrelated." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Both touch remote_code compatibility, but the titles point to different failure modes and 45020 is a broad umbrella rather than the same concrete bug." - }, - { - "left": "issue:44610", - "right": "issue:45072", - "accept": false, - "reason": "OmDet input-size mismatch and dtype mismatch in inference are different issues." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "Packed-weight loading failure and bfloat16 dtype mismatch are separate accelerate/loading regressions." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer inconsistency around added tokens/spacing; 29159 is the broader version of the same symptom." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "One is an error-message regression, the other is stale docs; related topic, but not the same underlying bug/change." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Different dtype handling bug vs AppleSilicon warmup TypeError." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "Both are loading-related, but they describe different breakages in different code paths." - }, - { - "left": "issue:45987", - "right": "issue:46192", - "accept": false, - "reason": "Both are processor/return-shape issues, but they affect different parameters and code paths." - }, - { - "left": "issue:43645", - "right": "issue:46665", - "accept": false, - "reason": "Both mention from_pretrained in class-like contexts, but the titles are too broad and point to different scenarios to treat as the same bug." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM regression is model-specific; 45701 is a broad tokenization-change report, not the same concrete bug." - }, - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "TensorFlow backend packaging and Mistral tokenizer patch crash are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Different numerical/device issues: AppleSilicon warmup TypeError vs CUDA AMP crash." - }, - { - "left": "issue:45003", - "right": "issue:46285", - "accept": false, - "reason": "sys.modules access bug and CLIP text-model structure inconsistency are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Sampling-rate defaulting in audio chat templates and DAC latent/forward mismatch are different bugs." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The umbrella choice of issue:45701 is reasonable given its broad tokenizer-change title, and the only accepted soft-edge pair (28218/29159) is well supported by the titles. The rejected pairs mostly look safely non-mergeable as single bugfixes based on the information provided." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 21, - "review_unit_index": 19, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:36010", - "issue:36331", - "issue:38175", - "issue:39692", - "issue:42175", - "issue:42490", - "issue:43257", - "issue:43329", - "issue:43452", - "issue:43526", - "issue:43531", - "issue:43550", - "issue:43638", - "issue:43645", - "issue:43653", - "issue:43697", - "issue:43720", - "issue:43742", - "issue:43746", - "issue:43782", - "issue:43819", - "issue:43854", - "issue:43906", - "issue:43927", - "issue:44060", - "issue:44368", - "issue:44387", - "issue:44554", - "issue:44589", - "issue:44610", - "issue:44617", - "issue:44811", - "issue:44912", - "issue:44936", - "issue:44977", - "issue:44991", - "issue:45020", - "issue:45042", - "issue:45081", - "issue:45084", - "issue:45325", - "issue:45372", - "issue:45406", - "issue:45538", - "issue:45600", - "issue:46209", - "issue:46291", - "issue:46326" - ], - "soft_pairs": [ - "issue:43653|issue:44912", - "issue:43782|issue:45325", - "issue:45081|issue:45406", - "issue:43526|issue:43697", - "issue:45372|issue:46326", - "issue:44060|issue:44368", - "issue:43329|issue:45600", - "issue:44589|issue:45042", - "issue:43742|issue:45020", - "issue:45084|issue:45538", - "issue:43526|issue:44554", - "issue:43550|issue:44912", - "issue:43906|issue:46209", - "issue:43452|issue:44991", - "issue:43638|issue:44936", - "issue:43257|issue:43329", - "issue:43819|issue:43927", - "issue:36010|issue:43645", - "issue:36010|issue:36331", - "issue:43720|issue:44610", - "issue:43531|issue:45042", - "issue:42175|issue:46291", - "issue:38175|issue:44610", - "issue:39692|issue:44912", - "issue:44387|issue:44617", - "issue:43746|issue:44811", - "issue:42490|issue:43257", - "issue:43854|issue:44977" + "issue:45920", + "issue:46489" ], - "prepared_review_unit_hash": "df735a76fb0a470a220a1f8afdfc12e6080a8cf4d4ad56916003b7416dec58c3", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36420, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This is not a true duplicate cluster: the items cover unrelated Transformers regressions across tokenizers, multimodal processors, quantization, training, packaging, and backend-specific behavior. Issue 45020 is the broadest umbrella, but it is still too general to absorb the rest as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the broadest, highest-level regression report in the set (recent Transformers versions breaking remote_code models), so it is the closest thing to an umbrella issue, though not a true duplicate of the others.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative of the cluster because it captures the general theme of version-induced loading breakages; the remaining issues are too specific and materially different to serve as one canonical duplicate target.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Both involve model/loading behavior, but one is a tokenizer special-token decode bug and the other is MXFP4 loading fallback; different code paths and symptoms." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3VL weight_only loading failure is unrelated to Qwen2.5-VL rope index scaling; different models and bugs." - }, - { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Tokenizer regex patch crash in Mistral loading is not the same as Gemma4Processor missing _tokenizer in transformers serve." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "BEiT reduce_labels returning one label and RTDetrV2 differing outputs are distinct model bugs with no shared failure mechanism." - }, - { - "left": "issue:45372", - "right": "issue:46326", - "accept": false, - "reason": "Both touch mistral_common, but one is a missing import breaking Gemma 4 processor loading and the other is continue_final_message behavior; not the same defect." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-weights warnings in Qwen3 variants, but one is an internal incorrect tying bug and the other is a user-facing LoRA warning; not one concrete issue." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Undefined video-token helper variables and removed Sam3LiteText mappings are unrelated regressions despite both affecting multimodal internals." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Missing Float8 storage support and PIL backend requiring torchvision are unrelated backend/environment failures." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "MobileLLM key error and remote_code breakage are different loading problems affecting different code paths." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation failure and CLIPTokenizer model_max_length are unrelated tokenizer/template issues." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "A label reduction bug in BeitImageProcessorFast is unrelated to the MPS attention correctness issue." - }, - { - "left": "issue:43550", - "right": "issue:44912", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba and MXFP4 quantization fallback in git-oss-20b are different model/runtime bugs." - }, - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "An isolated reproduction of issue 38071 is not the same as FP8 inference failing on B200 GPUs." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "GGUF file handling breakage and tokenizer loading failure for a specific model are separate loading regressions." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed ZeRO-3 index error during training and trainer.evaluate() failing after train are distinct trainer/runtime issues." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to the multimodal token counting video-branch bug." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "DAC from_latents mismatch and DiaConfig custom token IDs lost after save/load are different serialization/inference bugs." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom model initialization breakage do not share the same failure mode." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "GenerationMixin import failure is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and OmDet-Turbo processor size mismatch are unrelated defects." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are different issues in different subsystems." - }, - { - "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Missing tensorflow in the torch extra and kernels v0.15 import-time version/revision validation are unrelated packaging/import failures." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo input-size mismatch are unrelated model/processor bugs." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Broken SigLIP2 docs example and MXFP4 quantization fallback are different problems; one is documentation/example correctness, the other runtime loading." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention memory, but int4 quantization reserved-memory growth and Sam3Video CUDA OOM are not the same underlying bug." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech and Whisper batch_decode ignoring skip_special_tokens are unrelated issues." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Local-path trailing-slash import warning and Qwen3 MOE weight conversion are unrelated." - }, - { - "left": "issue:43854", - "right": "issue:44977", - "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are separate model-specific regressions." - } - ] + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "8f2fa505015fc82475017af8ad27585defd040e97cd3ac9d53727f2315da1cbf", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6236,599 +804,625 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 20, + "component_count": 22, + "review_unit_index": 5, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:28282", - "issue:29159", - "issue:33357", - "issue:34567", - "issue:34689", - "issue:40990", + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", "issue:42915", + "issue:42947", "issue:43257", - "issue:43262", - "issue:43329", + "issue:43366", "issue:43404", - "issue:43425", - "issue:43450", - "issue:43454", - "issue:43525", - "issue:43577", - "issue:43606", - "issue:43643", - "issue:43650", - "issue:43696", - "issue:43697", - "issue:43742", - "issue:43749", - "issue:43906", - "issue:43927", - "issue:43931", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", "issue:44291", "issue:44479", - 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"issue:42915|issue:43742", - "issue:43606|issue:45859", - "issue:43749|issue:44756", - "issue:34567|issue:40990", - "issue:44291|issue:45042", - "issue:43454|issue:43577", - "issue:42915|issue:44821", - "issue:29159|issue:34567", - "issue:44568|issue:45356", - "issue:43927|issue:44912", - "issue:43525|issue:46291", - "issue:44987|issue:45538", - "issue:43697|issue:45357", - "issue:43404|issue:45127", - "issue:28282|issue:34689", - "issue:42915|issue:45538", - "issue:43425|issue:46291", - "issue:45137|issue:45405", - "issue:33357|issue:34567" + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "1dbb12db71b1f3ec8707869dd24b76d4484c11218e6c2ef5ba5f0fc9d47ca03f", + "prepared_review_unit_hash": "439e8bdd1aa86299884e4c3afb2a4e53556c828854abbf190e6e136ede738092", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36276, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer, multimodal, cache, loading, training, and offload issues are all mixed together. No soft pair appears to describe the same underlying bug or change.", - "confidence": 0.87, - "canonical_issue_reason": null, + "summary": "Most pairs are only loosely related by subsystem; only a few look like true duplicates: the v5 docs cleanup for removed pipeline tasks, the `_is_hf_initialized` loading incompatibility, the Whisper fbank feature-extraction failure, and the mask-shape IndexError. The rest are distinct model- or path-specific bugs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44291 is the clearest canonical for the `_is_hf_initialized` model-loading regression; it describes the generic root cause better than the bitsandbytes-specific report, while the other items in the set are separate topics.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46424 is the most suitable representative here: it is open, concrete, and already has multiple inbound references, so it is the clearest actionable issue in an otherwise mixed set.", + "best_issue_reason": "issue:44291 is the best representative among the true duplicate pairs because it states the underlying compatibility break in a generic, actionable way.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Both are audio-related, but they target different APIs and bugs: chat template sampling-rate defaulting vs batch_decode skip_special_tokens handling." + "reason": "Same tokenizer performance area, but different methods and symptoms (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Both involve config/model loading, but one is about missing fields with trust_remote_code and the other about not unwrapping text_config in from_config." + "reason": "Both involve tokenizer/model loading regressions, but one is broad remote-code breakage and the other is a specific Kimi-K2.5 tokenizer codec issue." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:45488", + "right": "issue:46489", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to a GPT-oss CUDA OOM failure." + "reason": "Both mention DeepSeek tokenization, but they target different model families and different failure modes." }, { - "left": "issue:46421", - "right": "issue:46424", - "accept": false, - "reason": "Both mention cache, but one is about spurious recompilation from lazy init and the other about max_cache_length only applying to Quantized Cache." + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report obsolete pipeline-task references removed in v5." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Both are exception-handling complaints, but they affect different tokenizer/processor code paths and different failure modes." + "reason": "Different bugs: one is a missing lm_head tie in a specific model, the other is silent corruption of non-persistent buffers during from_pretrained()." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:45759", + "right": "issue:46661", "accept": false, - "reason": "Both mention video regressions, but one is a specific undefined-variable bug in token counting and the other is a broader multi-model v5.3 regression." + "reason": "Different loader paths: composite config unwrapping vs remote-code `config_class` lookup failure." }, { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "No shared bug is evident; one title is a placeholder and the other is an isolated reproduction of a different issue." + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during model initialization/loading." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Both are Qwen3-related load problems, but one is about MoE weight conversion and the other is a shape mismatch for Qwen3-VL." + "reason": "Both are loading-related, but one is a FineGrainedFP8 config failure and the other is a bitsandbytes kwarg incompatibility." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:45020", + "right": "issue:46661", "accept": false, - "reason": "Different video bugs: undefined variables in multimodal token counting versus incorrect batched video processor output shapes." + "reason": "Both mention remote-code models, but the concrete failures are different and not clearly the same bug." }, { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different loading failures with different models and causes: FineGrainedFP8Config vs a KeyError on MobileLLM-125M." + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Whisper failing to run and `_torch_extract_fbank_features()` point to the same audio feature-extraction failure path." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Both involve CPU offload, but they are distinct model-specific incompatibilities with different underlying code paths." + "reason": "Different gradient-checkpointing issues: PEFT LoRA behavior vs a missing flag on a trust_remote_code model." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "One is FSDP CPU RAM-efficient loading being broken; the other is a Strix Halo mmap/OOM workaround. Not the same bug." + "reason": "Different DeepSpeed problems: weight loading under ZeRO-3 vs gradient averaging with GAS." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Training-state token counting is unrelated to perplexity being high on gpt-oss-20b." + "reason": "Both are tokenizer-loading problems, but they involve different models and different failure modes." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Different problems entirely: init_empty_weights argument handling vs image processor torchvision dependency requirements." + "reason": "Distinct training bugs: unexpected `compute_loss` kwargs vs a mask/tensor shape mismatch." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Different model-loading bugs: untied lm_head weights in AyaVision versus dtype propagation in Blip2." + "reason": "Same general area, but the affected Qwen variants and missing-weight symptoms are not specific enough to treat as one bug." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "No underlying bug match: Qwen3 MoE FP8 config failure is unrelated to loading an AutoImageProcessor from URL." + "reason": "Different model-loading failures on different architectures." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token-count updating." + "reason": "Different attention/runtime issues: gradient explosion from 3D position_ids vs a flash-attention crash on `s_aux=None`." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and behaviors; no evidence they share one fix." + "reason": "Different tokenizer/model load failures on unrelated models." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "DiaConfig save/load token IDs and MXFP4 quantization fallback are unrelated load-path bugs." + "reason": "Both are video-related regressions, but the models and concrete failure modes differ." }, { - "left": "issue:43525", - "right": "issue:46291", - "accept": false, - "reason": "A missing pad_token_id on Llama4Config is unrelated to the kernels v0.15 import failure in transformers.pipelines." + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError class with the same mask-vs-tensor shape mismatch." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Different tokenizer issues: loading physical-intelligence/fast under v5.1.0 versus CLIPTokenizer's absurd max length." + "reason": "Different model-loading regressions on different architectures." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Different regressions: RTDetrV2 output changes in v5 versus Qwen3.5 save_pretrained key mapping." + "reason": "Completely different areas: DeepSpeed training weight shape error vs segmentation-map preprocessing." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Both involve weight tying in a broad sense, but they are different models and different bugs: tie failure vs LoRA merge collapse." + "reason": "Different bugs: Qwen3.5 paged-attention crash vs NemotronH checkpoint loading." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "ImportError from missing PyTorch is unrelated to a model-loading regression in Transformers 4.46.2." + "reason": "Different problems in unrelated subsystems: GGUF architecture support vs autocast dtype mismatch." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43596", + "right": "issue:46515", "accept": false, - "reason": "No shared underlying issue: Qwen3 FP8 config failure versus CLIPTokenizer max-length behavior." + "reason": "Different issues: ZeRO-3/BertModel initialization error vs a torch-version compatibility problem." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Torch version incompatibility is not the same as the kernels v0.15 package requirement failure." + "reason": "Different model internals: VL rope scaling bug vs uninitialized rotary embedding memory after materialization." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump/release issue." + "reason": "Both are Qwen/generation-adjacent, but one is GGUF support and the other is a sliding-window behavior bug." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count not updating." + "reason": "Same model family, but different code paths: FSDP2 key rebuilding vs device-map forward mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are mostly grounded in the packet, and the conservative rejections look appropriate. The canonical `_is_hf_initialized` choice is well supported by the issue titles, and the docs / mask-shape pairs are strong matches. The Whisper/fbank pair is the weakest accepted edge, but still plausible from the titles alone. " + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 21, + "component_count": 22, + "review_unit_index": 6, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:24643", - "issue:27957", - "issue:28282", - "issue:29127", - "issue:29159", - "issue:34567", - "issue:36331", + "issue:36010", "issue:38175", + "issue:39692", "issue:41720", - "issue:42175", + "issue:42491", + "issue:42617", "issue:42915", - "issue:43257", "issue:43317", - "issue:43452", - "issue:43493", - "issue:43540", - "issue:43577", - "issue:43582", - "issue:43742", - "issue:43749", - "issue:43756", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", "issue:43824", + "issue:43950", + "issue:43957", "issue:43994", - "issue:44062", - "issue:44291", - "issue:44479", + "issue:44155", + "issue:44451", "issue:44488", + "issue:44534", "issue:44560", - "issue:44568", "issue:44589", - "issue:44737", - "issue:44792", - "issue:44821", - "issue:44849", - "issue:44898", - "issue:44964", - "issue:44987", - "issue:44991", - "issue:45072", - "issue:45081", - "issue:45381", - "issue:45488", - "issue:45538", - "issue:45701", - "issue:45907", - "issue:46399", - "issue:46463", - "issue:46512" + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" ], "soft_pairs": [ - "issue:42175|issue:43824", - "issue:43577|issue:46512", - "issue:43452|issue:43582", - "issue:28282|issue:29127", - "issue:43742|issue:44291", - "issue:44062|issue:44991", - "issue:43317|issue:45538", - "issue:44849|issue:45701", - "issue:41720|issue:43540", - "issue:42915|issue:43749", - "issue:43540|issue:44560", - "issue:44479|issue:45381", - "issue:43540|issue:44479", - "issue:24643|issue:29159", - "issue:44568|issue:45488", - "issue:38175|issue:44898", - "issue:44987|issue:45907", - "issue:27957|issue:28282", - "issue:42175|issue:44488", - "issue:43493|issue:43994", - "issue:43257|issue:43756", - "issue:44291|issue:44821", - "issue:34567|issue:36331", - "issue:44792|issue:44964", - "issue:44737|issue:46463", - "issue:44062|issue:45081", - "issue:43577|issue:45072", - "issue:43756|issue:46399", - "issue:43742|issue:44589" + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "486907808cbbc0762b0b718fc7b3b3fe3e9cbcb34e251cd78d2606654bdc8f16", + "prepared_review_unit_hash": "5de79e0bf497fe66a598acdd73889c0e1402256eb02871dad92c7727a23b9a5f", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36522, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "soft_pair_count": 34, + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated transformer issues, with two clear duplicate-like pairs: one around Qwen video-input regressions and one around SigLIP2 discrepancy. The rest are too different to merge.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45488 is the strongest standalone report in this set: high discussion, inbound references, and a clear, user-facing regression in core tokenizer behavior affecting a widely used model family.", + "summary": "Mostly a heterogeneous regression bucket with a few clear duplicate pairs: the non-persistent-buffer corruption reports, the custom-model initialization reports, and the SigLIP2 wrong-output reports. The BERT loading pair (44451/44488) is only a loose similarity hit and should not be treated as a confirmed duplicate subcluster.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must anchor the cluster, 43950 is the best representative because it most explicitly describes the concrete v5 non-persistent-buffer regression that matches the strongest duplicate pair; the BERT pair is too weak to drive canonicalization.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 has the best mix of activity, impact, and diagnostic value, making it the best anchor issue for triage even though the cluster is not a single duplicate group.", + "best_issue_reason": "43950 is the strongest global issue candidate: it is explicit, root-cause oriented, and best captures the clearest repeated bug in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Different problems: backend extras packaging vs a missing model class import." + "reason": "Both are load/training failures, but they point to different root causes and code paths." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Both involve dtype handling, but one is a BLIP2 loading bug and the other is stale config metadata from from_config; not the same code-path bug." + "reason": "Different models and failure modes: audio leakage in batched inference versus Whisper empty-transcription handling." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Unrelated: GGUF loading breakage vs Apple Silicon allocator warmup TypeError." + "reason": "Related only at a broad multimodal level; dtype mismatch and video StopIteration are different bugs." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Completely different: missing PyTorch import vs LayoutLMv3 box-validation error messaging." + "reason": "Non-persistent-buffer corruption and long-OCR index errors are unrelated failures." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Different loader failures with different causes: model config/key loading vs init_empty_weights argument handling." + "reason": "GGUF gpt-oss support and Float8 storage lookup errors are separate issues." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Both are tokenizer-load failures, but they point to different regressions and different model-specific paths." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are different problems." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Device-map/offload loading bug vs CLIP tokenizer max_length misconfiguration." + "reason": "A video embedding StopIteration bug is not the same as an MPS int histogram implementation error." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Different issues: Qwen3.5 hidden-state handling vs a broader tokenization-change complaint." + "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are distinct code-path problems." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers v5 custom-model initialization regression from different angles." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA on Bamba and flash-attention packed-sequence crashes on Qwen3.5 are different failures." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape IndexError are not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Both mention Qwen models, but one is auto device mapping cuda assert and the other is video input processing failure." + "reason": "torch>=2.9 flex_attention and torch 2.4.1 incompatibility are unrelated." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "Distinct training/runtime paths: Qwen3 MoE FP8 config vs FSDP CPU RAM efficient loading." + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are different issues." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Both are video-input failures, but they affect different Qwen model families and appear to be separate regressions." + "reason": "Tokenizer regression for Granite and DeepSeek-Coder v1 loading are different bugs." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "These describe the same Qwen/VL video-input regression; 45381 is a specific manifestation of the broader regression described in 44479." + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure do not share the same code path." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:45823", + "right": "issue:46515", "accept": false, - "reason": "Training DeepSpeed weight-shape error is unrelated to tokenizer inconsistency." + "reason": "Gemma4 device-mapping mismatch is unrelated to the torch 2.4.1 incompatibility report." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behavior; not one concrete bug." + "reason": "Tokenizer-mapping guard failure and Gemma4 forward device mismatch are different problems." }, { "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model failures with different symptoms and model families." + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: wrong or nonsensical outputs with different surfaced symptoms." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "One is a model-loading failure, the other is a repo-files API forwarding bug." + "reason": "_is_hf_initialized breakage and Kosmos2.5 long-input indexing are unrelated." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Unrelated: Flash Attention 2 on XLM-Roberta vs missing PyTorch import." + "reason": "Strict config validation for granite_speech and tiny-random glm4v validation are different model/config issues." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "Packaging/backend dependency issue vs a specific model-loading problem." + "reason": "DeepSpeed zero3 init errors and add-new-model-like tokenizer mapping failures are not the same bug." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 implementation discrepancy: one reports mismatch with JAX, the other shows incorrect outputs in HF AutoModel/pipeline." + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "BertModel zero3 init IndexError and tokenizer-mapping constraints are different failures." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43317", + "right": "issue:44756", "accept": false, - "reason": "Different model/config bugs: Qwen3 MoE weight conversion vs SmolLM3 RoPE layer drop." + "reason": "device_map offload loading failure and Strix Halo mmap OOM are different memory/loading problems." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Init-empty-weights argument handling is unrelated to loading AutoImageProcessor from URL." + "reason": "qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are not the same code path." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:38175", + "right": "issue:39692", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature are separate trainer API issues." + "reason": "The docs example has extra errors, but it is not clearly the same bug as the core SigLIP2 wrong-output regression." }, { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Both involve multimodal models, but the failures and code paths are different." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same non-persistent-buffer corruption regression." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to T5 decoder-input validation messaging." + "reason": "Both involve Qwen3-family models, but the crashes are different and not mergeable into one fix." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Different tokenizer-regression surfaces and different failing code paths." + "reason": "Different failure surfaces: Qwen3 MoE LoRA loading versus Gemma4 embedding resizing behavior." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Different dtype bugs in different model wrappers; not the same concrete defect." + "reason": "FineGrainedFP8 failure and Strix Halo mmap OOM are separate problems." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "SmolLM3 RoPE-layer issue is unrelated to Qwen3.5 rotary-pos-embedding registration failure." + "reason": "Shared dtype theme only; one is loading-time dtype handling, the other is config bookkeeping after construction." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Different loader/runtime failures with no clear shared root cause." + "reason": "Different model-specific generation bugs, not the same underlying defect." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted pairs are reasonably supported by the titles and context, and the rejected pairs are generally distinct enough to avoid over-merging. The chosen anchor issue (45488) is defensible from the activity/reference signals. " + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative and the accepted pairs look mergeable, but the summary overstates the evidence by calling the BERT loading issues a true duplicate subcluster. In the packet, 44451\u219444488 is only a soft similarity hit with deterministic_accept=false, and the evidence is not strong enough to elevate it to a confirmed duplicate cluster. The non-persistent-buffer, SigLIP2, and custom-model-init clusters are well grounded; the BERT cluster should be described more cautiously as a possible/loose related pair, not a stand-out duplicate subcluster." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6836,272 +1430,452 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 22, + "component_count": 22, + "review_unit_index": 7, "review_unit_count": 56, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:24643", - "issue:28282", - "issue:29127", - "issue:32090", - "issue:35141", - "issue:41762", + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", "issue:43404", - 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"issue:45325", - "issue:45357", - "issue:45375", - "issue:45381", - "issue:45405", - "issue:45479", + "issue:45276", + "issue:45292", + "issue:45335", "issue:45588", - "issue:45600", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", "issue:45823", - "issue:45920", - "issue:45987", - "issue:46121", - "issue:46463", + "issue:46315", + "issue:46326", "issue:46468", - "issue:46491" + "issue:46491", + "issue:46665" ], "soft_pairs": [ - "issue:44568|issue:46491", - "issue:45042|issue:45081", - "issue:43756|issue:45325", - "issue:43906|issue:46468", - "issue:45823|issue:46463", - "issue:44737|issue:45588", - "issue:45405|issue:45600", - "issue:43531|issue:44821", - "issue:43404|issue:45987", - "issue:43452|issue:44488", - "issue:43526|issue:45479", - "issue:45357|issue:45920", - "issue:43906|issue:45381", - "issue:44625|issue:44877", - "issue:44913|issue:46121", - "issue:43720|issue:44898", - "issue:43697|issue:45216", - "issue:24643|issue:29127", - "issue:28282|issue:32090", - "issue:43643|issue:45375", - "issue:45200|issue:46463", - "issue:28282|issue:35141", - "issue:41762|issue:44936", - "issue:44466|issue:45005", - "issue:43688|issue:43749", - "issue:43452|issue:44843" + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "195cf426f9986be599b98f0653aaacf0c5a651125b7e611a0a5d9828af07df3d", + "prepared_review_unit_hash": "59bce554e63378f9ea43caa8b5f1344f146a05db99e6cb73108e571dca32c514", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36107, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "soft_pair_count": 33, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite superficial keyword overlap. The only strong duplicate-like pair is the tied-weights v5 serialization reports (#44466 and #45005).", - "confidence": 0.81, - "canonical_issue_reason": "#45005 is the better canonical issue because it is broader and more representative of the tied-weights regression, while #44466 reads like a specific manifestation of the same problem (device-dependent lm_head.weight serialization).", + "summary": "Only the resize_token_embeddings reports look like true duplicates; most other soft pairs share a broad subsystem or version regression theme but describe different concrete failures. No PRs are present in this set.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the best canonical target: it states the shared resize_token_embeddings bug in the most general form, and the paired Gemma4/T5Gemma reports read as model-specific manifestations of the same missing update.", "canonical_pr_reason": null, - "best_issue_reason": "#45005 is the best issue to keep as the primary tracker for the tied-weights bug: it describes the underlying regression at a higher level and can absorb narrower repros like #44466.", + "best_issue_reason": "issue:45292 is the strongest representative issue overall because it is concise, model-agnostic, and aligns with the other accepted resize_token_embeddings reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Different models and different failure modes: tokenizer special-token insertion vs CodeLlama encode/decode spacing regression." + "reason": "Both are quantization/load regressions, but they involve different models and different formats (NVFP4 vs MXFP4) with no clear shared code-path shown." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Unrelated bugs: PIL/torchvision dependency handling vs Mistral regex/tokenizer crash." + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device-mismatch are unrelated failures." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Both mention RoPE, but they affect different models and different logic paths; not the same bug." + "reason": "One is a SwitchTransformers config bug; the other is a Gemma-4 FSDP2 attention-state bug. Different model families and different mechanics." }, { - "left": "issue:43906", + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different issues with no shared underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report resize_token_embeddings failing to update downstream embedding/output weights; the Gemma4 report looks like a model-specific instance of the same bug." + }, + { + "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of one issue is not evidence of the same bug as the Nemotron example failure; the titles indicate different problems." + "reason": "NemotronH checkpoint-loading failure and an official Nemotron example being broken are too vague to treat as the same bug without a clearer shared code-path." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:45685", + "right": "issue:46468", "accept": false, - "reason": "Gemma4 device-map/PLE mismatch is unrelated to T5 decoder input validation." + "reason": "An MPS histogram kernel issue and a Nemotron example breakage are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "XLNet CPU arange bug and flash-attention s_aux=None crash are different code paths and symptoms." + "reason": "Video-input regression in Qwen VL models and strict-config loading for granite_speech are different model/regression areas." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "PEFT version bump is packaging metadata; auto_mappings.py CI breakage is a removed-config reference bug." + "reason": "Eval-mode checkpointing limitation is unrelated to the RLHF NaN/SDPA fallback problem." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "lm_head tying in Mistral3 and StaticCache.get_seq_length() returning a tensor are separate defects." + "reason": "Both involve custom-model save/load flows, but one is about file permissions and the other about loading the wrong module; not the same bug." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Both concern loading, but one is gguf_file path handling and the other is a model/tokenizer load failure for a specific repo; no shared concrete bug." + "reason": "flash_attention.py handling of s_aux=None is unrelated to Gemma-4 shared_kv_states being rebuilt per layer." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "BEiT reduce_labels returning one label is unrelated to zero loss with num_labels=1." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are different model-specific problems." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Qwen3.5 save_pretrained key serialization and AutoTokenizer wrong token IDs are different regressions." + "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are both tokenizer-related, but the concrete failures are different." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both say resize_token_embeddings does not propagate to output/decoder embeddings; they look like the same underlying resize logic bug across models." + }, + { + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Both involve config loading, but one is num_labels propagation and the other is strict config rejection for granite_speech; not the same bug." + "reason": "Custom model initialization breakage in notebooks is unrelated to Trainer max_steps computation on checkpoint resume." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "GPTNeoX rotary_pct resetting on reload and rope-validation TypeError for JSON-loaded lists are distinct configuration issues." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading regressions are different issues." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation with non-default resolution." + "reason": "Two model-loading/tokenizer mismatch reports, but for different models and no evidence of a shared root cause." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained checkpoint corruption are different problems." + "reason": "Notebook custom-model initialization and extra_state save/load handling are different failure modes." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "DeepSpeed weight shape runtime error and LayoutLMv3 error-message clarity are unrelated." + "reason": "Missing Float8 storage registration and mmap OOM on Strix Halo are unrelated." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "PyTorch-missing ImportError and Trainer _gpu_broadcast_one NoneType crash are unrelated." + "reason": "Torch 2.10 incompatibility is a broad version issue, while the other is a model-specific autocast dtype mismatch." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Missing fields with trust_remote_code and strict-dropping deepstack_visual_indexes are both config-related, but they are not the same concrete bug." + "reason": "Wrong token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but one is correctness and the other performance." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Gemma 4 multimodal token defaults and T5 decoder input validation are unrelated." + "reason": "Slow added-token lookup and CodeLlama encode/decode spacing regression are unrelated tokenizer bugs." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate() after trainer.train() are separate bugs." + "reason": "Whisper pipeline return_language regression and a general tokenization change are too far apart." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both describe the same underlying tied-weights serialization regression in v5: inconsistent lm_head.weight/save-pretrained behavior for translation models, with #44466 being a specific manifestation." + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern Transformers 5 custom/model-loading regressions, but one is about base_model_prefix loading and the other about notebook-defined custom model initialization." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Aux-loss normalization in MoE models and broken FSDP CPU RAM efficient loading are unrelated." + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes do not point to the same bug." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compilation TypeError are different compile/runtime issues." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch-version incompatibility and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 PLE device mismatch do not share a concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 compatibility and Mistral-3 dtype mismatch are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video regression and a mask shape IndexError are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "gguf_file loading failure and the offline mistral_regex/model_info bug are different tokenizer/loading issues." + "reason": "An isolated reproduction reference is too weak to equate with a Qwen3.5 cache crash; the titles do not show the same concrete failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The primary/canonical issue choice is grounded in the packet: #45005 is broader and #44466 is a narrower tied-weights serialization regression. The soft-edge rejections are conservative and stay within what the titles support, with no obvious overstatement of evidence." - }, + "evaluator_result": null, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -7111,291 +1885,298 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 23, + "component_count": 22, + "review_unit_index": 9, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:29159", - "issue:33357", - "issue:38175", - "issue:42898", - "issue:43295", - "issue:43452", - "issue:43531", - "issue:43550", - "issue:43577", - "issue:43646", - "issue:43653", - "issue:43688", - "issue:43697", - "issue:43742", - "issue:43749", - "issue:43756", - "issue:43819", - "issue:43927", - "issue:44361", - "issue:44442", - "issue:44464", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", "issue:44479", - "issue:44484", - "issue:44493", - "issue:44514", - "issue:44568", - "issue:44625", - "issue:44704", - "issue:44743", - "issue:44811", - "issue:44843", - "issue:44936", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", "issue:44991", - "issue:45356", - "issue:45372", - "issue:45381", - "issue:45440", - "issue:45491", - "issue:45542", - "issue:45701", - "issue:45704", - "issue:45823", - "issue:46002", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", "issue:46050", - "issue:46170", - "issue:46178", + "issue:46285", + "issue:46326", "issue:46402", - "issue:46491" + "issue:46489" ], "soft_pairs": [ - "issue:43819|issue:44811", - "issue:44493|issue:46050", - "issue:44361|issue:44442", - "issue:43653|issue:44361", - "issue:38175|issue:43295", - "issue:45372|issue:46170", - "issue:44936|issue:45823", - "issue:42898|issue:46491", - "issue:45542|issue:46178", - "issue:43452|issue:43577", - "issue:43295|issue:45356", - "issue:44514|issue:45381", - "issue:43531|issue:43742", - "issue:43653|issue:44568", - "issue:43577|issue:43697", - "issue:43646|issue:43749", - "issue:44843|issue:44991", - "issue:29159|issue:33357", - "issue:43688|issue:45704", - "issue:43756|issue:46402", - "issue:44464|issue:44743", - "issue:43653|issue:43927", - "issue:44484|issue:44704", - "issue:43688|issue:45440", - "issue:43688|issue:45701", - "issue:44479|issue:44625", - "issue:43550|issue:44361", - "issue:45491|issue:46002" + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:43582|issue:43632", + "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "6fbdc79224d1e33431e1146c7031e1fc79e6f3b0bb6abfb8a3de1b6c1b49c28a", + "prepared_review_unit_hash": "ed54983bab8ebaf9642db6c78ed00e2771d209354cd0c78538232adecaca7b20", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36190, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "soft_pair_count": 29, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of distinct tokenizer, model-loading, and generation regressions. I don\u2019t see any soft-edge pair that clearly describes the same underlying bug/change, so I would keep them separate.", - "confidence": 0.89, - "canonical_issue_reason": "issue:29159 is the broadest and most central representative of the tokenizer-behavior theme: it explicitly covers inconsistency between slow and fast tokenizer paths, which is the closest umbrella problem among the set.", + "summary": "These issues are mostly unrelated v5-era regressions across tokenizers, model loading, quantization, docs, and runtime backends. They should not be merged into duplicates; the only commonality is broad Transformers upgrade fallout, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the best canonical representative because it describes a broad, concrete v5 loading regression around model initialization and can serve as the closest umbrella for related loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 best represents the cluster because it is generic, cross-model, and directly about tokenizer parity, unlike the more model-specific regressions.", + "best_issue_reason": "Issue 43611 is the strongest single issue to keep as the cluster representative: it is specific enough to be actionable, yet broad enough to summarize a major v5 compatibility break.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Different subsystems: DAC latent decoding vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Both are docs-related, but they target different mismatches: return_all_scores behavior vs removed pipeline task names. Not the same bug." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Unrelated bugs: position-id key warnings in configs vs quantized model save/load corruption." + "reason": "Float8 storage lookup failure and non-template-node compile failure are unrelated runtime errors." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Different tokenizer classes and failures: MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading." + "reason": "torch.export with torch_compilable_check is a different failure mode from Perceiver interpolation on non-default image sizes." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Both are tokenizer bugs, but one is BigBird special-token registration/decode and the other is MLuke task AttributeError; not the same concrete bug." + "reason": "SigLIP2 bad outputs in AutoModel/pipeline is not the same as ModelOutput key assignment when a prior value was None." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Different problems: zero probabilities in a model vs processor/tokenizer regression for custom image inputs." + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are separate code paths and bugs." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Both are import/load failures, but the causes are different: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency issues." + "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Training loop evaluate-after-train failure is unrelated to Gemma4 device-map mismatches in forward." + "reason": "Torch 2.10 incompatibility is a framework-version issue, while the Qwen3.5 issue is about unpacking embeddings in TRL SFT trainer." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Both involve tokenization behavior, but 42898 is a general v5 cleanup-space policy change while 46491 is a CodeLlama round-trip spacing regression." + "reason": "T5Tokenizer special-token conflict and gguf_file breaking from_pretrained are distinct tokenizer/loading failures." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Different backend-registration issues: missing TensorFlow backend handling vs tensorflow_text backend mapping." + "reason": "sinq save/load corruption and mistral_common continue_final_message behavior are different serialization vs chat-format bugs." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Unrelated: gguf loading breaks from_pretrained paths, while the other is dtype propagation for Blip2 submodules." + "reason": "extra_state handling in save/from_pretrained does not match the composite-config text_config unwrap bug." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Processor/image-tokenizer regression is not the same bug as Kimi-K2.5 codec handling and warning behavior." + "reason": "An isolated reproduction of another issue is not the same as the mistral_common continue_final_message regression." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Both are Qwen VL issues, but one is batched chat-template padding and the other is video vision_position_ids; different code paths." + "reason": "Qwen3VL MoE loading breakage from v5.0.0.dev0 and Qwen3-VL-30B weight-shape mismatch are related only at a high level, not the same defect." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Different domains: Qwen3-MoE sliding_window logic vs MobileLLM-125M loading key errors." + "reason": "est-roberta tokenizer loading and Mistral regex patching failure involve different tokenizer implementations and different failure points." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Both concern special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are distinct tokenizer bugs." + "reason": "Qwen3 MoE training memory inefficiency and disabling mmap on Strix Halo are unrelated performance/workaround issues." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Different failures: Blip2 dtype loading vs RTDetrV2 output divergence in v5." + "reason": "DeepSpeed ZeRO-3 index error with BertModel is unrelated to compiled flex_attention on torch >= 2.9." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU/RAM-efficient loading." + "reason": "extra_state save/load handling is unrelated to the video-input regression for Qwen2.5/3.x VL models." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer loading issues, but one is offline-mode model_info misuse and the other is a model-specific tokenizer load failure." + "reason": "Loading sleng-bert and patch_mistral_regex backend-tokenizer crash are separate tokenizer-loading problems." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Generic tokenizer parity issue vs Mac bus error on a CLIP community model; not the same bug." + "reason": "Ignoring tokenizer.json in the repo is not the same issue as DeepSeek-Coder v1 incorrect tokenization after v5+." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Loss normalization in MoE models is unrelated to a T5/apex RMSNorm memory leak." + "reason": "sleng-bert load failure and physical-intelligence/fast load failure are unrelated model-loading regressions." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Different model-specific problems: RoPE layer dropping vs missing Sam3 text encoder weight loading." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk filling are different v5 regressions in different subsystems." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Both touch generation state, but compiled-forward chunked generation inconsistency is not the same as Qwen3.5 recurrent-state reset logic." + "reason": "Ministral BPE-marker handling and Mistral3 lm_head weight tying are tokenizer vs model-weight bugs." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Different special-token issues: BigBird mask-token registration vs DiaConfig custom token IDs lost on save/load." + "reason": "Whisper pipeline language return regression has no overlap with CamemBERT masked-LM prediction errors." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "save_pretrained max_shard_size question is unrelated to AutoProcessor kwargs not reaching cached_file." + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are different device-placement bugs." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to DeepseekV3MoE implementation divergence." + "reason": "CLIP text model structure inconsistency and Sam3 text encoder weights not loading are not the same model-loading problem." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Generic MoE loss bug and broad tokenizer-version regression are not the same underlying issue." + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated tokenizer vs quantization issues." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Video-input regression in Qwen variants is different from Qwen3.5 num_labels propagation." + "reason": "Mistral dtype mismatch in image preprocessing is unrelated to compile-time template-node errors." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer task AttributeError." + "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES and flex_attention compile failures are different feature areas." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both mention NaNs, but the triggers differ: sliding-window all-padding embeddings vs classification-head init/checkout." + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are distinct initialization/runtime issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and PagedAttentionCache linear_attention crash are unrelated config vs cache bugs." } ] }, @@ -7409,930 +2190,1054 @@ { "label": "issue", "component_index": 1, - 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"issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:33666|issue:36331", - "issue:43262|issue:43295", - "issue:44554|issue:46365", - "issue:43278|issue:43688", - "issue:43720|issue:44361", - "issue:44977|issue:46209", - "issue:39692|issue:43493", - "issue:44964|issue:45405", - "issue:43493|issue:43825", - "issue:43452|issue:44451", - "issue:43525|issue:43572", - "issue:44625|issue:45584", - "issue:45823|issue:46050", - "issue:43994|issue:46192", - "issue:28218|issue:33357" + "issue:43322|issue:43540", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:41553|issue:43582", + "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "3fdcd97b1e243ebc1a6e2f89b0624b8799670155c59d57c6d2e24beb5f5c1072", + "prepared_review_unit_hash": "9e1ff0f8391366e22758f411af688a60825776ae3b466391d4dda6b8d2ce5abc", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36779, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share broad Transformer/model-loading/generation themes but not the same underlying bug. I would reject all soft edges. If forced to pick an issue anchor, issue 43504 is the most central by linkage density, but it is still not a strong true-duplicate hub.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43504 has the densest soft-similarity neighborhood in this set (linked to 43720, 43550, and 44610) and is a concrete load-time regression, making it the best anchor if one must choose.", + "summary": "Mostly a heterogeneous issue set spanning unrelated tokenizer, model-loading, vision-language, and runtime regressions. The only clear duplicate-like subcluster is the Qwen3.5 `save_pretrained` checkpoint bug; no PR duplicates are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45216 is the best canonical representative of the only near-duplicate pair: it and issue:45357 describe the same Qwen3.5 `save_pretrained` checkpoint regression, with 45216 phrased more broadly and having downstream references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43504 is the most representative issue in the cluster, but only weakly so; the cluster overall is too mixed to have a strong canonical issue.", + "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: it is a clear, broad tokenizer regression affecting all Granite models and has multiple inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both are generation bugs, but they hit different code paths: KV-cache continuation indexing vs beam-search cache reorder for several model families." + "reason": "Different models and failure modes: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Multi-GPU training trouble is unrelated to a GenerationMixin import failure; different symptoms and subsystems." + "reason": "Unrelated bugs: T5 tokenizer method-name conflict vs MobileLLM config key error while loading." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Trainer/_gpu_broadcast_one TypeError is a distributed training error, not the same as Qwen2-VL multi-GPU training support/failure." + "reason": "Different tokenizer/model-loading problems; no shared concrete code path is evident." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Both concern generation quality, but one is chunked generation with compiled forward and the other is Qwen3.5 flash-attention behavior." + "reason": "Both mention fp8, but the failures are different enough to look like separate code paths and not one mergeable fix." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "A device-mapping cudaErrorAssert on A800 is a different failure mode from inconsistent outputs in compiled chunked generation." + "reason": "Both are Qwen VL-related, but one is a broad video-input regression and the other is a specific still-image rope/index scaling bug." }, { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Loading a causal LM for MobileLLM is unrelated to loading AutoImageProcessor from URL; different object types and failure modes." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 is a narrower follow-up about the incorrect visual-encoder keys." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Both touch save/load semantics, but one is tied-weight serialization by device and the other is sinq quantization persistence." + "reason": "Tokenizer loading failure vs a performance regression in `convert_tokens_to_ids`; not the same bug." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are distinct model-specific loading bugs." + "reason": "Tokenizer initialization error vs device-mapping CUDA assert; unrelated issues." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "A Beit pretrained preset load issue is unrelated to Bamba-9B-v2 torch.compile/SDPA failures." + "reason": "Different models and symptoms: Qwen3-MoE sliding-window handling vs GraniteSpeech config strictness." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "AutoConfig returning missing fields under trust_remote_code and removal of is_torch_fx_available are different compatibility regressions." + "reason": "Broad loading breakage vs non-persistent buffer corruption; separate regressions." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Blip2 dtype casting inconsistency and an MPS attention correctness bug are unrelated." + "reason": "Environment compatibility issue vs logging/noise during model loading; not the same fix." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Legacy-field loading for Beit is not the same as OmDet-Turbo's processor/model input-size mismatch." + "reason": "Both involve Qwen2.5-VL image handling, but one is multi-image finetuning failure and the other is temporal position-id scaling." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both involve apply_chat_template, but one crashes on batched padding=False and the other on assistant tool-call messages with no content." + "reason": "Completely different models and failure modes." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Packed-weight accelerate loading and DiaConfig custom token IDs after save/load are different persistence bugs." + "reason": "Audio feature extraction bug vs compiled flex_attention failure; unrelated." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing custom token IDs." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors, so they are not the same underlying bug." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different trainer/distributed issues." + "reason": "Transformers v5 init-flag breakage vs Strix Halo mmap OOM workaround; unrelated." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaults and processor.tokenizer regression are distinct processor API bugs." + "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; different subsystems." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to importing Trainer failing when datasets is installed." + "reason": "Generic loading noise vs tokenizer loading failure; no shared concrete defect." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Model dtype drift in eval and auxiliary-loss normalization are different training-time bugs." + "reason": "Eval-mode gradient-checkpointing misuse vs missing support flag on a trust_remote_code model." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "BitNet accelerate loading and MLukeTokenizer task AttributeError are unrelated model/tokenizer failures." + "reason": "Both are Qwen VL training issues, but they target different model versions and different failure modes." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and FP8 inference failure on B200 are different hardware/kernel issues." + "reason": "Whisper runtime failure vs missing Float8 storage type; unrelated." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "SigLIP2 docs example errors and HF-vs-JAX implementation discrepancy are related to the same model family but not the same underlying bug." + "reason": "Perplexity/reporting issue vs `batch_decode` special-token handling; not the same bug." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "A model-loading regression for Phi-4 multimodal is not the same as a too-new MIN_PEFT_VERSION requirement." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared state reconstruction; unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "SigLIP2 implementation mismatch and an incorrect pipeline error message about translation support are unrelated." + "reason": "`init_empty_weights` / `_is_hf_initialized` regression vs Float8 storage lookup failure; different code paths." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "gguf_file breaking from_pretrained paths and ScandiBERT load failure are different loading issues." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` behavior for a specific tokenizer." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both mention missing pad-token-related fields, but they affect different configs, fields, and models." + "reason": "Different Transformers v5 regressions affecting separate internals." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are unrelated model behaviors." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image IterableDataset finetuning." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Gemma4 PLE device mismatch with auto device map is not the same as sinq quantization save/load breakage." + "reason": "GGUF/v5 loading failure vs missing `pad_token_id` on Llama4Config; different defects." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "SigLIP2 nonsense outputs and return_tensors being ignored are different API bugs." + "reason": "Bad AutoTokenizer error message vs Apple Silicon warmup TypeError; unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Tokenizer extra-spacing after added token and MacOS bus error with a CLIP model are unrelated." + "reason": "Different tokenizer/model-loading regressions; no shared underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45812 is indeed a broad Granite tokenizer regression with multiple inbound references, and 45216/45357 look like the only credible near-duplicate pair around the Qwen3.5 save_pretrained regression. The soft-edge rejections are generally conservative and tied to distinct titles/symptoms. No PR pairs are present in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 25, + "component_count": 22, + "review_unit_index": 12, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:33357", - "issue:33666", - "issue:39692", - "issue:43257", - "issue:43278", - "issue:43295", - "issue:43299", - "issue:43334", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", "issue:43493", - "issue:43504", - "issue:43540", - "issue:43572", - "issue:43575", + "issue:43531", "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", "issue:43646", - "issue:43653", "issue:43701", - "issue:43824", - "issue:43844", - "issue:43927", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", "issue:43994", - "issue:44112", + "issue:44079", + "issue:44265", "issue:44291", - "issue:44361", - "issue:44464", + "issue:44462", "issue:44466", - "issue:44488", - "issue:44493", - "issue:44568", - "issue:44589", - "issue:44792", - "issue:44843", - "issue:44849", - "issue:44964", - "issue:44977", - "issue:45200", - "issue:45229", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", "issue:45357", - "issue:45405", - "issue:45520", - "issue:45584", - "issue:45759", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", "issue:45812", "issue:45823", - "issue:46209", - "issue:46285", - "issue:46424", - "issue:46489" + "issue:45834", + "issue:46402" ], "soft_pairs": [ - "issue:43278|issue:43844", - "issue:43493|issue:43844", - "issue:39692|issue:43295", - "issue:44849|issue:46209", - "issue:33357|issue:33666", - "issue:44488|issue:44843", - "issue:43646|issue:44466", - "issue:44568|issue:46489", - "issue:43278|issue:43701", - "issue:43927|issue:44361", - "issue:44568|issue:45812", - "issue:43540|issue:44977", - "issue:44792|issue:45405", - "issue:43257|issue:43299", - "issue:43575|issue:45405", - "issue:44589|issue:45520", - "issue:43504|issue:43606", - "issue:44849|issue:45357", - "issue:43334|issue:43572", - "issue:43606|issue:44112", - "issue:43824|issue:44589", - "issue:43334|issue:45759", - "issue:44464|issue:46424", - "issue:44493|issue:46285", - "issue:43504|issue:43653", - "issue:45200|issue:45229", - "issue:43572|issue:44291", - "issue:44464|issue:45584", - "issue:45229|issue:45823", - "issue:43994|issue:44493", - "issue:43844|issue:44964" + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "bcfb3589755502632e33adcf63cc6a7d4a70eff678f6636b6f0d08c7f1a80a3f", + "prepared_review_unit_hash": "893bcc1913af36c6ba503d0b3e127aff7cc2c5cb44237fb55a9ef38debc38a7d", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37130, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "soft_pair_count": 30, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "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 regressions, with many tokenizer/config/model-loading issues across different model families. None of the soft pairs look like the same underlying bug or change, so I rejected them all. If one issue has to represent the cluster, the broadest and most user-impactful is the Granite tokenizer regression.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45812 is the best umbrella representative: it describes a broad, silent v4\u2192v5 tokenizer regression affecting all Granite models, which is more general and higher-impact than the more model-specific reports here.", + "summary": "Most pairs are broad-similarity only and should be rejected. The strongest duplicate signals are the TensorFlow backend packaging issue, the SigLIP2 HF-vs-JAX mismatch, and the Qwen2.5-VL positional-id regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43493 is the cleanest root-cause report in this set: it states the SigLIP2 HF/JAX implementation mismatch directly, and issue 43994 reads like the user-facing symptom of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the clearest cluster-representative value because it is broad, regression-framed, and likely to matter to multiple downstream users; the rest are mostly narrower, unrelated edge cases.", + "best_issue_reason": "43493 is the best anchor issue because it is specific, reproducible, and points to the underlying implementation discrepancy rather than only a downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43844", - "accept": false, - "reason": "Different bugs: dtype change in evaluation vs. exploding gradients with HfDeepSpeedConfig/ZeRO-3." - }, - { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the DeepSpeed gradient problem." + "reason": "Different bugs: device-map/offload load failure vs MoE training memory inefficiency." }, { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as the v4.57.5 processor/tokenizer regression." + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both describe the same packaging/dependency bug: installing the torch extra leaves TensorFlow backend unavailable/undefined." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Different model families and failure modes: Qwen3.5 hidden-states behavior vs FP8 inference on B200." + "reason": "Different code paths: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized loading failure." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "CLIP bus error on macOS is unrelated to Qwen2-VL multi-GPU training." + "reason": "Both are training degeneracies, but one is tied to flash_attention_3 and the other to single-label classification loss handling." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both involve loading/tokenizer code, but one is a specific model load failure and the other is an offline-mode regression from unconditional hub calls." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated regressions." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Custom model initialization breakage is not the same as device-dependent serialization of lm_head.weight." + "reason": "Tokenizer.json loading behavior vs Granite token-ID regression are different failures." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different concrete failures." + "reason": "Video-LLaVA vision tower/temporal attention bug vs Sam3 text-encoder weight loading bug." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Embedding dtype mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "CUDA assert under auto device mapping is unrelated to the Mistral tokenizer regex/backend_tokenizer crash." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "DiaConfig save/load token ID loss is a different issue from MLukeTokenizer task-time AttributeError." + "reason": "Both involve batching, but the actual bugs differ: missing padding-mask support vs sliding-window all-padding NaNs." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Granite token ID regression and mdeberta add_special_tokens regression are separate tokenizer bugs." + "reason": "Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization regression." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is not the same as Qwen3.5 flash-attention generation issues." + "reason": "Both are v5 loading regressions, but they describe different concrete failures and are not clearly the same bug." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "A janus model test failure is unrelated to the PEFT minimum-version bump." + "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key handling." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen3 MOE-related, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL loading; not the same bug." + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are different problems." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Tensor-parallel OOM is unrelated to a dependency version bump." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError are different platform/runtime issues." + "reason": "Package extras / TensorFlow backend setup is unrelated to the PaddleOCR-VL vLLM load failure." }, { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "Legacy-field load failure for Beit is not the same as Bark CPU-offload device mismatch." + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL positional-id regression in v5.3.0, one for still images and one for video input." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder save_pretrained keys are distinct regression symptoms." + "reason": "Multi-image IterableDataset finetuning failure is not the same as the Qwen2.5-VL video positional-id bug." }, { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config is unrelated to StableLm pad_token_idx." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem: HF implementation disagrees with JAX and produces bad outputs in AutoModel/pipeline." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "A real CPU-offload device mismatch is not the same as a stale GraniteSpeech CI test." + "reason": "Untied lm_head weights and inconsistent lm_head serialization are different weight-tying issues." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL import error and Float8 storage lookup failure are unrelated." + "reason": "Qwen2.5-VL position-id regression and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Both touch Qwen multimodal config loading, but the concrete failure modes differ: missing pad_token_id vs text_config unwrapping." + "reason": "Whisper runtime failure is not the same as the meta-device loading regression." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as max_cache_length handling in cache config." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-GGUF loading failure are different model/version issues." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Unexpected position_id keys across many models is a different structural regression than CLIP text-model wrapper inconsistency." + "reason": "_is_hf_initialized/init-empty loading regression is unrelated to the bfloat16 dtype mismatch issue." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are different bugs." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-id regression." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "StableLm pad_token_idx regression and init_empty_weights unexpected argument are different initialization problems." + "reason": "Unexpected _is_hf_initialized argument and strict config blocking granite_speech are unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Quantized offload behavior and version-dependent tokenization are different regressions." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Both are Gemma4 issues, but one is inference OOM and the other is a device mismatch during forward." + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the torch 2.4.1 and transformers 5.8.0 incompatibility." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "SigLIP2 nonsensical outputs and widespread position_id key warnings are not the same bug." + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check failure do not share the same code path." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "DeepSpeed gradient anomaly is unrelated to Phi-4-multimodal model loading failure." + "reason": "Qwen video-input regression and Gemma4 PLE device-mismatch forward failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are strongly title-aligned (packaging/TensorFlow backend, SigLIP2 HF-vs-JAX symptom/root-cause, and Qwen2.5-VL position-id regressions), while the rejections avoid overstating similarity. No PR mergeability concerns apply here since these are issue pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 26, + "component_count": 22, + "review_unit_index": 13, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:15354", - "issue:28218", - "issue:29159", - "issue:29942", - "issue:30333", - "issue:32090", - "issue:34567", - "issue:37428", - "issue:38175", + "issue:34634", + "issue:35707", "issue:39692", - "issue:42490", - "issue:43065", - "issue:43232", - "issue:43295", - "issue:43450", - "issue:43493", - "issue:43540", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", "issue:43550", "issue:43572", - "issue:43575", - "issue:43696", - "issue:43701", - "issue:43844", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", "issue:43873", - "issue:43957", + "issue:43881", + "issue:43883", "issue:44186", - "issue:44423", - "issue:44554", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", "issue:44610", - "issue:44734", - "issue:44849", - "issue:44987", + "issue:44898", + "issue:44977", + "issue:44991", "issue:45072", - "issue:45084", - "issue:45198", - "issue:45200", - "issue:45356", - "issue:45406", - "issue:45446", - "issue:45520", - "issue:45588", + "issue:45584", + "issue:45704", "issue:45759", "issue:45823", + "issue:45920", + "issue:45923", "issue:46050", - "issue:46121", - "issue:46178", - "issue:46192", - "issue:46369" + "issue:46209", + "issue:46305", + "issue:46315" ], "soft_pairs": [ - "issue:43873|issue:46050", - "issue:45588|issue:46050", - "issue:29942|issue:30333", - "issue:42490|issue:43696", - "issue:29159|issue:32090", - "issue:43065|issue:46369", - "issue:45084|issue:45520", - "issue:28218|issue:34567", - "issue:44423|issue:44734", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:45406|issue:46121", - "issue:43493|issue:43701", - "issue:45072|issue:45198", - "issue:45588|issue:45759", - "issue:43540|issue:45200", - "issue:43295|issue:43450", - "issue:37428|issue:43957", - "issue:44186|issue:46192", - "issue:45200|issue:45823", - "issue:45823|issue:46192", - "issue:43295|issue:44610", - "issue:43295|issue:43873", - "issue:45520|issue:46178", - "issue:43450|issue:43575", - "issue:43550|issue:43844", - "issue:43232|issue:44849", - "issue:43572|issue:44987", - "issue:44554|issue:45356", - "issue:39692|issue:46192" + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42796|issue:44977", + "issue:40990|issue:42947", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "9146da04106aa5e94d1713322633bf0b6211a9a9965cab368a50d9014e45bcd0", + "prepared_review_unit_hash": "41569c814f38f62eb8e8d333b46fe4fab49a542d2cd5df7c232181eec769f6d6", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36779, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "soft_pair_count": 29, + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of transformer bug reports spanning tokenizer regressions, multimodal processor issues, generation/serve crashes, flash-attention, quantization, and loading/import edge cases. The soft pairs mostly share only broad subsystem overlap, not the same underlying defect.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43295 is the broadest user-facing regression here around processor/tokenizer behavior in a recent release, and it sits closest to the multimodal/tokenization theme that recurs across several nearby issues.", + "summary": "The set is a grab bag of unrelated model-, tokenizer-, processor-, and loading-path bugs. None of the suggested soft pairs look like the same concrete underlying defect, so I reject all soft edges. The strongest standalone issue is the broad tokenizer regression affecting multiple models.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45920 is the best umbrella candidate: it is an open, regression-style tokenizer bug affecting multiple model families, with clear user impact and broad duplicate potential.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the most representative anchor because it describes a concrete regression with clear user impact and a general processor/tokenizer path, making it the best single issue to summarize this otherwise heterogeneous set.", + "best_issue_reason": "Issue 45920 is the strongest issue to anchor the cluster because it is broad, reproducible, and clearly describes a multi-model regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Quantization offloading behavior and save/load corruption are different failure modes; same broad area, not the same bug." + "reason": "Audio chat-template sample-rate handling and PEFT checkpoint loading are different subsystems with different failure modes." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Flash-attention sink handling crash is unrelated to sinq save_pretrained/from_pretrained breakage." + "reason": "Perplexity regression on a causal LM and Whisper empty-transcription failure are unrelated bugs." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "FlashAttention2 CI failures and MLflow reporting on job failure are unrelated subsystems." + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Trailing-slash import warning is a path-parsing issue; the other is a model OOM on load." + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map CUDA assertions." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the trainer NoneType GPU broadcast error." + "reason": "Bark voice_preset handling and progressive generation with cached KV are unrelated." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "A dummy Conv2d placeholder in a decoder is not the same as memory overflow when using the SAM3 lite text model." + "reason": "CPU offload device mismatch for Bark-small is not the same bug as DAC forward/from_latents parity." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Compilation of non-template nodes and flash_attn backend import mapping are different code paths." + "reason": "Weight tying in AyaVision and torch.compile SDPA failure in Bamba are different code paths." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Added-token spacing and num_input_tokens_seen bookkeeping are unrelated tokenizer vs trainer-state issues." + "reason": "Documentation/example errors and Qwen2.5-VL finetuning with iterable datasets are unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both involve serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing." + "reason": "Tokenizer crashes on NER/padding versus torch.export failures in torch_compilable_check are different classes of bug." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated defects." + "reason": "Both involve device_map=auto, but the affected models and concrete failures differ." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "TorchScript generator-expression export failure is unrelated to SigLIP2 zero probabilities." + "reason": "Streaming mask off-by-one and slow convert_tokens_to_ids are unrelated performance/logic issues." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope param list conversion are different bugs in different layers." + "reason": "MIMI batching/padding-mask correctness and OmDet-Turbo image-size mismatch are unrelated." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "SigLIP2 implementation parity and checkpoint resume key mismatch do not describe the same underlying problem." + "reason": "A model-specific add_special_tokens regression is not the same as the broader wrong-token-id tokenizer regression." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Dtype mismatches in bfloat16 inference are unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Accelerate+DeepSpeed MoE weight conversion and missing gradient-checkpointing flag are different configuration bugs." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Flash-attention s_aux=None crash and composite Qwen config unwrapping are different model-integration bugs." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaults." + "reason": "lm_head tying and bfloat16 dtype mismatch are different model/runtime problems." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression in one issue and batched video output shape in the other are distinct multimodal bugs." + "reason": "They both mention offloading/quantization, but the titles point to different failure modes and are too broad to merge." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Missing flash-support import and meta-device loading breakage are different import/loading problems." + "reason": "MIMI padding-mask correctness and Perceiver interpolation at non-default resolution are unrelated." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batching differ from return_tensors being ignored with text_kwargs." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are distinct loading issues." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Defaulting mm_token_type_ids and device-map-induced device mismatch are not the same defect." + "reason": "Tokenizer BPE-marker handling and flash-attention generation failures are not the same underlying bug." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Device mismatch during forward is unrelated to return_tensors being ignored." + "reason": "Perplexity on a benchmark and ineffective gradient checkpointing are unrelated." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "A processor/tokenizer regression is not the same as OmDet-Turbo producing the wrong image size." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different v5 regressions." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "flash_attn KeyError on Python 3.13 and tensorflow_text backend mapping validation are separate import-registry issues." + "reason": "A 3d_parallel script failure and a Qwen3Moe FP8 config failure are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Batched video shape bug and tensor-parallel OOM for Qwen2-57B are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping in composite Qwen configs are different config issues." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different training/runtime bugs." + "reason": "Llava Next loading segfaults and sinq save/load breakage are different model-loading paths." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Generation kwargs update after sync_gpus and output_hidden_states behavior in Qwen3.5 are not the same issue." + "reason": "BeitImageProcessor label reduction and Molmo tied-weights attribute errors are unrelated." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a transformers>=5.1 loading failure are separate regression reports." + "reason": "CUDA assert under auto device mapping and Llava Next segfaults are distinct load-time failures." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer codec regression are unrelated." + "reason": "Model loading failure and tokenizer loading regression affect different components." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "CUDA reserved-memory growth under int4 quantization and an apex RMSNorm memory leak are separate memory issues." } ] }, @@ -8346,279 +3251,446 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 27, + "component_count": 22, + "review_unit_index": 14, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:28218", - "issue:35141", - "issue:37428", - "issue:38175", + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", "issue:41720", - "issue:42490", + "issue:42617", "issue:42915", - "issue:43262", - "issue:43278", - "issue:43334", - "issue:43388", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", "issue:43450", - "issue:43452", - "issue:43493", - "issue:43525", - "issue:43526", + "issue:43531", + "issue:43550", "issue:43572", - "issue:43653", - "issue:43819", - "issue:43824", - "issue:43827", - "issue:43856", - "issue:43901", - "issue:43950", - "issue:43957", - "issue:43975", - "issue:44112", - "issue:44442", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", "issue:44466", - "issue:44479", - "issue:44521", "issue:44610", - "issue:44792", - "issue:44857", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", "issue:44898", - "issue:45127", - "issue:45198", - "issue:45200", - "issue:45290", - "issue:45325", - "issue:45381", - "issue:45412", - "issue:45563", - "issue:46192", - "issue:46209", - "issue:46285", - "issue:46512" + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" ], "soft_pairs": [ - "issue:44521|issue:45290", - "issue:43572|issue:43957", - "issue:37428|issue:43824", - "issue:45381|issue:46209", - "issue:42490|issue:43493", - "issue:44466|issue:45127", - "issue:38175|issue:43493", - "issue:43653|issue:44112", - "issue:43278|issue:43856", - "issue:28218|issue:35141", - "issue:43452|issue:46512", - "issue:43950|issue:46285", - "issue:44898|issue:45412", - "issue:42915|issue:43824", - "issue:43334|issue:43525", - "issue:43262|issue:43450", - "issue:43824|issue:43975", - "issue:45200|issue:45325", - "issue:44442|issue:45198", - "issue:44479|issue:46192", - "issue:44792|issue:45563", - "issue:43388|issue:43526", - "issue:43819|issue:44112", - "issue:43827|issue:43901", - "issue:41720|issue:46209", - "issue:44610|issue:44857" + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:26413|issue:28530", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44186|issue:44361", + "issue:36331|issue:41720" ], - "prepared_review_unit_hash": "e7e9decde8a025d02ca0d1e9d9f344f1dff01a249304f5e114ee3b0b0f1f1e84", + "prepared_review_unit_hash": "8df2dc155dc1f6e1b76b6d79c0cadbc9a0393873dba9c7ccdd1cb72d0fc789c5", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35354, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "soft_pair_count": 32, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like distinct issues rather than duplicates; they mostly share broad subsystems or API surfaces but not the same concrete bug. I therefore rejected every soft edge and selected one strong open issue as the best representative issue overall.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44521 is the strongest open, user-facing report here: it has multiple inbound references, clear reproducible behavior, and a focused multimodal `apply_chat_template` regression.", + "summary": "Mostly a heterogeneous set of issue reports around unrelated model-specific regressions and trainer/loading failures. Only one soft pair looks plausibly duplicate: the custom-model init/from_pretrained regressions in 43646 and 46665. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the broadest representative regression here and the best umbrella for the only plausible duplicate pair; the rest are mostly unrelated model- or subsystem-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most actionable overall because it is open, well-scoped, and appears to impact a common multimodal code path with active discussion.", + "best_issue_reason": "Issue 43646 best captures the cluster\u2019s main recurring theme: Transformers v5 breaking custom model initialization/loading paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is about zeroed assistant masks for multimodal inputs and the other is a crash with tool-call messages; different failure modes and likely different fixes." + "reason": "Different regressions: tied `lm_head.weight` serialization vs incorrect Qwen3.5 visual encoder keys during save_pretrained." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "These are separate loading/config bugs: missing `pad_token_idx` in one model config versus failures when loading models on `torch.device(\"meta\")`." + "reason": "Both involve Qwen models, but one is a device-map cudaErrorAssert and the other is a flash-attention generation failure." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both are import errors, but for different symbols and likely unrelated code paths (`_flash_supports_window_size` vs `Qwen2_5_VLForConditionalGeneration`)." + "reason": "Trainer `compute_loss` kwarg breakage is unrelated to a 3d_parallel startup failure." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "One is a Qwen2.5-VL video position-id regression; the other is an FP8 inference failure on B200. Different hardware/model issues." + "reason": "Unexpected `num_items_in_batch` kwarg and FineGrainedFP8Config failure are different bugs." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Local-path slash import warning and SigLIP2 implementation mismatch are unrelated bugs." + "reason": "Video processor batching shape bug and tokenization-version drift are different subsystems." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "One concerns inconsistent `lm_head.weight` serialization by device; the other concerns LoRA merge behavior with extended vocab and tied embeddings. Not the same bug." + "reason": "Checkpoint resume/epoch iterator failure is separate from early-stopping metric resolution." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both mention SigLIP2, but one is a specific zero-probability symptom and the other is a broader HF-vs-JAX discrepancy; insufficient evidence they are the same concrete issue." + "reason": "Both are loading regressions, but one is strict config parsing and the other is tokenizer loading; no shared code-path is evident." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "A tokenizer special-token registration bug and a GraniteSpeech CI device-override test failure are different problems." + "reason": "Extremely high perplexity on a model is not the same as tokenization behavior changing across versions." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Different topics: dtype drift in evaluation versus memory inefficiency during Qwen3 MoE training." + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in bfloat16 inference." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to output embedding reinitialization after resizing embeddings." + "reason": "Same Sam3 family, but dummy Conv2d in the pixel decoder and missing text-encoder weights are different bugs." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "GGUF loading breakage and stale `config.dtype` after `from_config(dtype=...)` are separate model-loading regressions." + "reason": "Quantization/offload behavior and disabling mmap for OOM are different root causes." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Non-persistent buffer corruption on load is not the same as CLIP text model structural inconsistency." + "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight loading are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory not being released are unrelated." + "reason": "Qwen3 auto device-map assert and 3d_parallel execution failure are unrelated." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Qwen3Moe FP8 failure and a missing Qwen2.5-VL import are different issues." + "reason": "BLIP2 dtype propagation and checkpoint max_steps recalculation are distinct trainer/model-loading bugs." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both are missing `pad_token_id` on configs, but they affect different model classes and likely require separate fixes." + "reason": "Mistral3 tied-weight serialization and Qwen3.5 visual-encoder key saving are different model-specific failures." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are different processor bugs." + "reason": "Different failures: torch.compile SDPA crash vs CPU offload device mismatch." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Importing a missing class and incorrect detokenization for DeepSeek are unrelated." + "reason": "Processor/tokenizer regression in v4.57.5 and version-dependent tokenization behavior are not the same bug." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43646", + "right": "issue:46665", + "accept": true, + "reason": "Both describe v5 regressions in custom Python model classes/from_pretrained initialization; they plausibly share the same loading/init bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Gemma 4 multimodal token-type defaults and Qwen2.5-VL temporal position-id scaling are different multimodal regressions." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are distinct audio-model problems." + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different components and failures." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Processor output-size bug and Perceiver non-default-resolution failure are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "A failed Janus image-generation test and a stale warning for `num_return_sequences` are not the same bug." + "reason": "FineGrainedFP8Config failure and dequantized-model offload loading failure are different mechanisms." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Metric gathering drops tuple labels in the last batch, whereas BeitImageProcessorFast reduces labels to a single item; different code paths." + "reason": "Both are serve/multimodal crashes, but the concrete failures and code paths differ." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI test failure are unrelated." + "reason": "`GenerationMixin` import error is unrelated to a 3d_parallel runtime failure." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both are pipeline docs issues, but they concern different pipelines and different deprecated/changed behaviors." + "reason": "Cache-path collisions and read-only permission propagation are different save/export bugs." }, { "left": "issue:41720", - "right": "issue:46209", + "right": "issue:45161", "accept": false, - "reason": "Different hardware/model failures: auto device mapping on A800 versus FP8 inference on B200." + "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel failure are unrelated parallelism issues." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated trainer problems." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3_5 recurrent-state reset are different models and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels import requirements are different package/code-path issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different AttributeError failures; no shared bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "OmDet-Turbo preprocessing shape mismatch and LwDetrImageLoss AMP/CUDA crash are separate detection-model issues." + "reason": "Unexpected `compute_loss` kwarg and Qwen3 device-map assert are unrelated." } ] }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays cautious about the largely heterogeneous set of issues, and the only accepted soft pair (43646/46665) is framed as a plausible shared custom-model loading/init regression rather than a strong certainty. No PR pairs are present, so there is nothing mergeability-related to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 15, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "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:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:43550|issue:43653", + "issue:29159|issue:36032", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:45357|issue:46402", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44625|issue:45479", + "issue:44077|issue:44625", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "a8e9086d815dca42b21b1390408ad421a7f7b823c17c3ef8591563e0981a0abb", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -8629,298 +3701,431 @@ { "label": "issue", "component_index": 1, - 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"summary": "The cluster is heterogeneous: most items are separate bugs across unrelated subsystems, so none of the soft pairs should be merged as duplicates. The only loosely coherent area is chat-template/multimodal handling, but even there the issues describe different failure modes.", - "confidence": 0.6, - "canonical_issue_reason": "issue:44521 is the best representative issue: it is open, has the most discussion/inbound references, and sits in the most coherent subgroup in this set (chat_template / multimodal input handling).", + "summary": "The cluster is mostly heterogeneous: nearly all pairs are unrelated issues in different models/code paths. Only one pair is a clear duplicate (the two Qwen2_5_VLProcessor.apply_chat_template batched-input crashes). One offline tokenizer pair is thematically close but still too specific vs generic to merge confidently.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span many unrelated bugs, with only localized duplicate candidates rather than one coherent underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest global issue candidate because it is the most active and broadly scoped within the only clearly related theme in the cluster.", + "best_issue_reason": "If forced to anchor on the strongest duplicate signal, issue 44545 is the best representative because it is the cleaner duplicate of 44514 and has the clearer, more specific title.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are import-utils-related, but they are different missing symbols and different breakages: `is_torch_fx_available` removal vs missing `is_falcon_mamba_ssm_available`." + "reason": "Different models and failure modes: Perceiver image-resolution handling vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs RT-DETR memory not released on delete." + "reason": "Both are tokenizer-related, but one is an AddedToken constructor regression and the other is a model load failure for ScandiBERT." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "One is a config bug in SwitchTransformers layer creation; the other is a Bamba SDPA/torch.compile failure. Not the same bug." + "reason": "Both mention Qwen, but one is a tie_word_embeddings warning during LoRA fine-tuning and the other is a visual encoder key save/load regression." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Different feature areas: `LasrFeatureExtractor` center-arg regression vs Whisper empty transcription after `align_special_tokens`." + "reason": "Unrelated bugs: eval-mode gradient checkpointing restriction vs a DeepSpeed ZeRO-3 gradient explosion regression." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Both involve model construction, but one is Qwen multimodal `text_config` unwrapping and the other is CLIP text-model structure inconsistency." + "reason": "Different code paths: loading a specific model repository vs image processors incorrectly requiring torchvision." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Different model-specific helper bugs: DAC `from_latents`/STE mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "Video processor padding bug vs FA2 long-context performance regression; no same underlying defect." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Unrelated training-time failures: float16 AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss handling when denoising is off." + "reason": "Both are vision-related, but one is a documentation/example mismatch and the other is a processor/model image-size mismatch." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Both are import/dependency issues, but they are on different platforms and dependencies: flash_attn on Python 3.13 vs torch.distributed on Windows ROCm." + "reason": "Different tokenization problems: runtime special-token post-processing updates vs DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Different problems: CPU offload device mismatch in bark-small vs a qwen3_omni_moe helper-function issue." + "reason": "T5 apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "Qwen3 device-mapping CUDA assert and T5 RMSNorm leak are unrelated failures." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType broadcast errors are different code paths." + "reason": "Both involve trainers, but one is embedding unpacking in TRL SFT and the other is evaluate() failing after train(); different bugs." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding is disabled; titles describe the same failure." + }, + { + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "One is a missing import from flash-attention utils; the other is broad Torch 2.10 incompatibility. Not the same issue." + "reason": "Local checkpoint loading with PEFT adapters vs quantized model save/load breakage are different mechanisms and symptoms." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Bamba SDPA/compile failure and GraniteSpeech CI stale device override are distinct failures." + "reason": "Eval-mode gradient checkpointing and T5 memory leak are not the same code-path problem." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Generic torch-missing ImportError vs MacOS bus error with a community CLIP model are not the same underlying bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a Jupyter custom-model initialization regression." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Pegasus output regression across v4/v5 and Qwen3 recurrent-state reset are separate model behavior bugs." + "reason": "Both involve HF_HUB_OFFLINE tokenization paths, but one is a generic cache-load failure and the other is a specific _patch_mistral_regex model_info() call; too broad to treat as the same bug." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Mamba2Mixer use_cache correctness issue is unrelated to a T5 decoder input validation error message." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "A dtype-staleness bug in `from_config` is unrelated to a pipeline error-message regression." + "reason": "Composite Qwen multimodal config unwrapping is unrelated to a missing gradient-checkpointing flag." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Both touch chat template logic, but one crashes on assistant tool-call messages and the other concerns `continue_final_message` for mistral_common tokenizers." + "reason": "Special-token post-processor update bug is different from BigBirdTokenizer mask-token registration causing empty decode output." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Processor chat-template absence and DiffusionGemma meta-device loading are unrelated." + "reason": "Both are model quality/prediction issues, but they affect different models and different inference paths." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as a GraniteSpeech CI device override test failure." + "reason": "SigLIP2 documentation/example errors are unrelated to quantization offloading behavior." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "LayoutLMV3 error-message clarity issue vs Trainer broadcast TypeError; different functionality and severity." + "reason": "PEFT checkpoint loading vs quantization/offloading behavior are distinct problems." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different missing imports: `_flash_supports_window_size` vs `HybridCache`." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position IDs bug are separate multimodal issues." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Special-token post-processing and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash in Mistral tokenizer loading and the other is a Kimi-K2.5 regression with codec handling; not the same concrete bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Different subsystems and failure modes: model config bug vs CI stale device override." + "reason": "Image processor void segmentation maps and GenerationMixin import error are unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "LoRA merge/model collapse with tied embeddings is unrelated to category cardinality limits." + "reason": "Tokenizer codec/regression issue vs list_repo_files revision forwarding bug; no overlap in code path." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss omission are different issues." + "reason": "BitNet packed-weight loading and DAC.from_latents STE mismatch are separate model-specific bugs." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Both mention attention-related paths, but one is an `s_aux=None` crash in flash_attention integration and the other is a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet accelerate-loading unpacking." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaulting and a flash_attention `s_aux=None` crash are separate bugs." + "reason": "Bamba torch.compile+SDPA failure and bfloat16 dtype mismatch in other models are different issues." } ] }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone positive duplicate call on issue:44514 / issue:44545 is well supported by nearly identical titles, and the rest of the soft-edge rejections are phrased narrowly enough to avoid overclaiming duplicate status. The heterogeneity summary is also consistent with the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 17, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43596|issue:44220", + "issue:43618|issue:43697", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44220|issue:44661", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:44485|issue:44509", + "issue:43716|issue:44008", + "issue:43388|issue:46032" + ], + "prepared_review_unit_hash": "703845c8a6e58dfe8b1259d2e4ed12d9c8a28536987eb8332d47cee12eb4e33e", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36387, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -8931,319 +4136,302 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 29, + "component_count": 22, + "review_unit_index": 18, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:10000", - "issue:15354", - "issue:26413", - "issue:27957", "issue:28218", - "issue:29942", - "issue:31501", - "issue:32090", - "issue:33357", - "issue:34689", - "issue:35141", - "issue:38175", - "issue:39692", - "issue:40444", - "issue:42490", - "issue:43278", - "issue:43329", - "issue:43381", - "issue:43526", - "issue:43550", - "issue:43575", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", "issue:43606", - "issue:43701", - "issue:43819", - "issue:43854", - "issue:44206", - "issue:44360", - "issue:44448", - "issue:44493", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44291", + "issue:44479", "issue:44561", - 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"issue:44857|issue:45072", - "issue:43701|issue:45083", - "issue:38175|issue:44493", - "issue:32090|issue:33357", - "issue:42490|issue:43575", - "issue:45290|issue:45381", - "issue:43550|issue:45083", - "issue:29942|issue:35141", - "issue:40444|issue:43526", - "issue:45290|issue:46655", - "issue:45920|issue:46192", - "issue:44448|issue:44977", - "issue:27957|issue:34689", - "issue:43278|issue:43329", - "issue:44977|issue:45229", - "issue:44855|issue:46399", - "issue:10000|issue:15354", - "issue:43278|issue:43381" + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43540|issue:45381", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43582|issue:44857" ], - "prepared_review_unit_hash": "efe77f0dc5ce3529c0e120cd5027a3acd33548e460256645020ebad854c99f93", + "prepared_review_unit_hash": "d37c8db73d0b024e11d27cf4f21be222ec6d98e0d035a7418b9c958cf6c18c52", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36984, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "soft_pair_count": 29, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: nearly all pairs are unrelated bug reports that only share broad Transformer/regression language. The only clear duplicate is the repeated Qwen3.5 MoE `from_pretrained` issue (45310/45478).", - "confidence": 0.9, - "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the same Qwen3.5 MoE `from_pretrained` regression as issue:45478, so it is the better canonical issue for that duplicate pair.", + "summary": "This set is mostly unrelated issues with one clear duplicate-like tokenizer pair. I\u2019d only merge the tokenizer spacing inconsistency pair; the other soft matches are too broad or only share a subsystem/theme.", + "confidence": 0.82, + "canonical_issue_reason": "issue:29159 is the better canonical for the tokenizer pair because it states the broader slow-vs-fast inconsistency that can subsume the more specific extra-space symptom in issue:28218.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the broadest and most representative standalone issue in the set: it describes a multi-model tokenizer regression, is open, and already has inbound references.", + "best_issue_reason": "issue:29159 is the strongest representative issue in the set: it is specific enough to identify the bug, but broad enough to cover the duplicate symptom and make triage easier.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 doc-example errors and BEiT label reduction are different components and failure modes." - }, - { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Llama 3.2 model-loading failure is unrelated to token embedding resizing/post_init reinitialization." + "reason": "Different models and different failure modes: Whisper empty transcription handling vs Kosmos2.5 long OCR index error." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "A checkpoint-resume epoch_iterator bug is not the same as FineWeb SLM startup failure." + "reason": "Both involve loading/runtime regressions, but the reported bugs are different code paths and symptoms; not the same underlying issue." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Local-path trailing-slash warning and GLM-4.7-Flash loading correctness are different loading issues." + "reason": "Same broad area of inference/device/dtype problems, but different models and concrete failures; too weak to treat as duplicates." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "DAC `from_latents` mismatch and position-id key warnings concern different model paths." + "reason": "Unrelated bugs: BarkProcessor voice preset handling vs GenerationMixin import failure." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer decode-error masking with missing protobuf is unrelated to a missing import-utils availability symbol." + "reason": "Non-persistent buffer corruption is unrelated to StaticCache sequence-length return-type behavior." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE `from_pretrained` regression, with matching title and symptom; 45478 is a later duplicate." - }, - { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "CPU offload device mismatch for `suno/bark-small` is not the same bug as AMP/CUDA float16 loss failure." + "reason": "AppleSilicon warmup TypeError is unrelated to stale config.dtype after from_config(dtype=...)." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Pegasus v4/v5 output drift and DeepSeek tokenizer regression are both regressions, but not the same code-path bug." + "reason": "Different model families and different regressions; only a vague video/OCR-input similarity." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "SigLIP2 documentation errors do not match the generic position-id key issue affecting many models." + "reason": "One is an error-message/doc support issue, the other is a model output correctness bug." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Unsupported `center` arg in feature extraction is unrelated to Gemma4 PLE device placement mismatch." + "reason": "Different model architectures and distinct dtype/vision-tower issues." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Added-token spacing behavior and `_gpu_broadcast_one` NoneType errors are unrelated tokenizer vs trainer bugs." + "reason": "Different validation paths and different model families; not the same bug." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "A missing ReLU in DSA indexer is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." + "reason": "Token post-processor updating and Whisper batch_decode skip_special_tokens are separate tokenizer behaviors." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both mention dtype/precision, but they affect different models and different execution paths." + "reason": "Different Qwen model-loading/generation problems with no clear shared underlying code-path." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are distinct issues." + "reason": "Tokenizer loading failure vs pipelines import failure; unrelated regressions." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Zero probabilities in SigLIP2 are not the same as unexpected position-id key handling." + "reason": "45020 is a broad umbrella about remote_code breakages, while 44561 is one specific cause; not clearly the same underlying bug." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Trainer broadcast NoneType failure and MacOS bus error are different runtime failures." + "reason": "Both are video-input regressions, but they affect different models and likely different preprocessing/position-id code paths." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Import warning for a trailing slash is unrelated to TP load OOM for Qwen2-57B." + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are different failures." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different multimodal code paths." + "reason": "Processor size mismatch vs dtype mismatch; different model-specific regressions." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Bamba SDPA compile failure and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference failures." }, { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resize." + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer bug: the added-token extra-space symptom in 28218 matches the broader slow-vs-fast tokenizer inconsistency described in 29159." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset finetuning failure and BEiT label reduction are unrelated." + "reason": "Both mention pipeline v5 removals, but one is an error message and the other is stale documentation." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Chat template tool-call handling and SmolVLM video padding are different bugs." + "reason": "Different loading regressions with different triggers and error surfaces; not the same bug." }, { - "left": "issue:45920", + "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "A v5 tokenizer wrong-token-ID regression is broader and different from `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "StaticCache return type and text_kwargs/return_tensors handling are unrelated." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Pegasus generation drift and Qwen3.5 flash-attention generation failure are distinct model-specific problems." + "reason": "Blip2 dtype loading bug and AppleSilicon allocator warmup TypeError are unrelated." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "XLMRoberta flash-attention support and Llama 3.2 model loading are unrelated." + "reason": "Jupyter custom-model initialization regression is not the same as from_pretrained behavior inside Python classes." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "BF16-to-FP32 dtype change in evaluation is unrelated to the missing video helper functions in multimodal token counting." + "reason": "Incorrect CamemBERT MLM predictions and generic tokenization changes are too broad to merge." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Backend packaging dependency issue vs Mistral regex patch crash; unrelated." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Python 3.13 `IndentationError` in a scripted model import is not the same as a missing decorator for rotary-pos-emb registration." + "reason": "BarkProcessor voice preset bug is unrelated to CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are unrelated." + "reason": "Unsafe sys.modules access and CLIP model structure inconsistency are different issues." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Embedding dtype drift in eval and gradient checkpointing in eval mode are different concerns." + "reason": "Allocator warmup TypeError on Apple Silicon is unrelated to LwDetrImageLoss AMP crash." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster is indeed mostly heterogeneous, and the duplicate Qwen3.5 MoE from_pretrained pair (45310/45478) is the only clearly supported duplicate. The soft-edge calls are conservative overall and do not overstate equivalence between different bugs." - }, + "evaluator_result": null, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -9253,301 +4441,416 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 30, + "component_count": 22, + "review_unit_index": 19, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:25251", - "issue:29127", - "issue:32090", - "issue:33290", - "issue:33357", - "issue:34567", - "issue:37428", + "issue:36010", + "issue:36331", + "issue:38175", "issue:39692", - "issue:41720", "issue:42175", "issue:42490", - "issue:42915", - "issue:42994", - "issue:43278", - "issue:43381", - "issue:43412", - "issue:43575", - "issue:43611", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", "issue:43653", - "issue:43701", + "issue:43697", + "issue:43720", + "issue:43742", "issue:43746", - "issue:43873", + "issue:43782", + "issue:43819", + "issue:43906", "issue:43927", - "issue:43976", - "issue:44186", - "issue:44361", - "issue:44448", - "issue:44466", - "issue:44561", - "issue:44568", - "issue:44743", - "issue:44779", - "issue:44857", - "issue:44871", - "issue:44977", - "issue:45198", - "issue:45229", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", "issue:45372", "issue:45406", - "issue:45440", - "issue:45491", - "issue:45563", - "issue:45588", - "issue:45698", - "issue:45803", - "issue:45823", - "issue:46121", - "issue:46209" + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46291", + "issue:46326" ], "soft_pairs": [ - "issue:44857|issue:45588", - "issue:43927|issue:45698", - "issue:43746|issue:46209", - "issue:44561|issue:44779", - "issue:37428|issue:42175", - "issue:43873|issue:45229", - "issue:32090|issue:33290", - "issue:25251|issue:32090", - "issue:43976|issue:45440", - "issue:44448|issue:44466", - "issue:41720|issue:45229", - "issue:42490|issue:43873", - "issue:44568|issue:45491", - "issue:45588|issue:45823", - "issue:44977|issue:45563", - "issue:45372|issue:45588", - "issue:43278|issue:43575", - "issue:33357|issue:39692", - "issue:45198|issue:45803", - "issue:29127|issue:34567", - "issue:43412|issue:45588", - "issue:44871|issue:44977", - "issue:43381|issue:43701", - "issue:43653|issue:44743", - "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:43611|issue:46121", - "issue:45372|issue:45406", - "issue:42915|issue:42994" + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:44387|issue:44617" ], - "prepared_review_unit_hash": "f28ff716a012f25e1ee77cc95c817c29d9e0f29a322327198b801aed4782b135", + "prepared_review_unit_hash": "cad6d9e3fe5e57d29882244337cc75f3a952d56e391837e0c3c162457639601f", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36517, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are thematic false positives rather than true duplicates; each pair targets a different bug surface, so there is no safe canonical issue or PR for this cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a defensible canonical: the cluster spans unrelated regressions across tokenizers, training, inference, packaging, and docs, and the soft pairs do not share the same concrete bug.", + "summary": "This cluster is mostly heterogeneous false positives. The only convincing duplicate pair is the Qwen3 tied-weights warning reports (44060/44368); the rest describe different models, code paths, or failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44060 is the clearest root-cause report for the only true duplicate pair; 44368 reads like a downstream manifestation of the same tied-weights warning bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the items are not one underlying problem; any pick would be arbitrary and misleading for dedup triage.", + "best_issue_reason": "44060 is the best global issue anchor because it states the underlying warning/mis-tied-weights problem more concretely and can absorb 44368 as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: one is an AMP/CUDA crash in LwDetrImageLoss, the other is a flash-attention AttributeError on `s_aux=None`." - }, - { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs and the other is wrong custom module resolution after `save_pretrained`; different root causes." + "reason": "Different bugs: BigBirdTokenizer special-token decode behavior vs MXFP4 quantization fallback/loading." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Unrelated problems: PEFT adapter loading from local checkpoints vs FP8 inference failure on B200." + "reason": "Audio processor sampling-rate default bug is unrelated to DAC latent reconstruction/STE mismatch." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Both are v5 regressions, but one is a removed utility breaking remote-code models and the other is a tokenizer output bug for DeepSeek; not the same code path." + "reason": "Different Qwen/VL issues: weight_only loading error vs still-image RoPE index scaling." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Different areas entirely: flash-attention import failure vs missing TensorFlow in a torch-only install." + "reason": "Both involve tokenizer/processor attributes, but different models and different failures; not the same code-path bug." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Both mention memory/offloading, but one is quantized offloading behavior and the other is multi-GPU CUDA OOM for Gemma4; not the same fix." + "reason": "Shared mistral_common dependency, but one is an import regression and the other is a continue_final_message behavior bug." }, { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are distinct training failures with different mechanisms." + "left": "issue:44060", + "right": "issue:44368", + "accept": true, + "reason": "Same underlying tied-weights warning bug in the Qwen3 family; 44368 is a downstream report of the same misconfiguration/incorrect warning." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to the Trainer `_gpu_broadcast_one` TypeError." + "reason": "Multimodal token counting video-branch bug is unrelated to auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Python version compatibility issue vs DeepSeekV3MoE divergence from remote implementation; no shared underlying bug." + "reason": "BEiT label reduction bug and RTDetrV2 output drift are different vision-model issues." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Both are v5 behavior changes, but one is generation/output mismatch and the other is serialization of tied weights; different concrete bugs." + "reason": "Specific MobileLLM key error is not the same as the broad remote_code breakage reported in 45020." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both are large-model inference failures, but one is a cudaErrorAssert on Qwen3 auto device mapping and the other is CUDA OOM on Gemma4 multi-GPU." + "reason": "Float8 storage lookup failure is unrelated to PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Import warning for trailing slash paths is unrelated to quantized offloading behavior." + "reason": "Bamba torch.compile+SDPA failure is a different path than MXFP4 quantization loading fallback." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings with mixed-length batching are different issues." + "reason": "BEiT image label reduction and MPS attention correctness are unrelated." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both touch Gemma4/attention, but one is a flash-attention crash and the other is a device-mapping mismatch in PLE forward; not mergeable as one fix." + "reason": "Template compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Flash-attention generation bug and a stale warning in paged generate() are unrelated." + "reason": "gguf_file breakage affects pretrained loading APIs differently than the est-roberta tokenizer regression." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Gemma4 processor loading fails for different reasons: missing `ReasoningEffort` import vs missing `_tokenizer` on serve; same family, different bugs." + "reason": "Isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Qwen3 MoE weight conversion/loading is unrelated to multimodal token counting in video processors." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "CLIP bus error on macOS and SigLIP2 doc example errors are different issues, with no shared code-path evidence." + "reason": "DAC latent decoding mismatch and DiaConfig save/load token-ID loss are different bugs." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu batch tensor conversion swallowing errors are distinct tokenizer/data-processing bugs." + "reason": "Zero3 training on non-pretrained Bert causing IndexError is not the same as evaluate() failing after train()." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." + "reason": "Import path regression for GenerationMixin is unrelated to custom-model initialization in notebooks." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Executorch export failures for Gemma3n and a flash-attention crash on sink-less models do not share the same underlying bug." + "reason": "GenerationMixin import failure and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Gemma3 EOS token config mismatch and Qwen3.5 flash-attention generation failure are separate model-specific issues." + "reason": "BitNet packed-weight loading bug and OmDet-Turbo processor/model input-size mismatch are unrelated." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Eval-mode checkpointing restriction and resume checkpoint key mismatch are different training-state problems." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the torchvision dependency regression in PIL processors." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset with cache are unrelated." + "reason": "Missing tensorflow backend in pip extras is unrelated to kernels v0.15 import requirements." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both affect tokenizers, but MLuke task AttributeError and Wav2Vec2 save/tokenization failure are different bugs." + "reason": "SigLIP2 doc-example/model mismatch and MXFP4 quantization fallback are different problems." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 NER/batching crash and Wav2Vec2 save/tokenization failure are not the same code path." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo input-size mismatch." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "base_model_prefix loading regression and rope-validation TypeError are unrelated implementation bugs." + "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MoE loading/conversion." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Gemma4 processor import failure and flash-attention `s_aux=None` crash are separate failures even though both mention Gemma4/attention." + "reason": "PEFT local-checkpoint loading failure is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different quantization-related problems, not the same bug." + "reason": "CUDA reserved-memory growth under int4 quantization is a different issue than Sam3Video OOM." } ] }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The non-duplicate verdicts are well-justified by distinct titles/code paths, and the 44060/44368 pairing is the only one that plausibly shares the same tied-weights warning theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 20, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43650|issue:43906", + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43454|issue:43577", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:28282|issue:34689", + "issue:42915|issue:45538", + "issue:45137|issue:45405" + ], + "prepared_review_unit_hash": "2d9039dbf04979a4393a4c8ac440246efeaecefd210b414180800f45ec0dca37", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35997, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -9558,319 +4861,298 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 31, + "component_count": 22, + "review_unit_index": 21, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ + "issue:24643", "issue:27957", + "issue:28282", "issue:29127", - "issue:29942", - "issue:30064", + "issue:29159", "issue:33357", - "issue:35141", - "issue:42490", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", "issue:42915", - "issue:43065", - "issue:43066", - "issue:43334", - "issue:43381", - "issue:43421", - "issue:43526", - "issue:43531", - "issue:43575", - "issue:43653", - "issue:43701", + "issue:43257", + "issue:43317", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", "issue:43756", "issue:43824", - "issue:43931", - "issue:43994", - "issue:44186", - "issue:44206", - "issue:44265", - "issue:44279", - "issue:44387", - "issue:44442", - "issue:44462", + "issue:44062", + "issue:44291", "issue:44479", - "issue:45072", - "issue:45198", - "issue:45245", - "issue:45250", - "issue:45372", - "issue:45412", - "issue:45440", - "issue:45459", - "issue:45491", - "issue:45563", - "issue:45593", - "issue:45712", - "issue:45834", - "issue:46121", - "issue:46369", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", "issue:46399", - "issue:46640", - "issue:46655" + "issue:46463", + "issue:46512", + "issue:46693" ], "soft_pairs": [ - "issue:44206|issue:44479", - "issue:45459|issue:45712", - "issue:43065|issue:45412", - "issue:29942|issue:30064", - "issue:43065|issue:43994", - "issue:43756|issue:45440", - "issue:43653|issue:44442", - "issue:45372|issue:45459", - "issue:45412|issue:46369", - "issue:45245|issue:45563", - "issue:29127|issue:33357", - "issue:44265|issue:45198", - "issue:43066|issue:44462", - "issue:43994|issue:45412", - "issue:27957|issue:29942", - "issue:45440|issue:45593", - "issue:43575|issue:43701", - "issue:43421|issue:45491", - "issue:29127|issue:35141", - "issue:42490|issue:43381", - "issue:43526|issue:45834", - "issue:43575|issue:44387", - "issue:44442|issue:45072", - "issue:42915|issue:43931", - "issue:43994|issue:46369", - "issue:43526|issue:46655", - "issue:43526|issue:44186", - "issue:43824|issue:44279", - "issue:46121|issue:46399", - "issue:45250|issue:46640", - "issue:27957|issue:29127", - "issue:43334|issue:43531" + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:44479|issue:46693", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:43317|issue:45538", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:27957|issue:28282", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:44737|issue:46463", + "issue:43756|issue:46399" ], - "prepared_review_unit_hash": "68c19df0be18907903005f8681cc4b99d7c3be2e012a7b2aef0b6d01fd8dec88", + "prepared_review_unit_hash": "7e3c6856e6290fe072087b0b5d0777574a922fe4a1e98b0480cbad82ce8fd116", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37148, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "soft_pair_count": 29, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft matches are broad-topic similarities rather than true duplicates. The only noticeable mini-theme is Flash Attention 2, but even there the issues describe different concrete failures, so I would not merge any soft pair.", - "confidence": 0.88, - "canonical_issue_reason": "issue:29942 is the clearest actionable Flash Attention 2 bug report in this set and the best representative of the only loosely related subgroup.", + "summary": "The set is broadly heterogeneous: most items are isolated regression reports across different models, loaders, and APIs. I found no soft-edge pair that looks like the same underlying bug/change, so the cluster should not be merged on duplicate grounds.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the broadest, most cluster-like report: a version-dependent tokenization regression that could plausibly subsume some tokenizer-adjacent complaints. That said, the overall cluster is still heterogeneous, so this is only a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29942 is the most representative issue here because it is concrete and broad enough to serve as a reference for the FA2-related subset, even though the overall cluster is heterogeneous.", + "best_issue_reason": "issue:45701 is the least specific, most generally framed issue in the set and is the best representative anchor for a mixed cluster of transformers-version regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Different failures: unsupported feature-processor arg vs Qwen video-input regression; same area, not the same bug." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error masking from missing protobuf is unrelated to leftover dummy classes leaking into exports." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy conv in Sam3PixelDecoder and RT-DETR memory leak are unrelated code paths and symptoms." - }, - { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated issues." + "reason": "Different subsystems and symptoms: a MacOS bus error in CLIP loading vs trainer state token-count bookkeeping." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Sam3PixelDecoder dummy layer vs SigLIP2 bad outputs are different model bugs." + "reason": "Torch version incompatibility is unrelated to kernels import-time requirements for pipelines." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Different model implementations and failure modes; no shared concrete bug." + "reason": "Both are generation regressions, but one is a Qwen video-input bug and the other is an FA2 long-context performance regression; different code paths." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are separate tokenizer issues." + "reason": "Packaging/backend selection for TensorFlow vs a missing Qwen2.5-VL export are unrelated failures." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Dependency import failure in Gemma 4 processor loading is unrelated to protobuf error masking in tokenizers." + "reason": "Missing PyTorch environment dependency is not the same as a layoutlmv3 error-message clarity issue." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both mention memory, but one is a deletion/GC leak and the other is an overflow when loading a model; not the same bug." + "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer bugs with different failure modes." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Category-limit runtime error and stale paged-generate warning are unrelated." + "reason": "KeyError loading MobileLLM-125M is unrelated to the new _is_hf_initialized argument in init_empty_weights." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "LayoutLMv3 box validation error and MacOS bus error on CLIP are unrelated." + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are different paths with no concrete overlap." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Both mention dtype, but one is about model/qformer staying float32 on load and the other about config.dtype becoming stale in from_config; not the same bug." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different loading/configuration bugs." + "reason": "Device-map/offload load failure is unrelated to CLIPTokenizer's absurd model_max_length default." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR memory release issues are unrelated." + "reason": "Qwen3.5 hidden-state output behavior is a model forward-pass issue, not a general tokenization-version regression." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both touch Flash Attention 2, but one is XLMRoberta-specific support and the other is FA2 test failures; not the same concrete bug." + "reason": "FineGrainedFP8 Qwen3Moe failure and FSDP CPU RAM efficient loading breakage are both loading-related but not the same underlying bug." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "DeepseekV3 divergence and D-FINE auxiliary-loss behavior are different issues." + "reason": "Auto device mapping cudaErrorAssert and video-input ValueError in Qwen3OmniMoe are different failures." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Tensor-parallel OOM when loading a model and resume-from-checkpoint key mismatch are unrelated." + "reason": "Both involve video, but they hit different Qwen model families and likely different preprocessing/forward paths; insufficient evidence they are duplicates." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Tokenizer post-processor update behavior and Gemma3 NaN embeddings come from different layers of the stack." + "reason": "A special-token addition regression for mdeberta-v3 is unrelated to LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes and embedding reinitialization after resize are unrelated." + "reason": "Model loading regression for physical-intelligence/fast and a list_repo_files revision-forwarding CI issue are unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Import warning for trailing-slash paths and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistencies." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "BEiT image label reduction bug and Kosmos2.5 OCR index error are different processor problems." + "reason": "Both are Qwen video-related, but one is a v5.3.0 multi-model video-input regression and the other is a qwen2.5-vl vision_position_ids bug; not clearly the same concrete defect." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Both involve OOM, but the causes differ: tensor-parallel loading vs increased reserved memory under int4 quantization." + "reason": "Same broad area, but the specific failure modes and model families differ too much to treat as one PR-worthy bug." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + "reason": "XLMRoberta flash-attention support and missing PyTorch dependency are unrelated issues." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are different issues." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failures are different vision-model bugs." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "SigLIP2 output quality bug and Sam3-LiteText memory overflow are unrelated." + "reason": "TensorFlow backend packaging and inability to load a specific BERT model are unrelated." }, { - "left": "issue:43526", - "right": "issue:46655", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and SmolVLM video padding are unrelated processor bugs." + "reason": "Qwen3 MoE weight-conversion/loading and Smollm3 RoPE-layer mismatch are distinct model/configuration problems." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different components and failure modes: BEiT image label reduction vs LayoutLMv2 tokenizer crashes." + "reason": "TrainerState token accounting and CustomTrainer compute_loss signature mismatch are separate trainer API issues." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Missing Qwen2.5-VL import and a generic dependency issue are not the same concrete problem." + "reason": "init_empty_weights compatibility and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "RoPE-validation TypeError and Qwen3.5 kernel registration crash are unrelated." + "reason": "A failed janus image-generation test and a Phi-4 multimodal loading failure are different model-specific regressions." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Both are vague Flash Attention 2 reports, but the titles do not identify the same underlying bug or code path." + "reason": "AddedToken duplicate-special-arg and Mistral regex patch crash are distinct tokenizer implementation bugs." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 box error are unrelated." + "reason": "XLNet device placement bug and T5 decoder-input validation error are unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window issue are different model/config bugs." + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration failure are different model-family regressions." } ] }, @@ -9884,297 +5166,277 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 32, + "component_count": 22, + "review_unit_index": 22, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:27957", - "issue:33290", - "issue:34567", - "issue:34689", - "issue:35141", - "issue:42175", - "issue:42490", - "issue:43232", - "issue:43262", - "issue:43316", - "issue:43381", - "issue:43388", - "issue:43493", - "issue:43525", - "issue:43611", - "issue:43646", + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43697", "issue:43720", - "issue:43723", - "issue:43749", - "issue:43761", - "issue:43827", - "issue:43873", - "issue:43931", - "issue:44062", - "issue:44077", - "issue:44079", - "issue:44188", - "issue:44206", - "issue:44442", - "issue:44464", - "issue:44479", - "issue:44743", - "issue:44811", - "issue:44871", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", "issue:44898", - "issue:44977", - "issue:45003", + "issue:44913", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45200", "issue:45216", - "issue:45245", - "issue:45440", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", "issue:45479", - "issue:45491", "issue:45588", "issue:45600", - "issue:45859", - "issue:45907", - "issue:46234" + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693" ], "soft_pairs": [ - "issue:27957|issue:33290", - "issue:43761|issue:45859", - "issue:33290|issue:34689", - "issue:33290|issue:35141", - "issue:45588|issue:45600", - "issue:33290|issue:34567", - "issue:43262|issue:44206", - "issue:43381|issue:43873", - "issue:44977|issue:45245", - "issue:44464|issue:45491", - "issue:43646|issue:44077", - "issue:44442|issue:44898", - "issue:44743|issue:44811", - "issue:42490|issue:44743", - "issue:45003|issue:45440", - "issue:34689|issue:43611", - "issue:43720|issue:44442", - "issue:42175|issue:46234", - "issue:43723|issue:45479", - "issue:43316|issue:43525", - "issue:43493|issue:43827", - "issue:44077|issue:44479", - "issue:43761|issue:44079", - "issue:44062|issue:45907", - "issue:43873|issue:44871", - "issue:43761|issue:44188", - "issue:43232|issue:43388", - "issue:43749|issue:43931", - "issue:43931|issue:45216" + "issue:44568|issue:46491", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43577|issue:45072", + "issue:45042|issue:45081", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44737|issue:45588", + "issue:43531|issue:44821", + "issue:43404|issue:45987", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:28282|issue:32090", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:28282|issue:33357", + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "df76f2e05279feb25d0e73e35b876f57a88c4fd019cf04a90d5b24076d24e387", + "prepared_review_unit_hash": "0fe235eed661419161483964c61671cd883e80efaa27a5ecad3b499922f85de2", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35916, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "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 bugs/regressions; none of the soft-linked pairs look like true duplicates. I would anchor the cluster on the most concrete regression report, but not merge any of the candidate pairs.", - "confidence": 0.23, - "canonical_issue_reason": "No single issue is a clear duplicate canonical for the whole set, but issue #43761 is the strongest anchor because it describes a specific, reproducible v5 regression in one code path with a clear symptom and model target.", + "summary": "The cluster is mostly a grab-bag of unrelated v5 regressions across tokenization, config loading, model loading, and serialization. No soft pair looks like the same underlying bug closely enough to merge, so I\u2019d keep the cluster split and use the tied-weights serialization regression as the best anchor issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44466 is the clearest representative of the most concrete recurring theme in this set: v5 tied-weights / lm_head serialization regressions. It is explicit, reproducible, and broad enough to anchor closely related tied-weight reports better than the more model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43761 is the most triage-friendly representative: specific regression, explicit failure mode, and narrow scope. Many others are either broader, more speculative, or belong to different subsystems.", + "best_issue_reason": "issue:44466 has the strongest signal as a root regression report: it names the affected behavior, version boundary, and likely code path (tied weights / save_pretrained serialization).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs Deepspeed+Adafactor OOM." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "Both are regressions, but they hit different models and different paths: CLIPVisionModel output states vs Qwen3.5 CPU offload." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "OOM during optimizer/deepspeed use is unrelated to model loading breakage for Llama 3.2 Vision." - }, - { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Optimizer memory issue vs embedding resize/post_init reinitialization bug." + "reason": "Both are tokenizer regressions, but one is about add_special_tokens failing for mdeberta-v3-base and the other is a CodeLlama encode/decode space-stripping regression. Different model families and different failure modes." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "One is a flash_attention sinkless-model crash; the other is stale auto_mappings references breaking CI." + "reason": "Both involve RoPE/position logic, but Smollm3 dropping RoPE layers is a configuration/model-definition bug, while Qwen2.5-VL scales temporal positions incorrectly. Not the same code path." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Training memory OOM is unrelated to TrainerState token-count tracking." + "reason": "A MobileLLM loading key error and a Float8 storage lookup failure are distinct loader/runtime problems with no clear shared root cause." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Audio processor sampling-rate default mismatch is unrelated to a feature extractor center-arg crash." + "reason": "Both mention dtype mismatches, but BLIP2 staying float32 on load and SwitchTransformers/TimmWrapperModel mismatching in bf16 inference are different model-specific dtype paths." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Gradient-checkpointing eval-mode incompatibility is not the same as quantization offloading failure." + "reason": "One is an image processor dependency regression on torchvision; the other is a Mistral tokenizer regex crash. Different subsystems entirely." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to the 2^24 category-count limit error." + "reason": "The first is an isolated reproduction of an older referenced issue, while the second is a broken Nemotron example. No evidence they are the same bug." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 mixed-length NaN embeddings." + "reason": "Gemma4 device-map/forward device mismatch and T5 decoder-input validation messaging are unrelated behaviors." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Custom model initialization breakage is not the same as patchtsmixer optional post_init validation." + "reason": "A dependency version bump and stale auto_mappings references to removed configs are separate maintenance issues, not one bug." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Perceiver non-default-resolution image classification." + "reason": "One is a reproduction of a specific older issue; the other is a FA2 long-context performance regression. Different symptoms and likely different fixes." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "XLNet CPU-bound relative position generation and flash_attention crashing on s_aux=None are unrelated code paths." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Local-path import warning does not match the Qwen3.5 cache/recurrent-state bug." + "reason": "Sliding-window behavior in Qwen3-MoE and loading an AutoImageProcessor from URL are not the same underlying problem." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "lm_head weight tying in Mistral3 and StaticCache.get_seq_length returning a tensor are unrelated issues." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Llama 3.2 Vision model-loading regression is not the same as base_model_prefix loading support in v5." + "reason": "Both concern loading models/tokenizers, but gguf_file support breaking from_pretrained and a specific model failing to load are not clearly the same defect." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to FastSpeech2ConformerTokenizer auto-loading." + "reason": "One is a BEiT image processor label-reduction bug; the other is a classification-loss issue when num_labels=1. Different layers of the stack." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Backend packaging/install issue is unrelated to missing import_utils symbol for falcon_mamba_ssm." + "reason": "Qwen3.5 save_pretrained saving wrong visual encoder keys and global AutoTokenizer token-ID regressions are different serialization/tokenization problems." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to single-label classification zero-loss behavior." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are both config-related, but they affect different fields and different loaders." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Llama4Config missing pad_token_id." + "reason": "Video-input validation in Qwen3OmniMoe and FA2 long-context performance regression are distinct issues." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline()." + "reason": "GPTNeoX rotary_pct not persisting on reload and convert_rope_params_to_dict rejecting a JSON list are both rope-related, but they are different functions and failure modes." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Patchtsmixer post_init restriction is unrelated to video-input regression in Qwen VL models." + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver interpolation handling are unrelated model-specific bugs." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput None-key assignment." + "reason": "RTDetrV2 output changes in v5 and Qwen3.5 save_pretrained checkpoint corruption are separate regressions with different code paths." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "AddedToken keyword conflict is unrelated to list_repo_files not forwarding revision." + "reason": "DeepSpeed training weight-dimension errors and a LayoutLMv3 error-message clarity issue are not the same bug." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Quantization offloading issue is unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "Missing PyTorch import vs. NoneType broadcast errors in Trainer are unrelated environment/runtime failures." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "These are both runtime regressions, but one is hidden_states propagation and the other is attention-kernel divergence under torch.compile." + "reason": "Gemma 4 token-type defaults for fine-tuning and T5 decoder-input validation error wording are different model behaviors." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + "reason": "AutoConfig missing fields with trust_remote_code=True and a specific Qwen3_5MoeVisionConfig field being dropped by @strict are both config issues, but not the same one." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "BitNet loading/unpacking and Perceiver image-classification interpolation are not the same underlying defect." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Model load shape mismatch is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Both discuss tied weights in v5, but 44466 is about inconsistent lm_head.weight serialization by device while 45005 is a broader translation-model tied-weights issue. They may be related in theme, but the concrete bug reports are not identical enough to merge." } ] }, @@ -10188,297 +5450,305 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 33, + "component_count": 22, + "review_unit_index": 23, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", - "issue:27957", - "issue:28282", - "issue:32090", - "issue:42175", - "issue:42617", - "issue:42907", + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", "issue:43295", - "issue:43316", "issue:43452", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43643", + "issue:43531", + "issue:43577", "issue:43646", - "issue:43701", - "issue:43716", + "issue:43653", + "issue:43688", + "issue:43697", "issue:43742", - "issue:43825", - "issue:44077", - "issue:44162", - "issue:44190", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", "issue:44442", "issue:44464", - "issue:44496", - "issue:44534", - "issue:44610", - "issue:44792", - "issue:44855", - "issue:44871", - "issue:44913", - "issue:44987", - "issue:45137", - "issue:45584", - "issue:45698", - "issue:45759", - "issue:45803", + "issue:44479", + "issue:44484", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", "issue:46050", + "issue:46170", "issue:46178", - "issue:46234", - "issue:46291", - "issue:46365", - "issue:46369", - "issue:46421", - "issue:46506" + "issue:46402", + "issue:46491" ], "soft_pairs": [ - "issue:44987|issue:46178", - "issue:43316|issue:45759", - "issue:44855|issue:45137", - "issue:43643|issue:44913", - "issue:44442|issue:45803", - "issue:43701|issue:46506", - "issue:44190|issue:44496", - "issue:42907|issue:45698", - "issue:44464|issue:46421", - "issue:42617|issue:43575", - "issue:25251|issue:28282", - "issue:27957|issue:32090", - "issue:43550|issue:43701", - "issue:43575|issue:43742", - "issue:46234|issue:46291", - "issue:43606|issue:43701", - "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:43295|issue:44871", - "issue:44871|issue:45584", - "issue:43316|issue:43716", - "issue:42175|issue:43316", - "issue:44077|issue:44534", - "issue:45803|issue:46365", - "issue:44871|issue:46050", - "issue:43646|issue:44913", - "issue:44610|issue:46369", - "issue:43452|issue:44496", - "issue:44162|issue:44792" + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43819|issue:44811", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43531|issue:43742", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:44479|issue:44625", + "issue:45491|issue:46002" ], - "prepared_review_unit_hash": "83eeef5be26049c0ebfa198a669e92fc98ec893b1819a7c6810078ce14e3a340", + "prepared_review_unit_hash": "e73f440e8c3ce9389925656f52f3275d49158fc921c25f60783188a2f2582eb3", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35635, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36873, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Transformers bugs spanning config loading, generation, backend availability, and model-specific regressions. I do not see any soft pair that is the same underlying bug/change, so the cluster should not be merged as duplicates. If a single anchor is needed, issue 45698 is the broadest and most active open loading-related report, but it is not a true duplicate of the others.", - "confidence": 0.84, - "canonical_issue_reason": "No true duplicate anchor is apparent across this set; issue 45698 is the broadest and most active open report about save_pretrained/from_pretrained custom-module loading, so it is the least-bad cluster anchor if one must be chosen.", + "summary": "This cluster is mostly heterogeneous: a loose set of tokenizer/loading/regression reports across many unrelated models and subsystems. A few pairs share broad tokenizer or loading themes, but none look like the same concrete bug.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 29159 is the broadest tokenizer-behavior report and best fits the small tokenizer-regression subset better than the many model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 has the widest scope, is still open, and has the strongest discussion/reference signal among the listed issues, making it the best representative issue for this noisy loading-regression cluster.", + "best_issue_reason": "Issue 29159 is the best representative issue for the cluster because it is the most general tokenizer inconsistency report; the rest are mostly narrower, unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different failures: one is model loading under transformers>=5.1.0, the other is an invalid backend name for tensorflow_text." + "reason": "Different failures: Gemma3 ZeRO-3 load-time IndexError vs trainer.evaluate() after train. No shared code-path bug." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both touch multimodal config APIs, but the concrete problems differ: Gemma3TextConfig API mismatch vs Qwen composite text_config unwrapping." + "reason": "Both touch tokenizer loading, but one is gguf_file support and the other is offline model_info() fetching. Different root causes." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Completely different code paths: Python 3.13 TorchScript parsing vs DeepSpeed ZeRO3 deque handling." + "reason": "Unrelated: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both are config persistence issues, but one is trust_remote_code field loss and the other is GPTNeoX rotary_pct not reloading." + "reason": "Different tokenizer classes and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Unrelated tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion." + "reason": "DAC.from_latents mismatch is unrelated to Whisper processor.batch_decode skipping special tokens." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA result differences." + "reason": "Both concern loading/serialization regressions, but the actual bugs differ: unexpected position-id keys vs sinq quantization save/load." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Different loading problems: local dataset handling in a training script vs missing model_type in config.json." + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer task-time AttributeError." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module resolution after save_pretrained." + "reason": "Both are model-output regressions, but for different vision models and distinct causes." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both mention chunked generation/compiled execution, but one is output inconsistency and the other is lazy cache initialization causing recompilation." + "reason": "Completely different areas: Gemma 4 processor import breakage vs Windows/ROCm torch.distributed dependency issue." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "3d_parallel.py failure and Qwen2 tp OOM are different runtime/resource issues." + "reason": "Both mention processors/tokenizers, but one is a SigLIP2 output issue and the other is a custom-model API regression." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import support." + "reason": "Training/evaluation lifecycle issue vs Gemma4 device-map mismatch; not the same bug." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Flash Attention 2 model support and Trainer _gpu_broadcast_one NoneType error are different failures." + "reason": "Both are tokenizer behavior changes, but one is a v5 cleanup default change and the other is a CodeLlama encode/decode space regression." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "torch.compile/SDPA model bug is unrelated to checkpoint resume key mismatch." + "reason": "Both involve backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are separate issues." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "OOM on a large Qwen model and a key error loading MobileLLM are different loading issues." + "reason": "Different regressions: processor.tokenizer/image passing vs Kimi-K2.5 codec handling and mistral regex warning." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Missing import_utils symbol and kernels version/revision import failure are distinct dependency/API problems." + "reason": "Both are special-token related, but one is missing mask-token registration and the other is BOS/EOS not added in a specific tokenizer." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "CPU offload device mismatch does not match the checkpoint resume key mismatch bug." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load key error are unrelated." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to a v5 pipeline error-message bug." + "reason": "Tokenizer/model gguf loading vs BLIP2 dtype propagation; no common code-path." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "model_max_length on DeBERTa-V3 and missing transformers.onnx are unrelated concerns." + "reason": "BLIP2 dtype bug and RTDetrV2 output drift are unrelated." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "One is processor.tokenizer access regression, the other is eos_token_id config inconsistency in Gemma-3." + "reason": "Both are tokenizer loading regressions, but the offline cached_file bug and est-roberta tokenizer failure are different problems." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both involve special-token behavior, but one is Gemma-3 eos_token_id mismatch and the other is Whisper empty-transcription generation after align_special_tokens." + "reason": "Custom model initialization breakage is not the same as broken FSDP CPU RAM-efficient loading." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are different multimodal issues." + "reason": "General tokenizer inconsistency vs MacOS bus error on a CLIP model; unrelated." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Backend packaging omission with pip install '.[torch]' is unrelated to Gemma3TextConfig API behavior." + "reason": "Different issues: MoE auxiliary loss normalization vs T5/apex RMSNorm memory leak." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Optional post_init restriction for patchtsmixer is unrelated to non-persistent buffers being filled with junk in v5." + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-specific bugs." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Bare except swallowing errors in Fuyu is unrelated to importing Trainer conflicting with datasets." + "reason": "Special-token registration bug vs config save/load losing custom token IDs; related area but not the same underlying defect." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch is not the same as quantized model save/load breakage after sinq." + "reason": "Both affect generation/caching, but compiled-forward chunked generation and recurrent-state reset are different code paths." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a broad tokenization-change report." + }, + { + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Custom model initialization breakage in v5 is different from GPTNeoX rotary_pct not persisting on reload." + "reason": "MoE loss normalization and DeepSeekV3 implementation divergence are not the same bug." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "OmDet-Turbo preprocessing size mismatch and sam3-litetext memory overflow are unrelated." + "reason": "Save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "gguf_file loading breakage and missing model_type in config.json are separate model-loading failures." + "reason": "Both are Qwen-family regressions, but video-input handling and num_labels propagation are different issues." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific regressions." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head init/checkout NaNs." } ] }, @@ -10492,829 +5762,755 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 34, + "component_count": 22, + "review_unit_index": 24, "review_unit_count": 56, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:35141", - "issue:41950", - "issue:42490", - "issue:43065", - "issue:43352", - "issue:43388", - "issue:43404", - "issue:43441", - "issue:43475", + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", "issue:43504", "issue:43525", - 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"summary": "This cluster is highly heterogeneous: the soft edges mostly share only broad subsystem keywords (loading, cache, flash attention, video, etc.) but do not describe the same underlying bug or a mergeable combined fix. I would keep the issues separate; issue:45698 is the best anchor only because it is the broadest and most referenced loading regression in the set.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45698 is the most central/general item here: it concerns a broad `from_pretrained`/`save_pretrained` loading regression, has the strongest discussion/inbound activity, and is the best representative anchor if one issue must be chosen.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers bugs across tokenizers, multimodal loading, model config regressions, training/ZeRO issues, and CI/device mismatches. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue #45812 is the broadest and clearest regression report (silent v4\u2192v5 tokenizer break across Granite models), but the rest of the cluster is too heterogeneous to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best overall issue candidate because it is active, broadly scoped, and more likely to serve as a canonical reference than the narrower model-specific or unrelated bugs.", + "best_issue_reason": "#45812 is the strongest representative issue: concrete, high-impact, and framed as a broad regression affecting many models rather than a one-off edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "Both are cache-related, but one is a trust_remote_code path collision and the other is max_cache_length behavior for quantized cache; different bugs." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Different failure modes: one is a bare-except in tensor conversion, the other is a Windows/ROCm torch.distributed import dependency issue." - }, - { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Completely unrelated: placeholder text body vs Gemma pipeline roundtrip/tokenization failure." + "reason": "Both involve tokenizer/model input behavior, but one is wrong SigLIP2 inference output and the other is a return_tensors handling bug; different failure modes and code paths." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "One is weight tying in Mistral3; the other is FlashAttention 2 support for Ministral-3. Same family, different bug." + "reason": "SigLIP2 implementation mismatch vs a ZeRO-3 gradient explosion bug; unrelated symptoms and subsystems." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is an architecture/implementation issue, while Sam3Video CUDA OOM is a memory usage problem." + "reason": "Embedding dtype drift during eval is not the same problem as abnormal gradients under HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both touch Qwen3 models, but one is video-input processing and the other is chat template batching/padding." + "reason": "Documentation example errors for SigLIP2 are unrelated to the Qwen3.5 regression around processor.tokenizer and image-to-tokenizer calls." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to the Qwen video input regression." + "reason": "Qwen3.5 hidden-state output bug and FP8 inference on B200 are different model/runtime issues." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "LoRA merge with extended vocabulary and Gemma 4 mm_token_type_ids defaulting to zeros are different model-behavior bugs." + "reason": "Both are tokenizer bugs, but for different models and different concrete failures: special-token handling vs incorrect DeepSeek-Coder tokenization." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to a missing tensorflow_text backend mapping." + "reason": "Model load failure for cjvt/sleng-bert is not the same as AutoTokenizer's offline-mode model_info() call bug." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Both involve training utilities/losses, but one drops labels in gather_for_metrics and the other misnormalizes auxiliary loss." + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated model and platform problems." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Different integration problems: missing TensorFlow backend handling vs missing import_utils symbol." + "reason": "Custom model initialization breakage is distinct from inconsistent lm_head.weight serialization behavior." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "One is a specific model not supporting Flash Attention 2 yet; the other is a vague generic flash-attention issue without the same concrete code path." + "reason": "Different tokenizer regressions affecting different models; the specific broken behavior and scope do not match." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Legacy field on Beit preset loading is unrelated to wrong custom-module selection after save_pretrained." + "reason": "Embedding dtype mismatch in eval is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both mention cache, but one is GenerationMixin cache missing in chunked_prefill while the other resets recurrent states in modular_qwen3_5 with seq_len>1." + "reason": "DiaConfig save/load losing custom token IDs and MLukeTokenizer AttributeError are separate tokenizer/config bugs." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Hidden_states behavior in Qwen3.5 does not match the visual-encoder key regression in save_pretrained." }, { "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "A failed Janus test case is unrelated to auto_mappings referencing removed Sam3LiteText configs." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification processor lookup and missing fpn_position_embeddings in Sam3Video are different SAM/video bugs." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config/model issues." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing `_tokenizer`." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading a Phi-4 multimodal model." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoXConfig rotary_pct reload persistence are different regression classes." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Token-embedding resizing/tie_word_embedding bug is unrelated to the local-path trailing-slash import warning." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "Sam3Video CUDA OOM is a resource issue, while Whisper empty-transcription failure after align_special_tokens is a generation/tokenization bug." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code and cache, but one is a leaf-directory collision and the other is a FileNotFoundError when loading from cache." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel is unrelated to missing load balancing loss when output_router_logits=False." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 indentation/parsing failure in DebertaV2Model is unrelated to a flash_attention.py AttributeError on sink-less 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": 21, - "review_unit_index": 35, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", - "nodes": [ - "issue:25251", - "issue:27957", - "issue:39692", - "issue:41720", - "issue:43065", - "issue:43295", - "issue:43335", - "issue:43540", - "issue:43550", - "issue:43644", - "issue:43673", - "issue:43827", - "issue:43931", - "issue:43994", - "issue:44060", - "issue:44077", - "issue:44112", - "issue:44190", - "issue:44462", - "issue:44464", - "issue:44479", - "issue:44521", - "issue:44610", - "issue:44617", - "issue:44734", - "issue:44737", - "issue:44779", - "issue:44855", - "issue:44877", - "issue:44913", - "issue:44933", - "issue:44938", - "issue:45127", - "issue:45245", - "issue:45276", - "issue:45357", - "issue:45362", - "issue:45381", - "issue:45542", - "issue:45563", - "issue:45584", - "issue:45600", - "issue:45803", - "issue:45907", - "issue:46369", - "issue:46421", - "issue:46489", - "issue:46655" - ], - "soft_pairs": [ - "issue:43931|issue:44060", - "issue:43827|issue:43994", - "issue:43673|issue:46421", - "issue:45563|issue:45584", - "issue:45381|issue:46369", - "issue:44479|issue:44734", - "issue:43644|issue:44913", - "issue:44933|issue:45362", - "issue:43065|issue:44610", - "issue:25251|issue:27957", - "issue:43335|issue:44855", - "issue:41720|issue:45245", - "issue:43550|issue:44190", - "issue:44077|issue:44877", - "issue:44464|issue:45563", - "issue:45381|issue:46655", - "issue:43335|issue:44190", - "issue:44617|issue:46369", - "issue:45127|issue:45357", - "issue:44779|issue:46489", - "issue:39692|issue:44190", - "issue:44112|issue:45600", - "issue:44521|issue:45381", - "issue:43540|issue:44734", - "issue:44737|issue:45803", - "issue:43295|issue:45276", - "issue:44938|issue:45542", - "issue:45276|issue:45584", - "issue:44462|issue:45907" - ], - "prepared_review_unit_hash": "28abaff7cd1effc8647d14b771b0eb2193dc7f77730622423ef5e8abe0c00923", - "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36331, - "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 mostly a grab bag of unrelated Transformers bug reports. The only plausible duplicate pair is the DeepSeek tokenizer regression reports (44779 and 46489); the rest differ by model, subsystem, or failure mode and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:46489 is the most specific and actionable report in the only real duplicate pair: it narrows the problem to DeepSeek-Coder v1 tokenizer output on v5+ and explicitly references a gap in PR #44801's fix. issue:44779 is the broader sibling report.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the best representative issue overall because it has the clearest scope, an explicit link to the prior fix, and a concrete regression description.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Different models and different bugs: Qwen3-VL weight shape mismatch vs Qwen3-Next tied-weights warning." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Both mention pipeline/vision workflows, but one is docs about removed pipelines and the other is an AutoModel/pipeline output correctness problem for SigLIP2." - }, - { - "left": "issue:43673", - "right": "issue:46421", + "right": "issue:45405", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is a missing GenerationMixin cache bug and the other is lazy cache init causing recompilation; not the same code path." + "reason": "A janus generation test failure and a PEFT version bump issue have no underlying code-path overlap." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Unrelated failures: a stale warning in paged generate vs Whisper empty-transcription handling after align_special_tokens." + "reason": "BEiT legacy-field loading and a CPU offload device mismatch are different bugs in different model paths." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Different models and symptoms: Qwen2.5-VL video position ids vs Sam3-LiteText memory overflow." + "reason": "Tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct is unrelated to the PEFT minimum-version packaging issue." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are generation-related, but one is a Qwen video-input regression and the other is a server-side KV-cache indexing crash." + "reason": "Both mention Qwen3 MOE, but one is about weight conversion under accelerate+deepspeed and the other about model loading with a text config issue." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "One is a framework-wide non-persistent buffer initialization bug; the other is a GPTNeoX config reload persistence issue." + "reason": "Float8 storage lookup failure and flash_attn import-utils KeyError on Python 3.13 are different compatibility problems." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Completely different problems: missing image_utils import vs Qwen3.5 chat crash." + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar names but separate config regressions." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Both touch vision models, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a processor/model image-size mismatch in OmDet-Turbo." + "reason": "A runtime device mismatch with CPU offload is unrelated to a GraniteSpeech CI test flake from stale overrides." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "No underlying overlap: pipeline top_k nesting bug vs XLM-RoBERTa Flash Attention 2 support." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and missing Float8 storage are different failures with no shared fix path." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Different failure modes and code paths: SwitchTransformers config creates sparse layers incorrectly vs a Python 3.13 IndentationError in DebertaV2Model." + "reason": "Qwen3-VL pad_token_id absence and AutoModelForCausalLM.from_config not unwrapping text_config are distinct composite-config bugs." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Unrelated runtime failures: Qwen3 auto device mapping cudaErrorAssert vs category-count limit in data processing." + "reason": "Unexpected position-id keys across many models and CLIP text-model structure divergence are not the same underlying regression." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Different subsystems and bugs: torch.compile/SDPA issue in Bamba vs dataset loading in an image classification example." + "reason": "Compiled-forward chunked generation inconsistency and cache max length being honored only for quantized cache are separate generation/cache issues." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Both concern config handling, but they are different models and distinct validation issues." + "reason": "Legacy-field loading in BEiT and BigBirdTokenizer special-token registration are unrelated model/tokenizer bugs." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Chunked generation inconsistency under compilation is unrelated to a stale warning about num_return_sequences." + "reason": "mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different problems: one functional, one capacity-related." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both are video-input bugs, but the models and defect types differ: wrong vision_position_ids vs incorrect padding calculation." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the init_empty_weights unexpected argument regression." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "No meaningful overlap: SwitchTransformers sparse-layer config bug vs dataset loading script failure." + "reason": "Both concern Gemma4, but one is OOM in multi-GPU inference and the other is a device mismatch with device_map=\"auto\"; not the same bug." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both mention memory pressure, but they affect different Sam3 variants and likely different causes." + "reason": "Chunked generation under compiled forward and Whisper empty-transcription failure after align_special_tokens are unrelated code paths." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Different issues in different workflows: LoRA merge with extended vocab vs save_pretrained visual encoder key handling." + "reason": "ZeRO-3 gradient anomalies and loading Phi-4 multimodal are not the same underlying issue." }, { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression on v5+: incorrect outputs compared with v4, with 46489 explicitly calling out the remaining gap in the prior fix." + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Wrong SigLIP2 outputs and widespread unexpected position-id keys are both regressions, but they are clearly different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The DeepSeek tokenizer pair (44779/46489) is the only clearly duplicate-looking match from the provided titles, while the other pairs are reasonably rejected as different models, subsystems, or failure modes." - }, - "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": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 36, + "component_count": 22, + "review_unit_index": 26, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:27957", + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", "issue:32090", - "issue:35141", - "issue:36246", - "issue:38617", - "issue:41628", - "issue:41950", - "issue:42175", - "issue:42796", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43065", + "issue:43232", "issue:43295", - "issue:43404", - "issue:43479", - "issue:43526", - "issue:43531", - "issue:43643", - "issue:43650", - "issue:43673", - "issue:43854", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44112", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", "issue:44186", - "issue:44220", - "issue:44246", - "issue:44279", - "issue:44295", - "issue:44496", - "issue:44521", - "issue:44683", + "issue:44423", + "issue:44554", + "issue:44610", "issue:44734", - "issue:44964", + "issue:44849", "issue:44987", - "issue:45003", - "issue:45083", - "issue:45216", - "issue:45245", - "issue:45335", - "issue:45375", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", "issue:45446", - "issue:45584", - "issue:45600", - "issue:45632", - "issue:46082", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", "issue:46121", - "issue:46234", - "issue:46424", - "issue:46506" + "issue:46178", + "issue:46192", + "issue:46369" ], "soft_pairs": [ - "issue:45632|issue:46234", - "issue:44246|issue:45003", - "issue:42796|issue:44521", - "issue:46082|issue:46121", - "issue:42175|issue:44279", - "issue:45245|issue:45584", - "issue:44964|issue:45600", - "issue:43854|issue:44964", - "issue:44112|issue:44964", - "issue:43643|issue:44496", - "issue:27957|issue:35141", - "issue:44186|issue:44734", - "issue:36246|issue:41628", - "issue:43404|issue:45216", - "issue:44295|issue:46506", - "issue:36246|issue:38617", - "issue:43650|issue:44220", - "issue:41950|issue:44016", - "issue:43479|issue:45375", - "issue:32090|issue:35141", - "issue:43673|issue:46424", - "issue:43531|issue:45600", - "issue:44016|issue:44220", - "issue:45083|issue:46506", - "issue:43295|issue:45335", - "issue:43526|issue:43901", - "issue:44683|issue:45446", - "issue:43976|issue:44987" + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:43065|issue:46369", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43450", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:39692|issue:46192" ], - "prepared_review_unit_hash": "c9cb3e6141a9065d9230acae04aa49374ff680c3558096a31fb275e1c50320eb", + "prepared_review_unit_hash": "913e0f24fabe843539885d557bbde33b74f56c037f7b21bb36adaca3bb5af72f", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36129, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "soft_pair_count": 31, + "serialized_chars": 37071, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated closed issues across imports, multimodal configs, tokenizers, cache behavior, CI, and docs. The soft links are only superficial keyword/subsystem overlaps, so none look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This set is a loose topical cluster of transformer issues, but the soft-edge pairs mostly describe different bugs in the same broad area rather than true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the best representative issue here: it is open, has the strongest discussion/reference activity, and is a concrete regression in quantization/offloading rather than a one-off repro. It is not a duplicate of the other candidates, but it is the most cluster-central issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44964 is the strongest standalone bug report here: it describes a concrete, reproducible model-loading failure with a clear target and user impact. It is not a duplicate hub for the rest of the set, but it is the best representative issue if one must be chosen.", + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it is active, broadly worded, and has the most external attention; however, the rest of the items are too heterogeneous to treat as one duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Both touch trust_remote_code/import utilities, but one is a cache-path collision and the other is a missing availability helper; different bugs." + "reason": "Both involve quantization and memory/offload behavior, but one is about offloading with quantization and the other is about save/load corruption after quantization; different failure modes and likely different fixes." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Both mention import behavior, but one is slow imports and the other is unsafe sys.modules access; not the same failure mode." + "reason": "Flash-attention sinkless-model crash is unrelated to quantized model persistence." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_masks are unrelated bugs in different code paths." + "reason": "Failing flash-attention tests and MLflow job-state reporting are unrelated subsystems and bugs." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "One is LlamaConfig head_dim validation, the other is rope-parameter JSON list handling; distinct configuration bugs." + "reason": "Local-path import warning and CUDA OOM during model loading are not the same underlying issue." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Backend packaging dependency mismatch vs a vague dependency issue; no shared concrete code-path problem." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer broadcast NoneType error." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Category-count limit and Whisper empty transcription are unrelated runtime issues." + "reason": "Both mention SAM3, but one is about a dummy Conv2d module while the other is a memory overflow in a specific model; not the same code-path bug." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal vs stale auto_mappings references; different underlying causes." + "reason": "A compile error for template nodes and a flash_attn import backend KeyError are unrelated." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different loader problems." + "reason": "Added-token spacing and num_input_tokens_seen bookkeeping are different tokenizer/trainer behaviors." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "A CI test failure in GraniteSpeech is not the same as Phi-4 multimodal load regression." + "reason": "Both are serve crashes, but one is continuous-batching multimodal input conversion and the other is KV-cache continuation indexing; different paths and fixes." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and an AuxRequest version-check import bug are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and unexpected zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-validation TypeError on a JSON-loaded list." + }, + { + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Both are config/load errors, but one drops fields with trust_remote_code while the other is an unrecognized model_type; not duplicates." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bugs." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Flash Attention compatibility and embedding reinitialization after resize_token_embeddings are different bugs." + "reason": "Bfloat16 dtype mismatch in CI and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer padding/truncation crash vs serve KV-cache continuation indexing bug; different paths and symptoms." + "reason": "Flash-attention sinkless-model crash and Qwen multimodal text_config unwrapping are different code paths." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs missing AutoImageProcessor import are related only at a high level, not the same bug." + "reason": "Missing flash_supports_window_size import and meta-device loading breakage are distinct loading/import issues." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and save_pretrained checkpoint correctness for Qwen3.5 are separate model-specific issues." + "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as mm_token_type_ids defaults for Gemma 4 fine-tuning." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Position_ids buffer access error and CPU/CUDA output mismatch in PPDocLayoutV3 are unrelated correctness problems." + "reason": "Processor/tokenizer regression in v4.57.5 and batched video processor shape bug are different failures." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Missing model export and missing configuration_utils symbol are different import/export regressions." + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 PLE device placement are unrelated." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Placeholder text issue and fbank feature extraction bug are not the same underlying problem." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and return_tensors being ignored with text_kwargs are different tokenizer API bugs." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Video pipeline resolving image processors and a notebook syntax error are entirely unrelated." + "reason": "Device-map mismatch in Gemma4 forward is unrelated to return_tensors handling." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Different multimodal config classes and different missing/default fields; no shared bug." + "reason": "Processor/tokenizer regression and OmDet-Turbo processor/model resolution mismatch are different multimodal issues." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Trainer broadcast TypeError and embedding reinitialization after resize are unrelated." + "reason": "Processor/tokenizer regression and quantization/offloading behavior are in different areas and do not share the same bug." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Both involve cache, but one is a missing GenerationMixin cache in v5 and the other is max_cache_length handling for Quantized Cache only." + "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING validation error for tensorflow_text are both import-utils related but clearly different backend-handling bugs." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are different issues." + "reason": "Torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient growth are unrelated training/runtime issues." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Notebook syntax error and audio feature-extraction bug do not share a code-path." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states bug are different generation-path problems." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Helper length computation in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Processor/tokenizer regression and untied decoder.embed_tokens after resize are different problems." + "reason": "Missing pad_token_idx in StableLmConfig and loading failure for physical-intelligence/fast are different regressions." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "ImageProcessorFast reduce_labels bug and stale docs for return_all_scores are unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Both are flex_attention-related, but one is a torch>=2.9 compilation failure and the other is a version-check/import guard bug; not the same fix." + "reason": "StableLmConfig pad_token_idx regression and meta-device loading breakage are not the same issue." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "A Python-version compatibility issue and a specific model-loading failure on 5.1.0 are too different to merge." + "reason": "SigLIP2 documentation errors and return_tensors handling are different bugs; one is docs/example correctness, the other is API behavior." } ] }, @@ -11328,305 +6524,437 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 37, + "component_count": 22, + "review_unit_index": 27, "review_unit_count": 56, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", "issue:38175", - "issue:39692", - "issue:41950", - "issue:42796", - "issue:42907", - "issue:43295", - "issue:43299", - "issue:43381", - 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The closest thematic umbrella is recent-version breakage and import/loading regressions, but the individual reports mostly target different code paths and models.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster: it captures multiple import failures after upgrading Transformers, which matches several other version-regression reports better than the more model-specific items.", + "summary": "No soft-duplicate pairs look like the same underlying bug. The set is heterogeneous across chat templates, loading, compiler, Flash Attention, and model-specific regressions, so there is no strong canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the items span mostly unrelated bugs and regressions, so none clearly subsumes the rest as a duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue for a cluster label because it is the most general statement of the shared theme: recent Transformers versions breaking model loading, especially with remote code.", + "best_issue_reason": "If one representative issue must be picked, issue 44521 is the broadest and most active item in the chat-template/multimodal subset, with the most discussion and inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both are model-loading failures, but one is an unrecognized-model/config issue and the other is PIL image processor requiring torchvision; different root causes and code paths." + "reason": "Different bugs: sparse-layer config construction vs torch.compile/SDPA failure in Bamba." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other is FlashAttention initialization; not the same underlying bug." + "reason": "Different code paths: DAC latent reconstruction mismatch vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "One is a docs mismatch for TextClassificationPipeline, the other is an unrecognized-model config error; unrelated problems." + "reason": "Both concern multimodal/text model structure, but one is text_config unwrapping and the other is CLIP text-model attribute inconsistency." }, { - "left": "issue:43381", + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated regressions: feature extractor unsupported arg vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory not freed." + }, + { + "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses when denoising is off are different training-path bugs." + "reason": "Different training issues: float16 AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss omission." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Python version compatibility and a generic dependency issue are too vague to be the same concrete bug." + "reason": "Both are import/dependency problems, but the platforms and root causes differ completely." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Chunked prefill cache handling and ANSI codes in loading_report are unrelated." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length logic." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "FlashAttention failure for Ministral and a sink-less-model crash in a different flash_attention integration path are not the same bug." + "reason": "Different model/tokenizer bugs: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Both concern memory/performance symptoms in SAM3-related work, but one is a dropped-results batching bug and the other is a memory overflow report." + "reason": "Flash Attention test failures vs Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "A notebook syntax error and an AddedToken keyword collision are distinct issues." + "reason": "Bamba torch.compile/SDPA bug is not the same as a stale GraniteSpeech CI test." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both are import-related, but one is a missing Qwen2_5_VL symbol and the other is a nonexistent image_utils import; different symbols and fixes." + "reason": "Flash-attention import symbol missing vs Torch 2.10 incompatibility are different failures." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "A janus image-generation test failure and a cache config max length bug are unrelated." + "reason": "Pegasus output drift and qwen3 modular recurrent-state reset are separate model behaviors." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Both involve model/config loading, but one is an unrecognized OLMo model and the other is unwrapping text_config for composite Qwen multimodal configs; different underlying problems." + "reason": "Generic base_model_prefix loading breakage vs Qwen3-VL shape mismatch are different load errors." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:45759", + "right": "issue:46512", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Both involve from_config, but one unwraps text_config for composite configs while the other leaves dtype stale." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "A generic dependency issue and a torch 2.4.1 incompatibility report are too nonspecific to merge as one bug." + "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field loading bug are unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "resize_token_embeddings not affecting decoder embeddings and Whisper empty-transcription failure after token alignment are unrelated." + "reason": "Both touch apply_chat_template, but one is a batched padding=False crash and the other is assistant_masks being all zeros; too different to merge safely." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "A LlamaConfig head_dim validation issue and a missing decorator for apply_rotary_pos_emb registration are different failures." + "reason": "Python 3.13 torch.jit parsing issue is unrelated to qwen3_omni_moe output-length helper behavior." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "A generic dependency issue and a MIN_PEFT_VERSION bump are not the same bug; one is about requirements, the other about release availability." + "reason": "Dtype mismatch between train/eval and pipeline translation messaging are unrelated issues." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "SGD args not being used and a tie_word_embeddings warning in Qwen3.5 fine-tuning are unrelated." + "reason": "BitNet packed-weight loading bug is unrelated to GraniteSpeech CI device override flakiness." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and the placeholder 'ADD THE DATA' issue do not describe the same technical problem." + "reason": "LayoutLMV3 error-message clarity and Trainer NoneType broadcast failure do not share the same bug." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 incorrect save_pretrained checkpointing are different model-specific bugs." + "reason": "Both involve chat templates, but tool-call no-content crashes and continue_final_message tokenizer behavior are different code paths." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "SigLIP2 doc example errors and TextClassificationPipeline docs mentioning return_all_scores are both documentation-related, but they are separate examples and behaviors." + "reason": "Sparse-layer config bug and qwen3_omni_moe helper-function behavior are unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "A regression around processor.tokenizer/images handling is not the same as Deepseek tokenizer output corruption." + "reason": "Missing chat template error and DiffusionGemma meta-device loading issue are different problems." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Python version support and unreleased PEFT minimum version are different compatibility problems." + "reason": "Different failures: SwitchTransformers config bug vs GraniteSpeech CI test drift." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Missing HybridCache import and broad import errors after upgrade are both import-related, but not the same missing symbol or fix." + "reason": "LoRA/extended-vocab collapse and category-count overflow are unrelated model/data issues." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Explicit head_dim validation and stale model.config.dtype after from_config(dtype=...) are unrelated configuration bugs." + "reason": "Missing flash-support helper and missing HybridCache import are different import/export regressions." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Qwen3VL loading failure and incorrect visual encoder keys on save_pretrained are separate multimodal model regressions." + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss handling." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Load balancing loss gating and Gemma 4 mm_token_type_ids defaults are different training semantics bugs." + "reason": "Flash-attention sink-less AttributeError and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Deepseek tokenizer regression and Granite AutoTokenizer wrong token IDs are both tokenizer issues, but they affect different models and likely different code paths." + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash_attention s_aux=None handling." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "A video-classification pipeline processor lookup bug and broad remote_code model breakage are not the same bug." + "reason": "Model loading failure for Llama 3.2 Vision and output embedding reinit on resize are different bugs." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and SAM3 video CUDA OOM are completely different model/runtime issues." + "reason": "Tokenizer protobuf error handling and missing import_utils availability flag are unrelated." } ] }, @@ -11640,284 +6968,421 @@ { "label": "issue", "component_index": 1, - 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"confidence": 0.69, - "canonical_issue_reason": "issue:44521 is the strongest standalone report here: it has a clear regression description, reproducer focus, and active discussion/inbound references, making it the best representative issue in this set.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary like crashes, quantization, or tokenizer/model loading, but they describe different models, different subsystems, and different failure modes. None look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target because the items span unrelated bugs. If forced to choose an anchor, issue:43873 is the best representative because it is open and has the most ongoing discussion/inbound references, but it is still not a true cluster-wide duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most actionable and well-scoped issue among a mostly unrelated set, with enough detail to serve as a reference point if needed.", + "best_issue_reason": "Issue:43873 is the best overall issue anchor only by activity/recency, not by semantic match: it is open, discussion-heavy, and user-facing. The rest of the set is too mixed to justify a stronger canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and different failure modes (Qwen3VL MoE vs GLM-4.7-Flash unit-test loading)." + "reason": "Different components and symptoms: LwDetrImageLoss AMP/CUDA crash vs flash_attention integration AttributeError on sink-less models." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Different config bugs: one misinitializes Phi4MultimodalConfig subconfigs, the other lacks pad_token_id on Llama4Config." + "reason": "Different model families and failure modes: PEFT local checkpoint loading vs FP8 inference on B200." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Unrelated topics: a vague data request versus an FP8 inference failure on B200." + "reason": "One is a v5 API removal breaking trust_remote_code; the other is a DeepSeek tokenizer correctness regression." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different subsystems and symptoms: pipeline processor selection vs Gemma4 device-map forward mismatch." + "reason": "Unrelated issues: flash-attention import error vs missing TensorFlow backend after installing the torch extra." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Both involve Gemma/v5 model state handling, but one is serialization of tied lm_head weights and the other is resize_token_embeddings behavior." + "reason": "Both involve quantization/offsloading at a high level, but one is offloading behavior and the other is a multi-GPU OOM on a specific Gemma model; not the same bug." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Completely different bugs: torch>=2.9 flex_attention compilation vs a TensorFlow backend dependency/install error." + "reason": "Different trainer failures: NoneType broadcast error vs OOM with Adafactor + DeepSpeed." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both are multimodal/VL related, but one is chat-template assistant masks and the other is Qwen2.5-VL rope/position-id scaling." + "reason": "List nesting regression in pipeline output is unrelated to the trainer broadcast NoneType error." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Different failure classes: auto_docstring annotation handling vs Gemma processor loading due to a missing mistral_common import." + "reason": "Python version support issue vs DeepSeekV3MoE implementation divergence; unrelated root causes." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Tokenizer special-token registration bug versus a training-loss issue in D-FINE with denoising disabled." + "reason": "Both affect v5 behavior, but one is generation output mismatch and the other is device-dependent serialization of lm_head.weight." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Both are tokenizer-related, but one is repository tokenizer discovery and the other is a Mistral regex patch crash on a different code path." + "reason": "Different models and errors: Qwen3 auto device map cuda assert vs Gemma4 multi-GPU OOM." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Different models and bugs: FlashAttention failure for Ministral-3 versus OCR index error in Kosmos2.5." + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but one is Adafactor OOM and the other is optimizer.step being called twice." + "reason": "Flash-attention sink handling bug vs Gemma4 PLE device placement mismatch; different code paths." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Flash-attention generation correctness vs a stale warning about num_return_sequences; not the same problem." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Different issues: a tokenizer regex patch crash versus repo file listing not forwarding revision." + "reason": "Both involve Gemma4, but one is a dependency import error and the other is a missing _tokenizer attribute in serve." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Both touch quantization/dequantization, but one is saving quantized models and the other is loading a dequantized model with device_map=auto." + "reason": "Dtype regression during eval is unrelated to Qwen2 tp loading OOM." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Distinct bugs in different components: MLA q_a_layernorm config precision vs GlmMoeDsaIndexer split return values." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare except swallowing errors." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Processor save_pretrained file persistence is unrelated to the Chinese report about slower filtering after upgrade." + "reason": "Both mention multimodal models, but one is a MacOS bus error and the other is a documentation/example error." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both are CI/repo-integrity related, but one is stale auto_mappings references and the other is leftover dummy_pt_objects classes." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id configuration mismatch vs Qwen3.5 flash-attention generation issue; different models and bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures are unrelated to flash_attention's s_aux=None crash." + }, + { + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Different code paths: processor.save_pretrained missing files versus Gemma-4 zero3 from_pretrained." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Different environment problems: missing TensorFlow in a torch install versus Python version incompatibility in Transformers 5.1.0." + "reason": "Tokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset with cache." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Both are v5 regressions in model outputs, but they affect different models and likely different tokenization/modeling paths." + "reason": "Different tokenizers and different failures: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same bug as nonsensical SigLIP2 model/pipeline outputs." + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization bug." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Different failure modes: Ministral FlashAttention compatibility versus compiled flex_attention failing on newer torch." + "reason": "Base_model_prefix loading regression and rope-param validation TypeError are separate code paths." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Unrelated regressions: chunked_prefill cache handling versus CLIPVisionModel hidden_states not returned." + "reason": "Even within Gemma4, these are distinct failures: processor dependency import vs serve-side _tokenizer attribute missing." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "TensorBoard/TensorFlow backend install issue is unrelated to torch/Transformers version incompatibility." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different phases and different bugs." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "AutoTokenizer loading regression and ESM2 model breakage are different problems with no shared concrete code path." + "reason": "Tokenizer error masking with protobuf missing is unrelated to leftover dummy classes leaking into the repo API." } ] }, @@ -11931,298 +7396,326 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 39, + "component_count": 22, + "review_unit_index": 31, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:36246", - "issue:41628", - "issue:41950", - "issue:42491", - "issue:42757", - "issue:42886", - "issue:43299", - "issue:43525", + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", "issue:43526", "issue:43531", - "issue:43540", - "issue:43550", - "issue:43643", - "issue:43784", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", "issue:43824", - "issue:43881", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44188", - "issue:44220", - "issue:44242", - "issue:44246", - "issue:44295", - "issue:44297", - "issue:44336", - "issue:44373", - "issue:44485", - "issue:44496", - "issue:44589", - "issue:44871", - "issue:45003", - "issue:45103", - "issue:45362", - "issue:45397", - "issue:45542", - "issue:45561", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", "issue:45563", "issue:45593", - "issue:45823", - "issue:46132", - "issue:46291", + "issue:45834", + "issue:46121", + "issue:46369", "issue:46399", - "issue:46424", - "issue:46506", - "issue:46614", - "issue:46655", - "issue:46665" + "issue:46640", + "issue:46693" ], "soft_pairs": [ - "issue:43901|issue:44246", - "issue:46291|issue:46399", - "issue:43525|issue:43881", - "issue:44016|issue:45823", - "issue:43824|issue:43976", - "issue:44188|issue:44336", - "issue:43525|issue:43643", - "issue:44589|issue:45362", - "issue:44336|issue:44373", - "issue:44297|issue:45397", - "issue:43784|issue:45542", - "issue:41628|issue:43976", - "issue:44246|issue:44496", - "issue:45561|issue:45563", - "issue:46614|issue:46665", - "issue:44242|issue:45593", - "issue:45103|issue:46399", - "issue:42491|issue:43299", - "issue:43526|issue:45003", - "issue:44295|issue:45397", - "issue:43531|issue:45362", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:42886|issue:46132", - "issue:43550|issue:46506", - "issue:44336|issue:46424", - "issue:41950|issue:44220", - "issue:43540|issue:46655", - "issue:36246|issue:42757" + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45491|issue:46693", + "issue:45372|issue:45459", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:27957|issue:29942", + "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:46121|issue:46399", + "issue:45250|issue:46640", + "issue:43334|issue:43531", + "issue:27957|issue:29127", + "issue:27957|issue:33290" ], - "prepared_review_unit_hash": "b09e42712fb5202ed33e9ebdf4975d9d17d03fa9e7fa1ddad7339ed113de4e26", + "prepared_review_unit_hash": "de01fcb02f7f1b6d3e986ad6905b050357d440059dee37e57b9b5209b6d29d27", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36300, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "soft_pair_count": 33, + "serialized_chars": 37353, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically related (mostly Transformers/HF bug reports), but the soft pairs are not true duplicates: they usually differ by model family, API surface, or failure mode. No PRs are present, so no PR canonical applies.", - "confidence": 0.93, - "canonical_issue_reason": "issue:41628 is the broadest, most generic user-facing failure here: a top-level Transformers import error. It best represents the cluster\u2019s import/API breakage theme without overfitting to a single model family.", + "summary": "This cluster is mostly a loose FA2/transformers similarity bucket with many unrelated bug reports; I did not find any soft pair that looks like the same underlying issue or mergeable PR-equivalent change.", + "confidence": 0.89, + "canonical_issue_reason": "No true duplicate candidate stands out; if forced to pick one representative issue, #29942 is the broadest Flash Attention 2-related report here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the strongest exemplar for triage because it is concise, high-signal, and broadly applicable across the import-related subset of reports.", + "best_issue_reason": "#29942 is the most central representative for the FA2 subset, but it is still not a substitute for the other issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Docs mismatch for text classification versus intermittent slow import; unrelated symptoms and code paths." + "reason": "Different subsystems and failures: FA2 test regressions vs void segmentation map image processing." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Different failures: pipeline import conflict with kernels versioning vs Qwen3.5 kernel registration error." + "reason": "Both are regressions, but one is a feature-arg crash in LasrFeatureExtractor and the other is a multi-model video-input regression; not the same bug." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Llama4 missing config field and GLM-4V loading failure are different model-specific bugs." + "reason": "SAM3 pixel decoder dummy Conv2d vs RT-DETR memory leak; unrelated code paths and symptoms." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mapping bug are unrelated." + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to SigLIP2 producing nonsense outputs through AutoModel/pipeline." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Qwen2.5 VL import error versus Python-version compatibility issue; not the same bug." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are distinct model-implementation issues." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." + "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a specific tokenizer; different failure modes." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to trust_remote_code returning incomplete AutoConfig fields." + "reason": "Gemma3 NaN embeddings from all-padding sliding-window batches is not the same as a FA2 long-context performance regression." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Storage type lookup failure and Qwen3.5 chat crash are different runtime errors." + "reason": "One is a missing import breaking Gemma 4 processor loading; the other is error masking when protobuf is absent." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Terminal ANSI formatting bug and wrong docstring are unrelated." + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/validation problems." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Tokenizer config mismatch and Gemma-4 ZeRO3 loading failure are distinct issues." + "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json during AutoTokenizer resolution." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "sentence-transformers import NameError and undefined tf backend from tensorboard-only install are different dependency bugs." + "reason": "torch.export failing on torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Top-level import error versus Python support regression; not the same underlying defect." + "reason": "LayoutLMv3 box-validation messaging and CLIP bus errors on macOS are clearly different issues." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Slow import and Gemma eos_token_id inconsistency are unrelated." + "reason": "Both mention memory, but RT-DETR GC/leak behavior and SAM3-litetext memory overflow are different models and causes." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "pytest-xdist race in testing utils versus stale warning in paged generate are different code paths." + "reason": "SigLIP2 nonsense outputs and RT-DETR memory release are unrelated." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "Stale phonemizer language state and from_pretrained behavior inside Python classes are unrelated." + "reason": "XLMRoberta FA2 support and failing FA2 tests are related only at a broad theme level, not the same concrete bug." }, { - "left": "issue:44242", + "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss omission in MoE routing is not the same as D-FINE auxiliary-loss behavior." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific changes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime tokenizer post-processor updates vs Gemma3 NaN embeddings are different tokenizer/model behaviors." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and output embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to gradient checkpointing being unusable in eval mode." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "auto_docstring annotation crash and Qwen3.5 kernel registration bug are unrelated." + "reason": "Both are memory-related, but one is TP load OOM for Qwen2 and the other is int4 reserved-memory regression; not the same bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Both involve Qwen/MoE, but one is LoRA compatibility across branches and the other is a model loading regression; different bugs." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long OCR index error are unrelated preprocessing failures." }, { "left": "issue:43526", - "right": "issue:45003", + "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and sys.modules access in modeling_utils are unrelated." + "reason": "reduce_labels returning one label has no clear connection to FA2 long-context performance regression." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "position_ids buffer read error and Gemma-4 ZeRO3 loading failure are different failures." + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are different layers of the stack." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are distinct model behaviors." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model/load problems." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Performance complaint about import time and eos_token_id config mismatch do not share the same underlying bug." + "reason": "SigLIP2 incorrect outputs and SAM3-litetext memory overflow do not share the same code path." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "ANSI code emission in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "Missing Qwen2.5-VL import and a generic dependency issue are not the same underlying bug." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Offline cache loading bug and AttentionInterface.register behavior change are different subsystems." + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash are different tokenizer/image-processor issues." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA output divergence in PPDocLayoutV3 are not the same bug." + "reason": "Rope-parameter validation TypeError and missing apply_rotary_pos_emb decorator are different rotary-embedding bugs." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Terminal ANSI formatting and cache max length semantics are unrelated." + "reason": "These are both FA2-themed but too vague and non-specific to treat as the same concrete change or bug." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "video-classification pipeline image-processor lookup and fbank feature extraction are different media-processing paths." + "reason": "pad_token_id missing on Qwen3-VL text config is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error and SmolVLM padding bug are both video-related but clearly different defects." + "reason": "FA2/XLMRoberta support is unrelated to LayoutLMv3 box-validation error clarity." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Qwen2.5 VL import failure and huggingface_hub is_offline_mode import failure are different package/API breaks." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." } ] }, @@ -12236,298 +7729,303 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 40, + "component_count": 22, + "review_unit_index": 32, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:36246", - "issue:43257", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", "issue:43262", - "issue:43352", - "issue:43475", - "issue:43596", - "issue:43673", - "issue:43901", - "issue:44038", - "issue:44060", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", "issue:44077", - "issue:44162", - "issue:44242", - "issue:44246", - "issue:44295", - "issue:44351", - "issue:44466", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", "issue:44479", - "issue:44496", - "issue:44561", - "issue:44734", - "issue:44749", - "issue:44779", - "issue:44857", - "issue:44877", - "issue:44987", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44977", "issue:45003", - "issue:45137", - "issue:45200", - "issue:45250", - "issue:45292", - "issue:45335", - "issue:45375", - "issue:45412", - "issue:45459", - "issue:45561", - "issue:45584", + "issue:45216", + "issue:45245", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", "issue:45600", - "issue:45701", "issue:45759", "issue:45859", - "issue:46123", - "issue:46170", - "issue:46369", - "issue:46399", - "issue:46424", - "issue:46506", - "issue:46655" + "issue:45907", + "issue:46234" ], "soft_pairs": [ - "issue:36246|issue:44351", - "issue:44779|issue:45292", - "issue:45003|issue:45561", - "issue:45859|issue:46399", - "issue:44734|issue:46424", - "issue:44479|issue:46655", - "issue:43901|issue:45003", - "issue:43257|issue:45137", - "issue:43475|issue:46369", - "issue:44496|issue:45003", - "issue:44242|issue:44857", - "issue:43673|issue:44561", - "issue:44295|issue:44749", - "issue:44162|issue:45200", - "issue:43262|issue:44246", - "issue:45375|issue:45759", - "issue:36246|issue:43596", - "issue:45292|issue:45584", - "issue:44561|issue:46399", - "issue:45292|issue:45701", - "issue:45137|issue:45600", - "issue:44877|issue:45375", - "issue:44038|issue:46506", - "issue:44466|issue:45335", - "issue:44987|issue:45459", - "issue:45412|issue:46123", - "issue:43352|issue:45250", - "issue:44479|issue:46170", - "issue:44060|issue:44077" + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:44514|issue:45381", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43873|issue:44871", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43316|issue:45759" ], - "prepared_review_unit_hash": "6daba197ba25058752b1833286e70c71657b3663b925274f2dfa2819e596d0e8", + "prepared_review_unit_hash": "d7520919df47ff874316b30695f30fc9abd46362389c19bce2479ace188b06fb", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36472, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: import/export regressions, model-specific bugs, cache issues, docs mismatches, and unrelated runtime failures. None of the soft pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue is a defensible canonical for the whole set: the items span unrelated models and subsystems, and the apparent similarities are mostly broad keyword overlap (imports, Qwen, video, cache, Deepspeed, etc.).", + "summary": "The cluster is heterogeneous: it mixes unrelated bugs across loading, generation, processors, configs, audio/video, CI, and utilities. None of the soft pairs look like the same concrete bug or change, so no duplicates are accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue:44479 is the broadest user-facing regression report here, covering multiple Qwen VL variants and a concrete v5.3.0 video-input breakage.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols (`Qwen2_5_VLImageProcessor` vs `HybridCache`) and likely different export paths." + "reason": "Both involve model internals/performance regressions, but one is CLIP hidden states and the other is Qwen3.5 MoE rotary embedding offload; different code paths and symptoms." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer output regression and `resize_token_embeddings` not updating output embeddings are different bugs in different code paths." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counting." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "`sys.modules` access in model loading and a pytest-xdist file race are unrelated failures." + "reason": "Both are Qwen2.5-VL input bugs, but one is batched chat template padding and the other is video vision_position_ids; different failures." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both touch Qwen3.5, but one is CPU-offload incompatibility in rotary embedding and the other is a missing decorator causing kernel registration failure." + "reason": "Adafactor/DeepSpeed OOM is not the same as embedding reinitialization during resize/post_init." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "KV-cache continuation crash and cache max-length handling are separate cache features with different symptoms." + "reason": "Flash-attention sink-less crash and stale auto_mappings CI break are separate issues in different modules." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Both concern video processing, but 44479 is a broad Qwen VL input regression while 46655 is a SmolVLM padding-calculation bug." + "reason": "Optimizer memory blowup is unrelated to num_input_tokens_seen not updating." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Docs inconsistency for `return_all_scores` is not the same bug as unsafe `sys.modules` access." + "reason": "Gradient checkpointing in eval mode and quantization offloading are distinct behaviors with no shared concrete bug." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Both involve DeepSpeed/zero3-related loading, but one is Qwen3 MOE weight conversion and the other is a deque underflow during init." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the 2^24 category limit error." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Sam3VisionEncoderOutput missing an attribute is a structural output bug; memory overflow in sam3-litetext is a separate resource issue." + "reason": "Both are audio-related, but one is sampling-rate defaulting and the other is an unsupported `center` arg in a feature extractor." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Unrecognized model loading and unsafe `sys.modules` access are different failure modes." + "reason": "Generic custom model initialization breakage is broader, but not the same concrete bug as patchtsmixer's `post_init` allowance." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Missing load-balancing loss and an AMP/CUDA loss crash are not the same defect." + "reason": "Cache recurrent-state reset and Whisper batch decoding token skipping are unrelated." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Chunked prefill cache handling and removal of `is_torch_fx_available` affect different APIs and code paths." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are different model/component bugs." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "A buffer read error for `position_ids` and a v4-to-v5 slowdown report are unrelated." + "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are unrelated implementation issues." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific issues." + "reason": "A path-trailing-slash import warning has nothing to do with recurrent state reset in generation." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both mention model loading regressions, but they affect different versions and different failure mechanisms (`base_model_prefix` vs Llama 3.2 Vision Instruct)." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and slow import times are different subsystems." + "reason": "BitNet packed-weight loading is unrelated to tokenizer loading for FastSpeech2Conformer." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig and `from_config` not unwrapping `text_config` are distinct composite-config bugs." + "reason": "Missing TensorFlow in extras and missing import_utils symbol are unrelated packaging/API issues." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "ImportError for a VL image processor and a zero3/BertModel index error are unrelated." + "reason": "Tokenizer loading in v5 and single-label loss degeneracy are different subsystems and bugs." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Token embedding resize behavior and Whisper empty-transcription generation failure are different bugs." + "reason": "Both are config API inconsistencies, but one is Gemma3TextConfig shape/discrepancy and the other is a missing `pad_token_id` on Llama4Config." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "A v5 trust_remote_code regression from removing `is_torch_fx_available` is not the same as the Qwen3.5 kernel-registration error." + "reason": "Patchtsmixer `post_init` policy and Qwen video input regression are unrelated." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Both mention tokenization/embedding effects, but one is embedding resizing and the other is changed tokenization behavior across versions." + "reason": "SigLIP2 implementation mismatch and stale docs referencing removed pipeline APIs are unrelated." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Zero3 deque underflow and stale auto_mappings references are unrelated." + "reason": "AddedToken constructor conflict is unrelated to `list_repo_files` not forwarding `revision`." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Strict config loading for granite_speech and a missing Qwen3_5MoeVisionConfig field are different config-validation problems." + "reason": "CLIP hidden_states regression and ModelOutput key assignment bug affect different code paths." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Qwen3-VL-Moe regression in v5.0 and CPU/CUDA output differences for PPDocLayoutV3 are not the same issue." + "reason": "Quantization offloading and Gemma-3 eos_token_id configuration mismatch are unrelated." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Both concern embedding/weight updates, but one is tied-weight serialization and the other is `resize_token_embeddings` not reaching decoder embeddings." + "reason": "Generation kwarg sync and gather_for_metrics label truncation are distinct distributed-training bugs." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Model loading failure on v5.1+ and tokenizer error masking when protobuf is absent are separate problems." + "reason": "CLIP hidden states regression is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Memory not released for RT-DETR and final partial batch handling in MaskGenerationPipeline are unrelated." + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "One is a model-specific Flash Attention 2 unsupported error; the other is just a generic Flash Attention 2 topic, not the same concrete bug." + "reason": "A weight-shape mismatch during loading is not the same as incorrect checkpoint saving in Qwen3.5." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Video-input regression in Qwen VL models and Windows/ROCm torch.distributed import/type errors are unrelated." + "reason": "Both concern config handling, but one is a Gemma3TextConfig API discrepancy and the other is unwrapping `text_config` for composite Qwen multimodal configs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Incorrect tied-weights warning and `patchtsmixer` post_init policy are different issues." + "reason": "BitNet accelerate-loading unpacking and tokenizer loading are unrelated bugs." } ] }, @@ -12541,319 +8039,297 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 41, + "component_count": 22, + "review_unit_index": 33, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:42886", - "issue:42994", - "issue:43065", - "issue:43232", - "issue:43408", - "issue:43475", - "issue:43482", - "issue:43540", + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", "issue:43643", "issue:43646", - "issue:43653", - "issue:43673", "issue:43701", - "issue:43906", - "issue:43931", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", "issue:44162", - "issue:44188", - "issue:44297", - "issue:44361", - "issue:44368", - "issue:44483", - "issue:44623", - "issue:44749", - "issue:44869", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44855", "issue:44871", - "issue:44877", - "issue:44977", - "issue:44995", - "issue:45200", - "issue:45229", - "issue:45230", - "issue:45356", - "issue:45375", - "issue:45397", - "issue:45478", - "issue:45563", + "issue:44913", + "issue:44987", + "issue:45137", "issue:45584", - "issue:45588", - "issue:45656", - "issue:45685", - "issue:45987", - "issue:46082", - "issue:46123", - "issue:46132", + "issue:45698", + "issue:45803", + "issue:46050", "issue:46170", - "issue:46202", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", "issue:46421", - "issue:46431" + "issue:46506" ], "soft_pairs": [ - "issue:44995|issue:45200", - "issue:44368|issue:44977", - "issue:43653|issue:44162", - "issue:43475|issue:43540", - "issue:45397|issue:45656", - "issue:42886|issue:45229", - "issue:44877|issue:46170", - "issue:44995|issue:45588", - "issue:44368|issue:45563", - "issue:43065|issue:43408", - "issue:43906|issue:46202", - "issue:43931|issue:44368", - "issue:45685|issue:46431", - "issue:45987|issue:46082", - "issue:44483|issue:46202", - "issue:44188|issue:46202", - "issue:44188|issue:46421", - "issue:45584|issue:46170", - "issue:43065|issue:46123", - "issue:44297|issue:44623", - "issue:44361|issue:44749", - "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:44623|issue:45656", - "issue:43646|issue:44162", - "issue:44871|issue:46132", - "issue:43232|issue:43673", - "issue:42994|issue:43482", - "issue:44869|issue:45356", - "issue:45230|issue:45397", - "issue:43475|issue:43643", - "issue:45375|issue:45478" + "issue:43643|issue:44913", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:43701|issue:46506", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:44464|issue:46421", + "issue:43575|issue:43742", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:44610|issue:46369" ], - "prepared_review_unit_hash": "92684c07073cc0f7f8a79df623b195e412e5a9881b34883d1c3829b2c6da6586", + "prepared_review_unit_hash": "82288a00f7eac267d7d48c9fc69eed3362e0307e5eb11aa122275a3d4d35d89e", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37186, - "estimated_input_tokens": 9297, - "estimated_eval_tokens": 18850 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35619, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: tokenizer/save/load regressions, generation/cache issues, model-specific config bugs, and unrelated framework/runtime problems. None of the proposed soft edges looks like the same underlying bug or a mergeable duplicate PR.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across tokenizers, generation, configs, save/load, and model-specific bugs.", + "summary": "These items do not form a true duplicate cluster: they span unrelated loading, config, generation, backend, and runtime failures. All soft-similarity edges look like false positives, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45698 is the broadest open loading/saving bug with the most discussion, so it is the closest thing to a cluster anchor, but the surrounding items are not true duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe duplicate anchor; the cluster is too mixed to consolidate around one report.", + "best_issue_reason": "issue:45698 is the best representative issue because it is open, actively discussed, and broadly about from_pretrained/save_pretrained behavior; however, it should not be treated as a true duplicate hub for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "Different failures: stale indexer cache on second forward pass vs Gemma mm_token_type_ids defaulting for fine-tuning." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Unrelated: a warning about tie_word_embeddings vs a flash-attention generation bug in Qwen3.5." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "Different models and symptoms: BigBirdTokenizer special-token decode bug vs ESM2 regression." - }, - { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Both are SAM3/Qwen video-related, but one is a missing attribute and the other is a video-input ValueError; not the same bug." + "reason": "Both involve config/loading behavior, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting; different bugs." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Different code paths: Gemma zero3 from_pretrained failure vs deepspeed optimizer stepping twice." + "reason": "One is a model loading failure on transformers>=5.1.0, the other is a missing BACKENDS_MAPPING entry for tensorflow_text; unrelated causes." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Tokenizer cache/offline loading bug is unrelated to Gemma4 multi-GPU OOM." + "reason": "Python 3.13 torch.jit.script parsing error vs DeepSpeed ZeRO3 deque underflow; both runtime errors, but not the same code path." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to Windows/ROCm torch.distributed import failures." + "reason": "AutoTokenizer failing to load a specific tokenizer is unrelated to FuyuBatchFeature's bare except swallowing errors." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Different bugs: stale cache on forward pass vs flash_attention.py crashing on s_aux=None." + "reason": "Local dataset loading in an example script and an unrecognized model/config.json error are different failures." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "A tie_word_embeddings warning is not the same as a stale num_return_sequences warning in paged generate()." + "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Related SAM3 area, but dummy Conv2d in the decoder is not the same as a model-type warning on instantiation." + "reason": "Both touch save/load flows, but quantized model dequantization save bugs are different from wrong custom module loading after save_pretrained." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Unrelated: isolated reproduction of an old issue vs Gemma pipeline roundtrip failure on \u2581." + "reason": "3d_parallel.py runtime failure and Qwen2 tensor-parallel OOM are distinct issues." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + "reason": "Chunked generation output inconsistency and chunked prefill recompilation share terminology but not the same underlying bug." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "MPS histogram/int error is unrelated to missing chat template in processor.apply_chat_template()." + "reason": "OOM while loading a large model with tp is not the same as a key error when loading MobileLLM-125M." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "StaticCache return-type contract bug is unrelated to LlamaConfig head_dim validation." + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel missing PyTorch dependency detection." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip tokenization behavior." + "reason": "torch.compile with SDPA causing model failure is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma roundtrip decoding on \u2581." + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are different problems." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Both mention cache/compile, but one is branching-induced kernel divergence and the other is lazy cache init causing recompilation; different bugs." + "reason": "Missing import_utils helper and pipelines import failing on kernels version/revision are both dependency issues, but not the same bug." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to Windows/ROCm import issues." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key mismatch." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Different SAM3 and pipeline bugs: dummy Conv2d vs is_last never true on the final batch." + "reason": "Processor/tokenizer regression in v4.57.5 is different from a pipeline error message incorrectly implying translation support in v5." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer_class mismatch and missing processor files are different defects." + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to a performance regression in filtering after upgrade." + "reason": "processor.tokenizer/image handling regression is not the same as Gemma eos_token_id configuration mismatch." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Performance slowdown after upgrade is unrelated to double optimizer.step() under deepspeed." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate generation/config bugs." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to the filtering performance regression." + "reason": "Gemma3TextConfig API discrepancy is unrelated to the Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Missing processor.save_pretrained files is unrelated to deepspeed optimizer double-step behavior." + "reason": "Missing tensorflow in the torch extra is a packaging/backend issue, not a config API discrepancy." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage in v5 is unrelated to ESM2 being broken." + "reason": "patchtsmixer optional post_init policy and non-persistent buffers being junk are different model initialization issues." }, { "left": "issue:44871", - "right": "issue:46132", + "right": "issue:46050", "accept": false, - "reason": "Gemma EOS config mismatch is unrelated to AttentionInterface.register changing function behavior." + "reason": "Gemma token ID inconsistency and quantized model save/load breakage are not the same underlying defect." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Both generation-related, but one is sync_gpus/update_model_kwargs and the other is missing cache during chunked prefill; not the same bug." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Quantized model saving failure is unrelated to Qwen2.5-GGUF loading failure." + "reason": "gguf_file breaking from_pretrained loading and a missing model_type in config.json are both load failures, but with different root causes." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Whisper timestamp decode crash on trailing replacement char is unrelated to Kimi-K2.5 tokenizer codec handling." + "reason": "Transformers 5.0 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct not persisting." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "\"Bug report\" gives no concrete overlap with Gemma4 zero3 from_pretrained." + "reason": "ESM2 breakage and janus image-generation test failure are not the same model/path." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Different problems: missing Sam3VisionEncoderOutput attribute vs AutoConfig missing fields under trust_remote_code." + "reason": "Fuyu's bare except bug is unrelated to Windows ROCm import/type errors from torch.distributed dependency handling." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Related Qwen3.5 family, but missing deepstack_visual_indexes being dropped by strict is not the same as a from_pretrained error in transformers>=5.4.0." + "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are distinct issues." } ] }, @@ -12867,635 +8343,774 @@ { "label": "issue", "component_index": 1, - "component_count": 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but it contains one clear duplicate pair about a Qwen3ForCausalLM VRAM leak. The rest of the soft edges look like broad thematic similarity rather than the same underlying bug.", - "confidence": 0.62, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate twin (issue:43704) with the same title and underlying VRAM leak bug, making it the strongest representative of the only clear duplicate in the set.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the most suitable issue to anchor triage: it is concrete, has a direct duplicate, and is cleaner than the other mostly unrelated or loosely similar import/model bugs.", - "best_pr_reason": null, + "summary": "This set does not look like a duplicate cluster: it mixes unrelated Transformers issues across import errors, model/config loading, tokenizer behavior, training, cache/generation, and notebook/CI problems. I would not merge any of the soft-edge pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not share the same underlying bug or code path.", + "canonical_pr_reason": "No PRs are present in the input, so there is no canonical PR candidate.", + "best_issue_reason": "No issue is a strong global representative of the cluster; the strongest-looking titles still describe different failure modes in different subsystems.", + "best_pr_reason": "No PRs are present in the input, so there is no best PR candidate.", "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "PyTorch import failure vs Sentence Transformers loading hang; unrelated symptoms and code paths." - }, - { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "TF32 API warning/settings issue vs old InternVL2 meta-init incompatibility; different bugs." + "reason": "Both involve loading/import behavior, but one is a trust_remote_code cache-path collision and the other is a missing utility export; different bugs." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Qwen3-VL-Moe load bug vs processor.save_pretrained missing files; not the same failure." + "reason": "Import slowdown is not the same as unsafe sys.modules access; related area, but not the same defect." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Different import errors in different modules; similar surface area only, not same bug." + "reason": "One is LlamaConfig head_dim validation, the other is rope-parameter JSON list handling; unrelated validation paths." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Both are Qwen3.5/Moe-related, but one is from_pretrained failure and the other is a missing config field; not clearly the same bug." + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different tokenization problems." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Different model families and different runtime failures; no evidence of one underlying defect." + "reason": "Both are model-loading failures, but for different models and different root causes." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Quantized model save failure vs missing pad_token_id on Llama4Config; unrelated." + "reason": "Category-cardinality errors and Whisper empty-transcription generation failures are unrelated." }, { "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Multimodal model loading error vs DeepSpeed ZeRO3 deque IndexError; unrelated." - }, - { - "left": "issue:43723", - "right": "issue:46326", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer loading in v5 vs continue_final_message on mistral_common tokenizers; different code paths and bugs." + "reason": "Phi-4 model loading and stale auto_mappings references are separate issues." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Sentence-transformers import NameError vs Qwen3.5 kernel registration error; unrelated." + "reason": "A packaging/backend dependency complaint is not the same as a generic dependency issue." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Gemma processor attribute error vs Gemma pipeline roundtrip token issue; not the same bug." + "reason": "A CI test flake in GraniteSpeech is unrelated to loading Phi-4 multimodal models." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs torch.compile attention-kernel branching; different issues." + "reason": "Both are config/loading related, but one is missing fields from trust_remote_code and the other is an unrecognized-model/model_type problem." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Quantization/offloading behavior vs pipeline-parallel output correctness; unrelated." + "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are different model behaviors." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Pipeline parallelism output bug vs Qwen3.5 image-specific infinite loop; different failures." + "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 save_pretrained checkpoint correctness are distinct bugs." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Both are import-name problems, but for different symbols and likely different missing-export causes." + "reason": "Tokenizer padding/NER crashes and serve KV-cache indexing errors affect different code paths." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Mistral tokenizer patch crash vs auto_docstring annotations crash; unrelated." + "reason": "Specific Qwen2.5-VL import failure and missing AutoImageProcessor export are different import issues." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate titles and the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." - }, - { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Both mention Qwen/Moe, but they target different versions and different from_pretrained failures." + "reason": "The placeholder title is unrelated to the audio feature extraction issue." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Quantized model saving vs missing Qwen2_5_VLForConditionalGeneration import; unrelated." + "reason": "Reading registered position_ids and CPU/CUDA output divergence are unrelated runtime behaviors." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "FP8 save_pretrained issue vs Qwen3.5 from_pretrained error; different code paths." + "reason": "Missing Qwen2.5-VL processor export and missing layer_type_validation are separate missing-symbol problems." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both are import errors, but for different APIs and different breakages; too broad to merge." + "reason": "A pipeline looking for image processors is unrelated to a notebook syntax error." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 vs FP8 save_pretrained bug; not the same defect." + "reason": "Default config initialization with None and missing deepstack_visual_indexes under @strict are different config serialization bugs." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Embedding dtype mismatch during eval vs DeepSpeed deque IndexError; unrelated." + "reason": "Trainer broadcast NoneType handling and embedding reinitialization are unrelated." }, - { - "left": "issue:43232", - "right": "issue:44792", + { + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Generation state bug vs janus image-generation test failure; no clear shared root cause." + "reason": "Missing PyTorch dependency detection and post_init embedding reinitialization are unrelated." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Packaging/backend dependency omission vs missing image_utils import; different problems." + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings config references are not the same bug." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Unrecognized model/config issue vs xdist file race; unrelated." + "reason": "Chunked-prefill cache missing and max_cache_length only applying to quantized cache are distinct cache issues." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Legacy config field loading bug vs test-worker file race; unrelated." + "reason": "Notebook syntax and feature-extraction helper behavior are unrelated." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Captured-info race vs broken auto_mappings references; different CI failures." + "reason": "Qwen3_omni_moe feature-length calculation and PPDocLayoutV3 CPU/CUDA divergence are different defects." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility problem vs missing import from image_utils; unrelated." + "reason": "A torch>=2.9 flex_attention compile failure and an incorrect version check for AuxRequest import are related only by subsystem, not by the same bug." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "MLflow reporting on failed jobs vs DeepSpeed OOM; 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The only clear canonical pair is issue:42673 and issue:43704, which share the exact same title and appear to describe the same Qwen3ForCausalLM VRAM leak. 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"analyst_result": { - "summary": "The candidate pairs are mostly loose topical similarities, not true duplicates; they span unrelated tokenizer, training, multimodal, serving, and docs bugs. No pair looks safe to merge as the same underlying issue/change.", - "confidence": 0.95, - "canonical_issue_reason": "No single true canonical issue stands out because the set is heterogeneous; issue:42898 is the closest umbrella candidate only because several pairs are tokenizer/regression themed, but it does not subsume the rest.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the broadest and most representative regression-style issue in this set, but only as a weak umbrella candidate, not a duplicate target for the others.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Different bugs: Gemma4 attention-mask construction vs pipeline batch-finalization logic." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Unrelated symptoms and code paths: loading hangs vs embedding resize/post-init reinitialization." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both tokenizer regressions, but different models and failures; not the same concrete bug." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "Different functionality: MIMI batching/padding-mask mismatch vs MoE load-balancing loss calculation." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save-pretrained file emission vs Qwen3.5 MoE from_pretrained loading error are separate issues." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding crash." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Different model families and bugs: vitpose breakage vs Gemma4 text-only mm_token_type_ids defaulting." - }, - { - "left": "issue:44016", - "right": "issue:46231", - "accept": false, - "reason": "Notebook syntax error is unrelated to a docs parameter-name mismatch." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "General tokenizer-loading failure vs missing BOS/EOS insertion for one tokenizer." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Different multimodal bugs: missing image-patch helper vs remote-code/meta-init incompatibility." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config default construction bug is unrelated to ModelOutput key assignment behavior." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Same broad tokenizer-regression theme, but the affected models and failures differ; not one duplicate." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Separate import failures in different integration points and different missing symbols." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "Serving KV-cache indexing crash is unrelated to auto-docstring annotation handling." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but they concern different model-specific codec/regex behavior." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Position-ids buffer access bug is unrelated to deepspeed double optimizer stepping." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup regression and processor.tokenizer access regression are different code paths." - }, - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting after training failure." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Version bump for peft dependency is unrelated to leftover dummy-class cleanup." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "No shared underlying bug: MLFlow failure reporting vs model-loading regression for Llama 3.2 Vision." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Different model-specific tensor-parallel / tied-weights issues." - }, - { - "left": "issue:44075", - "right": "issue:46231", - "accept": false, - "reason": "Optimizer argument handling bug is unrelated to documentation parameter naming." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different example scripts and failures: classification output bug vs local dataset loading." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 save_pretrained issue and tokenizer_config class mismatch are unrelated." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Missing import from image_utils is unrelated to dummy-class cleanup." - }, - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "MLFlow reporting after failure and CustomTrainer signature breakage are different issues." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Training-job reporting bug is unrelated to embedding reinitialization on resize." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch entirely." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch is unrelated to deepspeed optimizer stepping." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save-pretrained missing files." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13506,325 +9121,312 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 44, + "component_count": 22, + "review_unit_index": 39, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:30990", - "issue:38175", + "issue:36246", "issue:41628", + "issue:41950", + "issue:42491", "issue:42757", - "issue:42796", - "issue:42831", - "issue:43122", - "issue:43232", - "issue:43475", - "issue:43479", - "issue:43644", - "issue:43723", - "issue:44190", - "issue:44206", - "issue:44222", - "issue:44261", - "issue:44263", - "issue:44279", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", "issue:44295", "issue:44297", - "issue:44360", + "issue:44336", + "issue:44351", "issue:44373", - "issue:44448", - "issue:44484", "issue:44485", - "issue:44623", - "issue:44734", + "issue:44496", + "issue:44589", "issue:44871", - "issue:44977", - "issue:45071", - "issue:45092", + "issue:45003", "issue:45103", - "issue:45245", - "issue:45310", - "issue:45357", - "issue:45381", - "issue:45834", - "issue:46082", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", "issue:46132", - "issue:46209", - "issue:46305", - "issue:46328", - "issue:46421", + "issue:46291", + "issue:46399", "issue:46424", - "issue:46431", - "issue:46655", + "issue:46506", + "issue:46614", "issue:46665" ], "soft_pairs": [ - "issue:44448|issue:46132", - "issue:44222|issue:44623", - "issue:42796|issue:43723", - "issue:43479|issue:43644", - "issue:45245|issue:46132", - "issue:43479|issue:46665", - "issue:41628|issue:42757", - "issue:44297|issue:45310", - "issue:45071|issue:46082", - "issue:44373|issue:44485", - "issue:44263|issue:45092", - "issue:43723|issue:44977", - "issue:44222|issue:44484", - "issue:43122|issue:46209", - "issue:43232|issue:46424", - "issue:44206|issue:45103", - "issue:44190|issue:46082", - "issue:46209|issue:46431", - "issue:43232|issue:45834", - "issue:44734|issue:46421", - "issue:43475|issue:46305", - "issue:44295|issue:44623", - "issue:46305|issue:46655", - "issue:43723|issue:44871", - "issue:44263|issue:44360", - "issue:45381|issue:46305", - "issue:44261|issue:45092", - "issue:30990|issue:38175", - "issue:45092|issue:45357", - "issue:44279|issue:46328", - "issue:43644|issue:46305", - "issue:44263|issue:44373", - "issue:42831|issue:45310" + "issue:43901|issue:44246", + "issue:46291|issue:46399", + "issue:45542|issue:45800", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:44297|issue:45397", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561" ], - "prepared_review_unit_hash": "1dcb1e0ea53d216cea08b67edcd5a17fc25a033edbf9dadbde4f9d819650cff5", + "prepared_review_unit_hash": "25dcd773231e6e2afa973c6ee637aa21af4d0d152ff792bef513499497d127f8", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36710, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, import, config, generation, save_pretrained, cache, and model-specific bugs, so there is no single duplicate center.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is largely a set of false-positive soft matches: most items are unrelated model-specific import/load bugs, dependency/version issues, doc/test issues, or performance regressions. I found no pair that clearly looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span unrelated regressions across imports, model loading, pipelines, docs, and testing. If one issue must be chosen as the closest representative, issue 43824 is the best fit because it is a concrete, well-scoped import failure and has the strongest signal among the reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43824 is the strongest standalone bug report here: it is concrete, reproducible, and has explicit inbound references. It is still not a true umbrella for the rest of the items, but it is the closest representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Different problems: Pegasus v4/v5 output regression vs AttentionInterface.register behavior change." - }, - { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Different save_pretrained bugs: FP8 MoE saving vs processor file omission." + "reason": "Docs/behavior mismatch for text classification vs intermittent import slowness; different code paths and symptoms." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer BPE marker handling vs AutoTokenizer loading failure; different failure modes." + "reason": "Both involve kernels, but one is a pipelines import/version problem and the other is a Qwen3.5 registration crash; not the same bug." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Config initialization from None vs junk non-persistent buffers; unrelated code paths." + "reason": "Different failures: missing TensorFlow backend handling vs torch/transformers version incompatibility." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Category-count limit error vs registered attention function behavior; unrelated." + "reason": "Llama4Config pad_token_id AttributeError and GLM-4V-9B loading failure are distinct model-specific issues." }, { - "left": "issue:43479", - "right": "issue:46665", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Default multimodal config init vs from_pretrained behavior inside Python classes." + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; different symbols." + "reason": "Specific import error for a Qwen2.5 VL class vs Python version compatibility issue; unrelated root causes." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer config mismatch on save vs Qwen3.5 MoE load error; different stages and causes." + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; completely different subsystems." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "PretrainedConfig type-checking regression vs head_dim validation in LlamaConfig." + "reason": "Missing config attribute in Llama4 vs trust_remote_code returning incomplete AutoConfig fields; not the same bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Docstring bug vs RoPE implementation issue; not the same underlying defect." + "reason": "Missing storage class vs Qwen3.5 chat crash; different symptoms and likely different code paths." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "DSA indexer torch.split handling vs remote-code meta-init incompatibility; unrelated." + "reason": "Terminal ANSI output bug vs wrong docstring for position_ids; unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Tokenizer loading in v5 vs flash-attention generation failure; different code paths." + "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma-4 ZeRO3 from_pretrained failure; not the same issue." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size default question; not duplicates." + "reason": "AutoImageProcessor import failure vs Python 3.9/3.10 compatibility problem; unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Tokenization version regression vs FP8 inference failure on B200; unrelated." + "reason": "sentence-transformers import NameError vs undefined tf backend from tensorboard-only install; distinct causes." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Generation kwargs after sync_gpus vs cache max_length configuration; different bugs." + "reason": "Missing load-balancing loss when router logits are off vs Gemma-3 eos_token_id inconsistency; different model logic." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Unsupported center arg in feature extractor vs auto_docstring AttributeError; unrelated." + "reason": "pytest-xdist race on captured_info.txt vs stale generate() warning; unrelated testing issues." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Local dataset loading script issue vs LlamaConfig head_dim validation; different areas." + "reason": "Stale phonemizer language backend vs from_pretrained behavior inside Python classes; different state-management bugs." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "FP8 on B200 inference failure vs missing chat template error; unrelated." + "reason": "auto_docstring crash with future annotations vs missing decorator in Qwen3.5 kernels registration; unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Generation bookkeeping bug vs long OCR index error in Kosmos2.5; different models/issues." + "reason": "Both mention auxiliary losses, but one is router/load-balancing loss and the other is D-FINE denoising auxiliaries; not the same concrete bug." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Serve KV-cache continuation indexing bug vs lazy cache init recompilation; different cache problems." + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "SAM 3 video attribute error vs MoonshineStreaming off-by-one masking; unrelated." + "reason": "Both mention Qwen3 MoE, but one is hf4.x/hf5.x LoRA compatibility and the other is Qwen3VL MoE loading breakage; different failures." }, { "left": "issue:44295", - "right": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different APIs." + "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained failure; different code paths." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Streaming mask off-by-one vs SmolVLM video padding calculation; different video bugs." + "reason": "Sliding_window bug in Qwen3-MoE vs Qwen3.5 chat crash; not the same issue." }, { - "left": "issue:43723", + "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure vs eos_token_id inconsistency between tokenizer and model config." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "DSA indexer torch.split issue vs missing ReLU in DSA indexer; different logic errors." + "reason": "Load-balancing loss omission and eos_token_id inconsistency are unrelated model/config bugs." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming window bug; unrelated models." + "reason": "ANSI-code output bug vs GLM-5 RoPE implementation discussion; no shared underlying defect." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "MLA RMS norm epsilon precision issue vs meta-init incompatibility; unrelated." + "reason": "Offline cache loading failure vs AttentionInterface.register changing function behavior; unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Sentence Transformers loading hang vs zero probabilities in SigLIP2; different symptoms and models." + "reason": "Bamba SDPA torch.compile failure vs PPDocLayoutV3 CPU/CUDA divergence; different models and mechanisms." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Old InternVL2 meta-init incompatibility vs incorrect visual encoder keys saved in Qwen3.5." + "reason": "Terminal output formatting bug vs cache max length semantics; unrelated." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "General dependency issue vs SequenceFeatureExtractor.pad performance regression; unrelated." + "reason": "Video-classification pipeline using image processors vs _torch_extract_fbank_features issue; different pipeline components." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Non-persistent buffer corruption vs streaming mask off-by-one; different bug classes." + "reason": "Importing a Qwen2.5 VL image processor vs missing is_offline_mode from huggingface_hub; different imports and libraries." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Runtime indexer bug vs docstring correction; not the same issue." + "reason": "Different missing symbols: Qwen2.5 VL image processor vs HybridCache." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE load error; distinct FP8-related problems." + "reason": "Unsafe sys.modules access vs test-worker file race; unrelated implementation areas." } ] }, @@ -13838,298 +9440,298 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 45, + "component_count": 22, + "review_unit_index": 40, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28218", - "issue:30990", - "issue:33357", - "issue:39401", - "issue:41628", - "issue:42371", - "issue:42757", - "issue:42796", - "issue:42831", - "issue:42886", - "issue:42907", - "issue:42994", - "issue:43066", - "issue:43122", - "issue:43232", - "issue:43408", - "issue:43550", - "issue:43576", - "issue:43646", - "issue:43756", - "issue:43784", - "issue:43824", - "issue:43976", + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", "issue:44038", "issue:44060", - "issue:44117", - "issue:44188", - "issue:44261", - "issue:44263", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", "issue:44295", - "issue:44297", - "issue:44373", - "issue:44483", - "issue:44568", - "issue:44704", - "issue:44829", - "issue:44945", - "issue:45278", - "issue:45406", - "issue:45593", - "issue:45753", - "issue:46002", - "issue:46050", - "issue:46132", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", "issue:46369", - "issue:46402" + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655" ], "soft_pairs": [ - "issue:42907|issue:46050", - "issue:44829|issue:46002", - "issue:42831|issue:44038", - "issue:44483|issue:45406", - "issue:22355|issue:27957", - "issue:41628|issue:43824", - "issue:43408|issue:46402", - "issue:22355|issue:28218", - "issue:42831|issue:45753", - "issue:39401|issue:44568", - "issue:42757|issue:45278", - "issue:27957|issue:30990", - "issue:42886|issue:43066", - "issue:42886|issue:42994", - "issue:43232|issue:45593", - "issue:43408|issue:46369", - "issue:44188|issue:44373", - "issue:42796|issue:43122", - "issue:43550|issue:46132", - "issue:44261|issue:44373", - "issue:43646|issue:46002", - "issue:42371|issue:44263", - "issue:43576|issue:43784", - "issue:44295|issue:44297", - "issue:42907|issue:44945", - "issue:30990|issue:33357", - "issue:43756|issue:44060", - "issue:44117|issue:44704", - "issue:43976|issue:44945" + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:43901|issue:45003", + "issue:43540|issue:46655", + "issue:44734|issue:46424", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:45292|issue:45584", + "issue:44561|issue:46399", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44038|issue:46506", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "e059ffbb337cb2caa2e197ab74185c2087154fd29aeba39c9e8b64505293bb82", + "prepared_review_unit_hash": "c04822faaff47cbc9afe95dacc6ae74f2068794c22cbdb468f88d2ae60159f75", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35884, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of unrelated Transformers issues across tokenization, imports, quantization, attention, and model-specific regressions. None of the soft pairs look like true duplicates of the same concrete bug; they are only loosely similar by subsystem or symptom.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45278 is the broadest representative of the import-regression/version-upgrade subset, which is the closest recurring theme in this set.", + "summary": "This is not a duplicate cluster in any strong sense: most items are distinct regressions or docs/config issues across different models and code paths. The apparent overlap is mostly superficial (Qwen, video, cache, DeepSpeed, config strictness), so none of the soft edges should be merged.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 44479 is the best anchor because it is a concrete, user-facing regression with a clear version boundary and a broad impact across several related video-capable Qwen model variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best overall representative because it captures the widest, most general failure mode here: post-upgrade import breakage.", + "best_issue_reason": "Issue 44479 is the strongest representative issue in the set: it is specific, reproducible, and spans multiple affected models, making it more suitable as a cluster anchor than the narrower single-model or infrastructure-only bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both concern quantized save/load, but one is dequantized Ministral/Devstral save_pretrained failure and the other is sinq round-trip breakage; different bug paths." + "reason": "Both mention token/embedding behavior, but one is a DeepSeek tokenizer regression and the other is resize_token_embeddings not updating output embeddings; different bug and code path." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Both mention training instability, but one is flash_attention_3 degenerate training and the other is NaNs after checkout/init; not the same defect." + "reason": "Both are Qwen3.5/rotary-related, but one is CPU-offload incompatibility and the other is a missing decorator causing kernel registration failure; not the same fix." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3-VL-Moe model issues are unrelated concrete problems." + "reason": "Docs about return_all_scores vs a sys.modules access bug are unrelated." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "One is an API request rejection issue, the other is a Gemma4Processor `_tokenizer` crash; unrelated." + "reason": "Both involve video processing, but they affect different models and different failures: Qwen3OmniMoe video input handling vs SmolVLM padding calculation." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "ONNX import failure and XLMRoberta Flash Attention 2 support are different issues." + "reason": "Both touch cache behavior, but one is KV-cache continuation indexing in serve and the other is max_cache_length handling in cache config; not the same bug." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Different missing imports (`AutoImageProcessor` vs `Qwen2_5_VLForConditionalGeneration`), so these are separate bugs." + "reason": "Both mention DeepSpeed/ZeRO3, but the failures are different: missing weight conversion vs deque underflow during ZeRO3 init." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Both involve sam3, but one is a model-type warning and the other is missing text encoder weights; not the same code-path problem." + "reason": "Both are video regressions, but they target different models and different preprocessing paths." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Transformers ONNX import error and tokenizer added-token spacing bug are unrelated." + "reason": "Unrecognized model config loading and unsafe sys.modules access are unrelated." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "FP8 accuracy regression and a Qwen3_5 image-induced infinite loop are different failures." + "reason": "Chunked prefill cache handling and removal of is_torch_fx_available are separate compatibility issues." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Both are tokenizer-related, but one is wrong offset mappings and the other is missing BOS/EOS insertion; different behavior." + "reason": "Same SAM3 family, but one is a missing attribute on vision output and the other is a memory overflow in sam3-litetext; different bugs." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "A single `is_offline_mode` import error is not the same concrete bug as the broader post-upgrade import failures." + "reason": "Load-balancing loss gating and an AMP/CUDA image loss crash are unrelated." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers loading hang are unrelated." + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific issues." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type in v5 are separate tokenizer regressions." + "reason": "One is a position_ids buffer access error; the other is a performance regression after upgrading Transformers." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different code paths." + "reason": "Audio chat-template sampling-rate default and slow import times are unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Generation kwargs/sync bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Both concern composite Qwen configs, but one is a missing vision config field under strict validation and the other is auto-model unwrapping of text_config; different failures." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "SAM3 model-type warning versus SAM3 litetext memory overflow are different bugs." + "reason": "resize_token_embeddings/output_embeddings and Whisper empty-transcription generation are unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "A torch.compile attention-kernel divergence and a docstring typo are clearly not duplicates." + "reason": "A v5 compatibility break in trust_remote_code is not the same as a Qwen3.5 kernel registration decorator bug." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Both are tokenizer regressions, but one is BPE-marker handling for Ministral and the other is broader tokenization drift across versions." + "reason": "A token embedding resize bug and a general tokenization version-change report are not the same underlying issue." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and AttentionInterface.register behavior changes are different attention-related issues." + "reason": "Both involve config validation, but one blocks granite_speech loading while the other silently drops a Qwen3_5MoeVisionConfig field; not the same bug." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "MLA layernorm precision/config bug and a wrong docstring are unrelated." + "reason": "DeepSpeed deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failures with different fixes." + "reason": "ImportError for Qwen2_5_VLImageProcessor and an IndexError during ZeRO3+BertModel init are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "TF32 configuration warning and a torch.split return-value issue are unrelated." + "reason": "Qwen3-VL-Moe regression and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Broken `transformers env` CLI and sentence-transformers import NameError are separate issues." + "reason": "Both concern embedding/serialization behavior, but one is tied-weight serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens; different code paths." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch in saved config are different problems." + "reason": "Loading failure for physical-intelligence/fast and tokenizer error masking when protobuf is absent are separate issues." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Quantized save/pretrained failure and pipeline-parallelism output corruption are unrelated." + "reason": "RT-DETR memory retention and MaskGenerationPipeline dropping final partial batches are unrelated." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "A loading hang and a MacOS bus error on CLIP are different failure modes." + "reason": "A specific Nemotron Flash Attention 2 support error and a generic Flash Attention 2.0 issue title are not enough to establish the same bug or change." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "RoPE-layer dropping and tied-weights warning behavior are not the same bug." + "reason": "Video input regression and a Windows/ROCm torch.distributed import problem are unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor kwargs passthrough are separate plumbing bugs." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are different model/config issues." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Python version compatibility and pipeline-parallelism output issues are unrelated." + "reason": "GlmMoeDsa stale cache on second forward pass and Gemma 4 mm_token_type_ids defaults are unrelated." } ] }, @@ -14143,319 +9745,559 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 46, + "component_count": 22, + "review_unit_index": 41, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45356", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:45685|issue:46431", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:42371|issue:45092" + ], + "prepared_review_unit_hash": "3d464a347c076226ca3f3668f5c90c0a886b5550c034849763712090dfcba8e6", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36328, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 42, "review_unit_count": 56, - 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"summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer regressions, model-specific bugs, and training/runtime issues. The pairwise similarities look lexical rather than describing the same underlying defect, so I would not merge any of the soft pairs as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest representative of the import-error/version-upgrade subgroup and the most generic issue in the set, but the cluster overall does not look like one true duplicate family.", + "summary": "The set is mostly a collection of unrelated issue reports; the only apparent commonality is several tokenizer/v5 regressions, but the soft pairs still describe different bugs and code paths, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42898 is the broadest, highest-signal regression report in the set (v5 tokenizer behavior change) and sits closest to several of the other tokenizer-related candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative because it is broad and clearly describes a common user-facing failure mode, even though it is not a safe duplicate of most others.", + "best_issue_reason": "issue:42898 is the best representative issue: it is user-facing, regression-focused, and general enough to anchor the cluster without overfitting to one model or example.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Different failures: tokenizer offset mapping bug vs a model-loading/import problem for sleng-bert." - }, - { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade-induced import-error report." + "reason": "Different failures: Sentence Transformers loading hang vs token-embedding resize/reinit bug; no shared code path." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Unrelated code paths: dequantized save_pretrained failure vs loading a multimodal model." + "reason": "Both are tokenizer regressions in v5, but one is about clean-up spacing behavior and the other about BOS/EOS insertion for a specific tokenizer." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Both involve import-time breakage, but the missing-name issue in sentence-transformers is distinct from auto_mappings referencing removed configs." + "reason": "Different subsystems: MIMI padding-mask batching mismatch vs MoE load-balancing loss gating on router logits." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Different model behaviors: saving dequantized weights vs GenerationConfig validation." + "reason": "One is missing files in processor.save_pretrained, the other is a Qwen3.5 MoE from_pretrained regression; unrelated behavior." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Completely different subsystems and symptoms; no shared bug mechanism is evident." + "reason": "Both performance-related, but one is VRAM leakage in dataloader threads and the other is long-context FA2 generation slowdown." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Different APIs and failures: cached_file kwargs propagation vs chat template crashes on tool-call messages." + "reason": "Phi4MultimodalConfig default-init bug vs Whisper decode crash on trailing replacement character; unrelated code paths." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "One is config propagation for Qwen3.5 labels; the other is a flash_attention_3 training regression." + "reason": "VitPose model breakage is separate from Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer offset mapping bug is unrelated to multimodal assistant_mask generation." + "reason": "Notebook syntax error and docs parameter-name mismatch are different classes of issues." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related, but they concern different tokenizer stacks and different failure modes." + "reason": "AutoTokenizer loading failure and add_special_tokens/BOS-EOS behavior are distinct tokenizer problems." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Different problems: Qwen3-VL-Moe loading vs tokenizer_class metadata written by save_pretrained." + "reason": "Both tokenizer regressions, but one concerns clean_up_tokenization_spaces and the other wrong token IDs for Granite models." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Different functionality: text tokenization drift vs multimodal chat-template masking." + "reason": "Missing image-processor method vs remote-code/meta-init incompatibility; not the same bug." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Different features: classification example script output vs Gemma 4 mm_token_type_ids defaults." + "reason": "Config default initialization and ModelOutput key assignment are unrelated implementation bugs." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "These are separate SAM 3 video issues with different object/model attribute problems." + "reason": "Different tokenizer regressions: clean-up spacing behavior vs Deepseek codec/tokenization correctness." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Tokenizer offset_mapping vs phonemizer backend state are unrelated." + "reason": "Serve KV-cache continuation crash is unrelated to auto-docstring crashes under future annotations." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe loading vs reading position_ids after buffer registration." + "reason": "Different import errors in different packages/models; no shared underlying fix." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Saving dequantized models and gguf_file loading failures are different code paths." + "reason": "Both are tokenizer regressions, but one is spacing cleanup and the other is Kimi-K2.5 codec handling/warning behavior." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both mention model support, but one is a load-time bug and the other is FP8 save_pretrained handling." + "reason": "Position_ids buffer read error is unrelated to double optimizer stepping under deepspeed." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + "reason": "Tokenizer v5 behavior change vs processor.tokenizer/image-passing regression; distinct API breakages." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Related version and model family, but save_pretrained checkpoint corruption and from_pretrained errors are not the same concrete bug." + "reason": "Dependency version pin issue and leftover dummy-class cleanup are unrelated maintenance problems." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both are import errors, but they concern different missing classes from different modules." + "reason": "XLMRoberta Flash Attention 2 and MLflow reporting on failed jobs are completely different concerns." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Both are tokenizer regressions, but there is no evidence they share the same tokenizer implementation or root cause." + "reason": "Wrong tied-weights warning and missing tensor-parallel plan are separate Qwen3 model issues." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the multi-label classification example script issue." + "reason": "MLflow failure-reporting bug vs Llama 3.2 Vision model-loading regression; unrelated." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Different import failures in different packages/modules." + "reason": "Example-script multi-label output bug and local dataset loading failure are different pipeline issues." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Embedding dtype mismatch during eval is unrelated to pipeline-parallel output corruption." + "reason": "FP8 save_pretrained issue and tokenizer config mismatch involve different serialization paths." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "One is missing TensorFlow in an install extra; the other is a Python 3.14 load failure." + "reason": "Missing import from image_utils and leftover dummy PT classes are not the same defect." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "No module named transformers.onnx is unrelated to the LayoutLMv3 error-message issue." + "reason": "MLflow tracking/reporting bug vs CustomTrainer compute_loss signature breakage; unrelated." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Different multimodal/model-specific bugs: SigLIP2 implementation drift vs Qwen3_5 image loop." + "reason": "Optimizer args ignored and docs parameter-name mismatch are not the same underlying problem." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Diverging attention kernels under torch.compile is unrelated to SequenceFeatureExtractor.pad inefficiency." + "reason": "Failed-job MLflow reporting and post_init embedding reinitialization are unrelated issues." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Both are import failures, but they are different missing symbols and do not look like the same bug." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are distinct import/setup errors." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Tokenization-space cleanup behavior and phonemizer language state are different regressions." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed optimizer stepping." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Both are GLM-5 related, but they target different implementation areas and failure modes." + "reason": "FP8 accuracy regression and processor.save_pretrained missing files are different bug classes." } ] }, @@ -14469,306 +10311,422 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 47, + "component_count": 22, + "review_unit_index": 44, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:46132|issue:46693", + "issue:44222|issue:44484", + "issue:44206|issue:45103", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44263|issue:44373", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "8cf0dc50e2b097bdaa31a999f6030f3aede15f8770cce222c7a10b8d7bf68f05", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36735, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 45, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - 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"summary": "This cluster is mostly a loose thematic grouping of Transformers v5 regressions, but the soft pairs are not true duplicates: they span different models, code paths, and failure modes. No PRs are present.", - "confidence": 0.37, - "canonical_issue_reason": "issue:33453 is the broadest umbrella issue in the set, covering a tokenizer-loading regression theme that overlaps several of the tokenizer-focused reports.", + "summary": "This cluster is heterogeneous: most items are unrelated tokenizer, import, serving, quantization, or model-specific regressions. The soft-similarity edges do not describe the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest concrete anchor for the cluster: a clear, user-visible tokenizer regression in v5 with a specific before/after behavior change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but one is about decoder type handling while the other is DeepSeek output correctness; different bugs." - }, - { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "VRAM leak in multi-thread dataloader use is unrelated to the bfloat16 dtype mismatch in inference." + "reason": "Different problems: a generic dependency issue vs a tokenizer padding performance regression." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Different version-compatibility failures: Python version gating vs PyTorch version check for a flex_attention import." + "reason": "Different code paths and symptoms: FP8 accuracy vs a Qwen3.5 MoE from_pretrained load error." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Multi-label classification returning empty results is unrelated to a SigLIP2 HF-vs-JAX model discrepancy." + "reason": "Both mention training instability, but the affected mechanisms differ: flash_attention_3 behavior vs checkpoint/init NaNs." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Model loading with base_model_prefix is a loading-path regression, while the other is NaNs in classification heads after checkout/init." + "reason": "One is an API request handling rejection, the other is a serve-time AttributeError in a processor class." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch in set_training()." + "reason": "Different model/runtime issues: FP8 accuracy regression vs Qwen3-VL-Moe compatibility/load failure." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "TF32 behavior control is unrelated to the GLM46V image processor missing method / token-counting AttributeError." + "reason": "Completely different areas: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Both involve Qwen3-family models, but they are different from_pretrained failures on different model variants and versions." + "reason": "Both are import errors, but they are for different symbols and different model families." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is a config-plumbing bug, not the same as NaNs in classification heads." + "reason": "Same SAM3 umbrella, but different bugs: wrong model type warning vs missing text encoder weights loading." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Saving wrong visual encoder keys and failing from_pretrained are different Qwen3.5 bugs in different code paths." + "reason": "Different symptoms: FP8 accuracy issue vs image-specific infinite loop." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Unexpected helper output lengths in qwen3_omni_moe is unrelated to a flex_attention import version check." + "reason": "No overlap in code path: ONNX import failure vs tokenizer spacing after added tokens." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Ignoring SGD args and failing evaluate() after train() are distinct training-loop problems." + "reason": "Both are tokenizer behavior bugs, but the specific failure modes differ: offset mappings vs BOS/EOS insertion." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure affect different model families and mechanisms." + "reason": "One missing hub symbol is a specific import regression; the other is a broad post-upgrade import breakage." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "An example script returning empty multilabel results is unrelated to pipeline()'s translation-task error message." + "reason": "Cache/offline loading failure is unrelated to a wrong tokenizer decoder type in v5." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5 loading and AutoProcessor not forwarding kwargs are separate loading/processor issues." + "reason": "Different subsystems: Flash Attention 2 model behavior vs Sentence Transformers load hang." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "GPT2 FlashAttention 2 support request is not the same bug as a generic flash-attention issue report." + "reason": "Both involve saving/loading or quantized artifacts, but the concrete failures are different." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT/cpu_ram_efficient_loading is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Generation kwargs handling is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "A VRAM leak in multithreaded loading is unrelated to tokenizer BPE marker handling." + "reason": "Different SAM3 issues: type warning vs memory overflow in a specific model call." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "The VRAM leak report and the video padding calculation bug involve different subsystems and symptoms." + "reason": "Attention-kernel divergence under compile is unrelated to a docstring-only issue." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "An invalid GenerationConfig error is different from a stale warning about num_return_sequences." + "reason": "Tokenizer bug in one model vs broader version-to-version tokenization change; too different to be duplicates." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Docs still referencing pipeline() after removal is unrelated to the flex_attention PyTorch version check." + "reason": "Precision/config bug in MLA layernorm vs documentation error for position_ids." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Both are tokenizer regressions, but one is a broad loading regression and the other is a specific offset_mapping bug in Qwen3." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Kimi tokenizer codec/warning regression is unrelated to stale espeak backend language state in phonemization." + "reason": "TF32 configuration guidance/regression is unrelated to torch.split return values." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different attention-path bug from Gemma4 building causal masks." + "reason": "Quantized model save failure and pipeline-parallel output corruption are different bugs." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Missing generation cache during chunked prefill is unrelated to SequenceFeatureExtractor.pad conversion overhead." + "reason": "Different model-specific configuration mistakes: RoPE layer loss vs incorrect tied-weights warning." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention.py crashing on s_aux=None are unrelated code paths." + "reason": "Different failure modes: loading hang vs MacOS bus error on CLIP model." }, { - "left": "issue:45071", - "right": "issue:46614", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to stale phonemizer language backend state." + "reason": "Position_ids buffer read error is unrelated to tokenizer save_pretrained metadata mismatch." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Unexpected _is_hf_initialized handling during init_empty_weights is a different loading bug than PretrainedConfig type checking." + "reason": "CLI env command regression is not the same as a NameError during sentence-transformers import." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "An unreleased PEFT version bump is unrelated to the PyTorch version check for flex_attention imports." + "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." }, { "left": "issue:39401", - "right": "issue:44779", + "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer issues, but one is Qwen3 offset mapping and the other is DeepSeek tokenization correctness; different underlying bugs." + "reason": "Tokenizer offset_mapping bug is not the same as failing to load a specific model." } ] }, @@ -14782,298 +10740,319 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 48, + "component_count": 22, + "review_unit_index": 46, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", "issue:38617", "issue:39401", "issue:41628", - "issue:42222", - "issue:42371", - "issue:42617", - "issue:43066", - "issue:43097", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43116", "issue:43122", + "issue:43278", "issue:43408", - "issue:43450", - "issue:43742", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", "issue:43937", - "issue:43986", - "issue:44075", + "issue:44038", "issue:44117", - "issue:44220", - "issue:44261", - "issue:44263", - "issue:44410", - "issue:44466", - "issue:44484", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", "issue:44485", - "issue:44493", - "issue:44496", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", "issue:44829", - "issue:44877", - "issue:44933", - "issue:44977", - "issue:45071", - "issue:45081", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", "issue:45216", "issue:45278", - "issue:45310", - "issue:45341", - "issue:45362", + "issue:45290", "issue:45478", - "issue:45542", - "issue:45561", - "issue:45656", - "issue:46002", - "issue:46178", - "issue:46209", - "issue:46231", - "issue:46298", + "issue:45600", + "issue:45753", + "issue:46326", "issue:46328", - "issue:46512", - "issue:46617" + "issue:46614" ], "soft_pairs": [ - "issue:44466|issue:46002", - "issue:43937|issue:44977", - "issue:44410|issue:45310", - "issue:43450|issue:43986", - "issue:45341|issue:45561", - "issue:45341|issue:46328", - "issue:45071|issue:46512", - "issue:44829|issue:45216", - "issue:44117|issue:45081", - "issue:38617|issue:41628", - "issue:42617|issue:45341", - "issue:43122|issue:46298", - "issue:42222|issue:46178", - "issue:42371|issue:44261", - "issue:45362|issue:46328", - "issue:43408|issue:43742", - "issue:44877|issue:46231", - "issue:42371|issue:46617", - "issue:44484|issue:45310", - "issue:39401|issue:46209", - "issue:43937|issue:44496", - "issue:44933|issue:45278", - "issue:44410|issue:45478", - "issue:38617|issue:44220", - "issue:44075|issue:45656", - "issue:43066|issue:43122", - "issue:44263|issue:44485", - "issue:42222|issue:45542", - "issue:43097|issue:44493" + "issue:44117|issue:44704", + "issue:42907|issue:44964", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43122|issue:44779", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278" ], - "prepared_review_unit_hash": "5685fd38b8ec01572c212b0f0008c3aa3406d4612749c2bb79d0864cce5ce7da", + "prepared_review_unit_hash": "12f591a6bcb5a238cf663706eaacf3cb228ca54ab561b50e9cd5e944f02b7b40", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35985, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "soft_pair_count": 32, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues were grouped together; the soft pairs are only title-level similarities and do not clear the strict duplicate threshold. I would not merge any of these pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical duplicate stands out: the items span unrelated regressions across imports, tokenization, model loading, testing, optimizer behavior, and config handling.", + "summary": "This cluster is a loose mix of unrelated Transformers issues: import failures, tokenizer regressions, model-specific bugs, and runtime/configuration problems. The soft links mostly share broad vocabulary or subsystem names, not the same underlying defect.", + "confidence": 0.76, + "canonical_issue_reason": "No clear canonical issue; the items span multiple unrelated bug classes, so none safely subsumes the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the broadest umbrella candidate because it captures the only obvious repeated theme here: upgrade-related import regressions.", + "best_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s import/regression theme, but it should still be treated as a representative issue rather than a duplicate umbrella.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Both mention model weight behavior, but one is a serialization inconsistency and the other is NaNs in classification heads; different bugs and code paths." + "reason": "Tokenizer mapping None handling and cached_file kwargs forwarding are different model-loading code paths." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Different model families and operations: save/dequantize failure vs multimodal model loading failure." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "One is a missing layer projection in qwen3next, the other is a Qwen3.5 MoE from_pretrained error; not the same defect." + "reason": "Both are import-related, but one is a specific missing import and the other is a broad version-upgrade regression; not the same bug." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Incorrect batched video processor shapes and missing-torchvision AutoProcessor crashes are different problems." + "reason": "Save_pretrained/dequantization issue vs GLM-5 GenerationConfig validation error." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "A testing_utils bug and a pytest-xdist file race are not the same underlying issue." + "reason": "Sentence-transformers import NameError and removed Sam3LiteText config references are separate failure points." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "A testing helper bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "DSA indexer/ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig and stale config.dtype after from_config are distinct issues." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are different problems." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Flash-attention-3 training degeneration and save_pretrained checkpoint regression are different code paths." + "reason": "Tokenizer offset_mapping bug and multimodal assistant_masks bug are different code paths." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are unrelated tokenizer bugs." + "reason": "cached_file kwargs forwarding and tool-call assistant-message crash are unrelated APIs." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules and do not look like one concrete bug." + "reason": "Both involve tokenization, but one is a version-to-version behavior change and the other is a mistral_common continue_final_message bug." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + "reason": "Generic tokenizer regression and multimodal assistant_masks failure are not the same underlying defect." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging are unrelated." + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are separate subsystems." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Broken vitpose models and a missing tensorflow_text backend entry are different issues." + "reason": "SAM3 warning and missing fpn_position_embeddings attribute are related to the same area but not the same concrete bug." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "TF32 API guidance and MLA q_a_layernorm precision error are unrelated." + "reason": "Empty multi-label example output and mm_token_type_ids defaults are unrelated." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "A chat crash for Qwen3.5-35B and a padding performance issue are not the same bug." + "reason": "Qwen3 tokenizer offset mapping and Wav2Vec2 phonemizer backend state are different components." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "A model-type warning for sam3_video/sam3_tracker and a MobileLLM key error are different failures." + "reason": "Qwen3-VL-Moe bug and position_ids buffer access error are distinct defects." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Strict config loading for granite_speech and a set_training doc parameter mismatch are unrelated." + "reason": "Dequantized save_pretrained failure and gguf_file load failure are unrelated loading/saving paths." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "Both mention MoE/FP8, but the concrete failures are different enough that they should not be merged." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "save_pretrained sharding size behavior and Qwen3.5 MoE from_pretrained failure do not share a concrete bug." + "reason": "onnx module import failure and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated." + "reason": "Same model family, but save_pretrained checkpoint corruption and from_pretrained error are different operations and not clearly the same root cause." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and an unrecognized model/config error are different problems." + "reason": "Both are tokenization regressions, but one is generic and the other is Deepseek-specific." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VL class import and missing HybridCache import are different missing symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and classification example empty results are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval and incorrect output under pipeline parallelism are different runtime issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "A specific missing import from image_utils and a broad report of many import errors after upgrade are related in theme but not clearly the same bug." + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate dependency breakages." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are not the same defect." + "reason": "Torch-only install missing TensorFlow backend and Python 3.14 load failure are unrelated environment issues." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "A missing import from configuration_utils and a feature-extraction helper issue are unrelated." + "reason": "onnx import error and layoutlmv3 error-message clarity issue are unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "SGD args being ignored and optimizer.step() being called twice with deepspeed are different optimizer bugs." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on a specific image are different model bugs." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Both concern tokenizer regressions, but one is about decoder type and the other about differing tokenization output; not enough to treat as the same bug." + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad slowdown are unrelated." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and GLM-5 RoPE implementation are unrelated." + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer backend state are different tokenizer subsystems." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Broken vitpose models and a TensorBoard-without-TensorFlow backend error are unrelated." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are distinct bugs." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + "reason": "Specific layer_type_validation import error and broad many-import-errors regression are only loosely related by symptom class." } ] }, @@ -15087,312 +11066,429 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 49, + "component_count": 22, + "review_unit_index": 47, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:44625|issue:46002", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:44075|issue:44936", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:42673|issue:46655", + "issue:45356|issue:46614", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:45071|issue:46614", + "issue:45405|issue:45446", + "issue:39401|issue:44779", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "ef2c1fca19d14b80eaee55bad74a9b7ff30b59c4d192194cf3e47cf6611d134d", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 48, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - 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"issue:45464", + "issue:45362", "issue:45478", "issue:45542", - "issue:45588", - "issue:45753", - "issue:46123", - "issue:46172", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", "issue:46231", - "issue:46369", - "issue:46655", - "issue:46664" + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" ], "soft_pairs": [ - "issue:43673|issue:45341", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:42371|issue:46617", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:42222|issue:45542", "issue:42175|issue:42222", - "issue:43874|issue:44261", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:43012|issue:43577", - "issue:43931|issue:44410", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:44483|issue:45464", - "issue:44484|issue:45478", - "issue:27957|issue:43352", - "issue:43441|issue:44829", - "issue:43931|issue:44038", - "issue:43097|issue:43452", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:45753|issue:46369", - "issue:44933|issue:46231", - "issue:43874|issue:44263", - "issue:44261|issue:44485", - "issue:44117|issue:44987", - "issue:43673|issue:46123", - "issue:43531|issue:45341", - "issue:45440|issue:46172", - "issue:43064|issue:44315", - "issue:43986|issue:45372", - "issue:43097|issue:45588", - "issue:38617|issue:42757", - "issue:46655|issue:46664", - "issue:44410|issue:45375" + "issue:43673|issue:45341", + "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "233c266f51f099656c69033308378f35196e58444db584bade6299e237f744a2", + "prepared_review_unit_hash": "f63ab2f9524241455b9876046c2b74b436afa18797888f0b3277bf1e384314f1", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36792, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "soft_pair_count": 30, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues (import regressions, model-specific architecture bugs, backend/package dependency problems, and API behavior changes). I do not see any soft pair that clearly describes the same underlying bug or change, so all candidate edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45372 is the strongest single anchor: it is an active, concrete regression report with a precise import failure, version scope, and clear downstream impact on Gemma 4 processor loading.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a few near-neighbor regression reports around tokenizer/model loading, config handling, and import breakage. I did not find any soft pair that clearly describes the same concrete bug or fix path.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the best umbrella representative here: it describes broad import breakage after upgrading, which matches the main regression-oriented theme in the set better than the narrower one-off reports.", "canonical_pr_reason": null, - "best_issue_reason": "45372 is the most representative issue to keep: it has a specific reproducible failure, explicit affected versions, and active references, making it more actionable than the other mostly model-specific reports.", + "best_issue_reason": "issue:45278 is the clearest and most generally useful issue in the group: it is user-facing, version-specific, and broad enough to stand in for the import-regression subset.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Different subsystems and failure modes: generation cache/chunked prefill vs a testing utility bug." + "reason": "Both are generation failures, but they involve different models and different failure modes; not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "One is a packaging/backend dependency issue; the other is a VitPose model breakage." + "reason": "Different Qwen3-related loading/model-shape problems; too broad to treat as the same bug." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Different models and bugs: missing image-patch method vs missing rms_norm_eps precision issue." + "reason": "One is a batched video-processor shape issue, the other is a missing-torchvision crash in AutoProcessor." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Unrelated regressions: missing AutoImageProcessor import vs PreTrainedConfig type-checking breakage." + "reason": "Both touch testing utilities, but one is a small bug and the other is an xdist race in captured_info handling." }, { "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Both touch backend-related code, but one is type checking and the other is a TensorFlow/tensorboard dependency problem." - }, - { - "left": "issue:43012", - "right": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Both involve dtype/precision, but one is a compilation warning and the other is incorrect loaded module dtypes." + "reason": "Config dtype/type-checking regression vs stale config.dtype after from_config are different code paths and symptoms." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Different Qwen model bugs: weight-shape mismatch on load vs missing projections in layer 0." + "reason": "Unrelated testing-utils bug versus a padding performance issue in SequenceFeatureExtractor." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Different model families and code paths: a torch.split indexing issue vs DeepSeek-V4 dtype/transpose behavior." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct problems." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Different underlying defects: missing ReLU in DSA indexer vs DeepSeek-V4 tensor conversion/transpose behavior." + "reason": "Both are tokenizer-related, but one is a None mapping assumption and the other is a Mistral regex patch crash." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both mention chat/completions, but one is a general API acceptance bug and the other is a Qwen3.5 streaming inference issue." + "reason": "Different subsystems entirely; no shared bug path." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Completely different topics: save_pretrained shard-size question vs Qwen3.5-Moe loading error." + "reason": "Both are import errors, but for different symbols and modules; not enough to merge as one bug." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Same Flash Attention feature area, but different models and different support gaps; not the same bug." + "reason": "Tokenizer behavior regression versus a noisy logging message; unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Different Flash Attention versions and symptoms: model loading failure vs degenerate training behavior." + "reason": "VitPose model breakage and tensorflow_text backend registration are unrelated." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Related model family, but one is a specific shape mismatch and the other is a broader Transformers 5/Qwen3-VL-Moe issue." + "reason": "TF32 API guidance and MLA layernorm epsilon precision are different concerns." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Unrelated breakages: removed config helper vs gguf_file tokenizer/model loading failure." + "reason": "Chat-generation crash for Qwen3.5-35B versus a padding efficiency issue; not the same bug." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Different areas: sys.modules access in modeling_utils vs a testing_utils bug." + "reason": "Model-type warning and key error while loading a different model are separate loading issues." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Different failure domains: AutoProcessor/video-model torchvision dependency vs testing utilities." + "reason": "Strict config loading and documentation parameter mismatch are unrelated." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "Different models and symptoms: infinite loop on a specific image vs memory overflow in sam3-litetext." + "reason": "TF32 settings and trust_remote_code cache loading have no shared code path." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Unrelated: missing image_utils import vs documentation mismatch in set_training()." + "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Different model components and bugs; no shared code path beyond general multimodal/model internals." + "reason": "Tokenizer offset mapping and FP8/B200 inference are unrelated." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "One is a missing config epsilon precision bug; the other is a RoPE implementation discussion." + "reason": "GenerationConfig invalid and unrecognized model/config.json errors are different failure modes." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Different loading failures: tokenizer mapping None handling vs a specific model load failure." + "reason": "Both mention imports, but 45278 is a broad upgrade report and 44933 is a specific image_utils import issue; not the same concrete bug." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Different pipelines and bugs: generation cache missing vs mask pipeline batch flag logic." + "reason": "Different Qwen3.5/Qwen3Next model-loading bugs with different symptoms." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Qwen3-MoE sliding window behavior is unrelated to the testing_utils bug." + "reason": "SGD args ignored and optimizer step called twice under deepspeed are distinct optimizer bugs." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Same DeepSeek naming, but different model versions and different underlying implementation bugs." + "reason": "ImportError for a missing symbol versus an audio-feature extraction issue; unrelated." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Different training/runtime issues: FSDP2 optimizer-state corruption vs Liger Kernel not applied with model_init." + "reason": "Both concern tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output; not clearly the same fix." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Both are loading-time import/dependency problems, but they affect different code paths and different missing dependencies." + "reason": "Torch.split return-value handling and GLM-5 RoPE implementation are different model internals." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different bug classes: removed tie_embeddings API vs flash_attention.py crashing on s_aux=None." + "reason": "VitPose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages." + "reason": "TensorFlow backend packaging and VitPose model breakage do not share the same bug." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Same video processor area, but padding calculation and num_frames semantics are distinct bugs." + "reason": "Generation cache regression and a testing-utils bug are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Both are Qwen3 vision/MoE-related, but one is missing projections and the other is a missing config field being dropped." + "reason": "Removed config attribute and unexpected position-id key handling are different regression classes." } ] }, @@ -15406,315 +11502,318 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 50, + "component_count": 22, + "review_unit_index": 49, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:36683", + "issue:27957", "issue:38617", - "issue:42890", - "issue:42907", + "issue:41628", + "issue:42757", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", - "issue:43208", "issue:43352", - "issue:43502", - "issue:43550", - "issue:43582", - "issue:43825", - "issue:43873", - "issue:43906", - "issue:43976", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", "issue:43986", - "issue:43992", - "issue:44016", "issue:44038", - "issue:44062", - "issue:44077", "issue:44117", - "issue:44162", - "issue:44222", - "issue:44351", - "issue:44368", - "issue:44380", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", - "issue:44655", - "issue:44704", - "issue:44936", - "issue:44938", - "issue:45103", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", "issue:45478", - "issue:45479", - "issue:45584", - "issue:45712", + "issue:45542", + "issue:45588", "issue:45753", "issue:46050", - "issue:46132", + "issue:46123", "issue:46172", - "issue:46178", - "issue:46298", - "issue:46365", - "issue:46421" + "issue:46231", + "issue:46369", + "issue:46655", + "issue:46664" ], "soft_pairs": [ + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:38617|issue:42757", + "issue:44410|issue:45375", "issue:43097|issue:46050", - "issue:43986|issue:44484", "issue:44038|issue:44410", - "issue:38617|issue:44351", - "issue:42890|issue:46298", - "issue:44062|issue:44117", - "issue:43097|issue:43873", - "issue:44936|issue:46365", - "issue:43502|issue:43992", - "issue:44704|issue:45103", - "issue:44380|issue:46421", - "issue:43986|issue:44117", - "issue:44938|issue:46178", - "issue:43986|issue:44016", - "issue:43208|issue:43550", - "issue:43825|issue:44655", - "issue:42907|issue:44655", - "issue:42907|issue:45753", - "issue:43012|issue:43550", - "issue:43012|issue:44368", - "issue:45712|issue:46298", - "issue:43992|issue:44484", - "issue:43066|issue:43906", - "issue:43352|issue:44380", - "issue:43352|issue:43976", - "issue:43097|issue:46298", - "issue:44162|issue:46172", - "issue:45584|issue:46365", - "issue:44380|issue:46132", - "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:44380|issue:45479", - "issue:36683|issue:43582", - "issue:43064|issue:44380" + "issue:43986|issue:44484" ], - "prepared_review_unit_hash": "470efb5e9774c15b51c051d42e22aedc04b301e8a7945cce9cad8978460f38d4", + "prepared_review_unit_hash": "93878241df6ca828fbfae4d997685e4bf9c483b06aa2a07c83f0581c06d800d7", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37691, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports; I wouldn\u2019t merge any of the soft pairs as duplicates. The strongest representative issue is the v5 breaking-change report in 43097 because it is concrete, broadly relevant, and already referenced elsewhere.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43097 is the clearest high-signal representative: a specific Transformers v5 API removal with inbound references and broad downstream impact.", + "summary": "This cluster is mostly superficial title similarity across unrelated bugs and regressions (imports, version breaks, model-specific issues, and video/processor problems). I would not merge any of the soft pairs as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a safe canonical: the items span many independent code paths. If forced, issue:45071 is the cleanest, most broadly scoped regression report, but it does not represent the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best standalone issue to anchor the set because it is specific, impactful, and more central than the other reports here.", + "best_issue_reason": "issue:45071 is the best-written standalone issue here because it is a clear, specific regression with broad applicability; however, it is not a strong representative for the full set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Different problems: a removed v5 embedding-tie API vs broken save/load for quantized sinq models." + "reason": "Different bugs in different components: missing image-patch API vs MLA q_a_layernorm epsilon precision issue." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "One is a torchvision dependency crash in AutoProcessor; the other is a save_pretrained shard-size question." + "reason": "Both are v5-related breakages, but one is an import error and the other is type-checking behavior; not the same underlying bug." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Both are Qwen-related, but they describe different models and different missing-component bugs." + "reason": "Unrelated failures: PreTrainedConfig type checking vs tensorboard/TensorFlow backend detection." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely unrelated code paths." + "reason": "Both affect chat/completions, but one is API acceptance behavior and the other is streaming inference on Qwen3.5; not the same concrete bug." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + "reason": "Both are Qwen-family model loading issues, but one is weight-shape mismatch and the other is missing attention projections." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Tokenizer construction error vs mapping lookup returning None; different failures in the tokenizer stack." + "reason": "Both mention tensor ops, but one is a torch.split return-value issue and the other is a dtype/transpose bug in deepseek-v4." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Removed v5 API vs quantization/offloading behavior; no shared concrete bug." + "reason": "Different precision/dtype problems in different models; not the same failure mode." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Trainer.evaluate breakage is not the same as an import failure involving datasets." + "reason": "Both are tensor-indexing style complaints, but the concrete bugs and affected code paths differ." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Offline file lookup bug vs missing encoder weights on load; different code paths." + "reason": "Both are version/regression complaints, but max_shard_size documentation behavior is unrelated to Qwen3.5-Moe from_pretrained loading errors." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "AutoProcessor kwargs propagation and auto-docstring annotation parsing are unrelated." + "reason": "Both mention Flash Attention 2, but they target different models and likely different support gaps." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Attention backend scaling bug vs cache lazy-init recompilation issue; different subsystems." + "reason": "Different FlashAttention problems: one is a model-specific incompatibility, the other is degenerate training under flash_attention_3." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping returning None." + "reason": "Both are Qwen/VL loading issues, but one is a shape mismatch and the other is a different Transformers v5/Qwen3-VL-Moe bug." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "An API removal warning is not the same bug as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Python 3.14 import failure vs unsupported backend mapping; different root causes." + "reason": "Different scopes: unsafe sys.modules access vs a small bug in testing_utils.py." }, { "left": "issue:43986", - "right": "issue:44016", + "right": "issue:45341", "accept": false, - "reason": "A dependency crash is not the same as a notebook syntax error." + "reason": "A processor-load crash without torchvision is unrelated to a testing_utils bug." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "xLSTM training blockers and a Bamba torch.compile SDPA failure are separate bugs." + "reason": "Both are performance/behavior issues, but one is an infinite loop on a specific image and the other is a memory overflow problem." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Pipeline task messaging and pipeline serialization are different issues." + "reason": "Unrelated: a nonexistent image_utils import versus a documentation mismatch in set_training()." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Dequantized model save failure is not the same as inability to save Pipeline objects." + "reason": "Both are small implementation bugs, but in different GLM code paths with different symptoms." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Saving dequantized models and an infinite-loop inference bug are unrelated." + "reason": "Different math bugs: RMS norm epsilon precision issue versus GLM-5 RoPE implementation." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "A precision warning during compile is not the same as a model failure under SDPA compile." + "reason": "Both involve from_pretrained, but one is a mapping-name None bug and the other is a model-loading failure for a specific checkpoint." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Both mention warnings, but they concern different models and different tie-embedding behavior." + "reason": "A model sliding_window bug is unrelated to a testing utility bug." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Repository dummy-class cleanup is unrelated to logging noise." + "reason": "Both affect generation/prefill or batching, but they are distinct issues in different parts of the pipeline." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Missing embed_tokens weights on load is not the same as the 50GB shard-size default question." + "reason": "Different model-family implementation problems: DeepseekV3MoE divergence vs deepseek-v4 tensor conversion/transpose behavior." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "A tokenizer decoder-type regression is not enough to identify the reproduction issue as the same bug." + "reason": "Different import/runtime failures: missing torchvision vs missing ReasoningEffort from mistral_common." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "FA2 unsupported for Nemotron and GPT2 attention scaling ignored are different backend issues." + "reason": "Both are regressions in v5-era code, but one is an API removal notice and the other is a flash_attention.py AttributeError on s_aux=None." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Model-specific FA2 support and a Python-version compatibility problem are unrelated." + "reason": "Different training bugs: optimizer state corruption under FSDP2/PEFT vs Liger Kernel not being applied with model_init." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "A v5 API removal is unrelated to noisy logging output." + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics; not clearly the same fix." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor operation issue do not share the same underlying bug." + "reason": "Both are import errors, but they involve different packages, symbols, and failure causes." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to importing Trainer." + "reason": "Both are Qwen3_5/MoE config or architecture issues, but one is missing attention projections and the other is a missing config field." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import failure are different bugs." + "reason": "A removed embedding-tie API and a quantization save/load bug are unrelated." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both involve MoE/FP8, but one is save_pretrained and the other is from_pretrained; not enough to treat as the same concrete bug." + "reason": "Both are Qwen3-VL/Moe-related, but one is a load bug and the other is missing layer projections; different underlying defects." }, { - "left": "issue:44351", - "right": "issue:45478", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "HybridCache import failure and Qwen3.5 MoE loading error are unrelated." + "reason": "A processor import crash without torchvision is unrelated to a save_pretrained shard-size question." } ] }, @@ -15728,306 +11827,313 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 51, + "component_count": 22, + "review_unit_index": 50, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42175", "issue:42490", - "issue:42757", - "issue:42898", - "issue:42994", + "issue:42890", + "issue:42907", "issue:43012", + "issue:43064", "issue:43066", + "issue:43097", "issue:43208", - "issue:43299", "issue:43352", - "issue:43475", "issue:43502", - "issue:43525", - "issue:43526", - "issue:43611", - "issue:43618", - "issue:43756", - "issue:43761", - "issue:43824", - "issue:43867", - "issue:43901", - "issue:43937", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", "issue:43976", - "issue:44038", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", "issue:44077", - "issue:44230", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", "issue:44380", - "issue:44483", - "issue:44485", - "issue:44514", - "issue:44625", + "issue:44484", "issue:44655", - "issue:44683", + "issue:44704", + "issue:44936", "issue:44938", - "issue:45216", - "issue:45276", - "issue:45290", - "issue:45600", - "issue:45698", - "issue:46077", - "issue:46082", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", "issue:46172", + "issue:46178", "issue:46298", - "issue:46365" + "issue:46365", + "issue:46421" ], "soft_pairs": [ - "issue:42175|issue:46365", - "issue:42490|issue:43012", - "issue:43208|issue:43526", - "issue:42757|issue:43824", - "issue:43012|issue:44683", - "issue:44483|issue:44514", - "issue:45600|issue:46298", - "issue:44038|issue:44230", - "issue:43618|issue:43761", - "issue:43618|issue:44380", - "issue:45698|issue:46172", - "issue:38617|issue:43502", - "issue:43756|issue:44485", - "issue:43299|issue:43867", - "issue:36683|issue:43475", - "issue:42994|issue:44655", - "issue:44483|issue:45290", - "issue:44625|issue:46365", - "issue:42898|issue:43066", - "issue:45276|issue:46077", - "issue:36010|issue:42757", - "issue:43352|issue:43937", - "issue:43901|issue:44655", - "issue:43611|issue:44655", - "issue:36683|issue:44077", - "issue:43976|issue:44938", - "issue:43867|issue:45216", - "issue:44625|issue:46077", - "issue:46077|issue:46082", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44625" + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012" ], - "prepared_review_unit_hash": "92ece040d5a43de40264a436b5abe0d81e4f4552c067f7473da2a8ae9b314212", + "prepared_review_unit_hash": "6d37978ecda2e4f1b631a03a0f4cdf6ff83542ef3e225e45051e4fb9e4757cc6", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36268, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "soft_pair_count": 33, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs only share superficial keywords like import, load, save, or v5, but they point to different models, configs, and code paths. I would not merge any of the soft edges as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs across imports, model configs, serialization, attention behavior, and packaging/backend issues.", + "summary": "These issues are mostly unrelated reports across different subsystems. None of the soft pairs looks like the same underlying bug/change closely enough to merge, so I\u2019d reject all soft edges. As a standalone anchor, issue 44380 is the clearest and most concrete report in the set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44380 is the most narrowly scoped, technically specific bug report here, with a clear backend/model interaction and actionable symptom description.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the closest representative only because it has the strongest discussion/inbound activity and is a broad save/load regression, but it still does not unify the rest of the cluster.", + "best_issue_reason": "It is the best overall triage anchor because it is precise, reproducible, and focused on one concrete code path, unlike the broader or noisier reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Packaging/backend install behavior vs Trainer import blocked by datasets; different failure modes and root causes." + "reason": "One is a flaky test seeding problem, the other is a noisy logging message; unrelated symptoms and fixes." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Local-path import warning vs PyTorch bfloat16 compile warning; unrelated code paths." + "reason": "Both are import errors, but for different missing symbols from different modules; not the same bug." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels are different models and bugs." + "reason": "Different tokenizer failures: duplicate AddedToken kwargs versus TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules." + "reason": "Removal of a config option and a quantization offloading issue are different code paths and problems." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "A warning during bf16 compilation is not the same as compiled flex_attention failing on newer torch." + "reason": "Trainer.evaluate failing after train is unrelated to importing Trainer being blocked by datasets." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Chat-completions request validation and apply_chat_template batch crash are different layers and symptoms." + "reason": "local_files_only network leakage and missing embed_tokens weight are different loading issues." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Stale auto_mappings references vs noisy logging; not the same underlying bug." + "reason": "Passing kwargs to cached_file and an auto-docstring crash from future annotations are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Qwen3-VL-Moe loading regression vs fp8 inference support request; related family, different change." + "reason": "Attention scaling being ignored is not the same as lazy cache init causing recompilation." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Both involve CLIP regression, but one drops attentions and the other drops hidden_states; distinct bugs." + "reason": "Missing torchvision for AutoProcessor video loading is unrelated to tokenizer mapping returning None." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "CLIP output regression and GPT2 attention-scaling behavior are unrelated code paths." + "reason": "Python 3.14 load failure and an unsupported tensorflow_text backend mapping are different root causes." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:44016", "accept": false, - "reason": "Save/load custom-module resolution bug vs DeepSeek dtype/transpose bug; unrelated." + "reason": "A video-model dependency crash and a notebook syntax error are unrelated." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Missing import from configuration_utils vs local_files_only still triggering network access; different issues." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different models and code paths." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Smollm3 RoPE layer count bug vs GLM-5 RoPE implementation discussion; different models and defects." + "reason": "Pipeline translation support messaging and saving Pipeline objects are different behaviors." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Qwen3VL-Moe loading breakage vs state_dict-sorted load failure; both loading-related but not the same bug." + "reason": "Saving dequantized models and saving Pipeline objects do not share the same underlying bug." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output; different objects and models." + "reason": "Dequantized save failure and an infinite-loop image bug are unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Quantized model saving failure vs pipeline save_pretrained failure; both saving-related but distinct root causes." + "reason": "A bfloat16 compile warning is not the same issue as a compile failure with SDPA." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Request rejection at /v1/chat/completions vs chat_template crash on tool-call messages; different problems." + "reason": "Dummy class cleanup and noisy logging are unrelated maintenance issues." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Trainer import conflict with datasets; unrelated." + "reason": "A PyTorch precision warning and a tie_word_embeddings warning are different warnings with different causes." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Tokenization-space behavior change vs wrong tokenizer decoder type; both v5/tokenizer-related but not the same bug." + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Gemma4 embedding resizing bug vs Gemma4 bidirectional-attention masking bug; same model family, different fixes." + "reason": "Missing embed_tokens weights and the 50GB shard-size question are unrelated save/load concerns." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "GenerationMixin import path and is_offline_mode import path are different missing-symbol regressions." + "reason": "FlashAttention unsupported for one model and GPT2 attention scaling ignored are different backend/model bugs." }, { "left": "issue:43352", - "right": "issue:43937", + "right": "issue:43976", "accept": false, - "reason": "FlashAttention-2 unsupported for Nemotron vs invalid GenerationConfig for GLM-5; unrelated." + "reason": "A model backend limitation and a Python version compatibility issue are unrelated." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Docs mismatch for return_all_scores vs pipeline save_pretrained failure; not a duplicate." + "reason": "Removed config API and noisy logging are unrelated; no shared failing path." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Python version support regression vs Python 3.14 load failure; different environment problems." + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are different model-specific problems." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Sorted state_dict loading error vs Qwen3.5 save_pretrained regression; both serialization-related but different failure modes." + "reason": "Whisper generation on empty transcription and importing Trainer being blocked by datasets are unrelated." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Qwen3.5 label propagation vs Gemma4 attention-mask construction; unrelated." + "reason": "Both touch attention code, but one is backend config being ignored while the other is a registration behavior change; not the same bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Missing config field on Gemma3 vs missing config field on Llama4; same pattern, but different model-specific bugs." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading; different operations and symptoms." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "CLIP attentions regression vs Qwen3.5 save_pretrained regression; unrelated." + "reason": "Attention scaling ignored under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification issue." }, { "left": "issue:36683", - "right": "issue:44625", + "right": "issue:43582", "accept": false, - "reason": "Different model families and different config propagation bugs." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging for pip install .[torch] and importing Trainer after uninstalling datasets are unrelated dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Gemma3 missing config attribute vs patchtsmixer post_init policy change; unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling behavior are unrelated training versus attention issues." } ] }, @@ -16041,695 +12147,633 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 52, + "component_count": 22, + "review_unit_index": 51, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:28282", - "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", - "issue:41669", - "issue:42890", + "issue:38617", + "issue:42757", "issue:42898", - "issue:43010", + "issue:42994", + "issue:43012", "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", "issue:43502", - "issue:43575", + "issue:43525", + "issue:43526", + "issue:43611", "issue:43618", - "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", - "issue:43874", + "issue:43901", + "issue:43937", "issue:43976", - "issue:43992", - "issue:44062", - "issue:44075", + "issue:44038", "issue:44077", - "issue:44112", - "issue:44222", - "issue:44246", - "issue:44355", - "issue:44360", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", "issue:44492", - "issue:44556", - "issue:44734", - "issue:44855", - "issue:44857", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", "issue:44938", - "issue:44964", - "issue:45071", - "issue:45125", - "issue:45278", - "issue:45310", - "issue:45357", - "issue:45375", - "issue:45440", - "issue:45478", - "issue:45561", + "issue:45216", + "issue:45276", + "issue:45290", "issue:45600", - "issue:45850", - "issue:46202", - "issue:46285", - "issue:46365", - "issue:46617", - "issue:46664" + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" ], "soft_pairs": [ - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:44075|issue:46365", - "issue:43010|issue:45278", - "issue:44355|issue:44855", - "issue:44938|issue:45071", - "issue:43867|issue:45375", - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:42890|issue:45561", - "issue:41669|issue:44246", - "issue:43010|issue:45850", - "issue:36296|issue:43575", - "issue:43010|issue:43976", - "issue:43618|issue:44077", - "issue:43867|issue:45357", - "issue:43992|issue:45478", - "issue:28282|issue:33453", - "issue:43618|issue:46285", - "issue:43618|issue:44857", - "issue:44360|issue:45440", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:42898|issue:46664", - "issue:43874|issue:46617", - "issue:43502|issue:44062", - "issue:43723|issue:44556", - "issue:44222|issue:45125", - "issue:44734|issue:46617" + "issue:42757|issue:43824", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:42898|issue:43066", + "issue:44483|issue:45290", + "issue:36010|issue:42757", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "9cf530c9aaed79e8dc90656ad39f865144c135458743a50da4dfde3ff19fc7c4", + "prepared_review_unit_hash": "4fd534b132225aee46317093081ea8a5f8c4fdcf6d35d23da274cd783a129861", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36255, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35980, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "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 v5 regression reports spanning model loading, tokenizers, tensor parallelism, tests, and import-time behavior. Only one soft edge looks like a plausible duplicate pair (import slowdown / import * issue).", - "confidence": 0.76, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is the broadest and most representative post-upgrade regression report, with enough detail to route multiple import-related breakages.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers/HF issues that happen to share broad keywords like import, loading, saving, chat templating, or attention. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest single issue to anchor this cluster because it summarizes a wider class of v5 incompatibilities rather than a narrow model-specific bug.", + "best_issue_reason": "No single issue is a clear canonical for the cluster because the reports are heterogeneous. If triage needs one anchor, issue 45698 is the most broadly actionable serialization/loading report, but it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different model families and failure modes: missing UMT5 embed weights vs Qwen3.5 MoE from_pretrained error." + "reason": "Both are import errors, but for different missing symbols in different modules; they do not look like the same underlying bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Trainer/FSDP optimizer-state bug is unrelated to a cache-strategy typo." + "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug are unrelated code paths." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "SGD argument handling is unrelated to importing Trainer and dataset dependency conflicts." + "reason": "Both involve PyTorch/precision behavior, but one is a compile-time warning and the other is a torch>=2.9 flex_attention failure; different bugs." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Cache/layer no_grad semantics are not the same underlying bug as broad import failures after upgrade." + "reason": "CI breakage from removed config references and a noisy logging message are unrelated." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both involve Python/import errors, but one is compiled-file execution and the other is a specific JIT parsing/indentation issue." + "reason": "Both are chat-related, but one is /v1/chat/completions request handling and the other is apply_chat_template crashing on batched input." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different problems." + "reason": "Both touch CLIP outputs, but missing attentions and missing hidden_states are different regression surfaces and not the same concrete bug." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "State-dict sorting/load failure is unrelated to a missing Qwen3.5 vision config field." + "reason": "CLIP output-field regression and GPT2 attention scaling under SDPA/FlashAttention are unrelated." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Model load ordering issues are not the same as Gemma pipeline roundtrip tokenization behavior." + "reason": "These are different Qwen3-VL/Qwen3.5 feature requests/bugs around fp8 support, not the same failure." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to FSDP2/PEFT optimizer state corruption." + "reason": "Model custom-module loading after save_pretrained and a deepseek-v4 dtype/transpose bug are unrelated." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Both are test failures, but one is seed nondeterminism and the other is an xdist file race." + "reason": "Missing layer_type_validation import and local_files_only still triggering network calls are different bugs." }, { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "These point to the same underlying import-time slowdown problem; one reports slow imports, the other identifies the import-* source and cost." + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-selection bug and the other is a GLM-5 RoPE implementation discussion." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Generic 'breaks too many models' does not match the specific cache update no_grad bug." + "reason": "Both are loading failures, but one is specific to Qwen3VL MoE models and the other is a generic state_dict sorting issue." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Generic tensor-parallel training bug and a Qwen2 TP OOM are not clearly the same defect." + "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained problems with different object types." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Cache update no_grad semantics are unrelated to Python version compatibility." + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated attribute regressions." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "CLIP attentions regression and patchtsmixer post_init policy are unrelated model issues." + "reason": "Qwen3.5 num_labels propagation and importing Trainer being blocked by datasets are unrelated." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Different Qwen3.5 problems: state-dict/load ordering versus incorrect visual encoder keys on save." + "reason": "One is embedding resize propagation, the other is Gemma4 bidirectional attention mask construction; different bugs." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Same broad phrase 'from_pretrained error', but the model and missing component differ; not the same bug." + "reason": "Tokenizer cleanup behavior and decoder-type mismatch are different tokenizer regressions." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "AutoModel missing PyTorch and tokenizer loading regression are unrelated." + "reason": "Both are chat/template adjacent, but they fail in different layers and with different inputs." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to CLIP text model structure divergence." + "reason": "Different import errors for different symbols/modules; not the same underlying issue." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "CLIP attentions handling and LwDetr AMP crash are different code paths." + "reason": "Documentation mismatch for return_all_scores and inability to save Pipeline objects are unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Base-model-prefix loading regression and Pipeline save_pretrained failure are distinct save/load bugs." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Seed-related test flakiness is unrelated to Phi-4 multimodal model loading failures." + "reason": "Unsupported Flash Attention 2 for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "A flaky integration test and a GraniteSpeech CI stale override issue are different defects." + "reason": "A missing config attribute and a post_init validation rule are different model-definition issues." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Test seeding flakiness is unrelated to auto_mappings references breaking CI." + "reason": "These are both platform/version compatibility reports, but Python 3.9/3.10 vs Python 3.14 failures are not the same bug." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to SmolVLM video processor semantics." + "reason": "Generic sorted state_dict loading error and Qwen3.5 save_pretrained checkpoint corruption are different checkpoint bugs." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Missing image-patch counting API and trust_remote_code cache FileNotFoundError are different loading paths." + "reason": "num_labels propagation and Gemma4 attention masking are unrelated." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Offline API-request leakage is unrelated to AddedToken keyword duplication." + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload compatibility regression are not clearly the same bug." + "reason": "Missing vocab_size and missing pad_token_id are both config-attribute regressions, but in different models and code paths." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are distinct issues." + "reason": "CLIP hidden-field regression and Qwen3.5 checkpoint saving corruption are unrelated." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "KV-cache continuation tensor indexing and cached trust_remote_code file lookup are unrelated." + "reason": "Missing Gemma3Config.vocab_size and Qwen3.5 num_labels propagation do not share an underlying bug." }, { - "left": "issue:43867", - "right": "issue:46617", + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix and saving Pipeline objects are separate serialization problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "State-dict ordering/load problems do not match the trust_remote_code cache FileNotFoundError." + "reason": "A distributed training optimizer-state bug and a typo in cache-strategy text are completely unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well grounded in the packet: the issues are indeed a mixed set of unrelated v5 regressions, and the one accepted soft edge (41669/44246) is a conservative, mergeable duplicate pair about import-time slowdown from import-* usage. No soft-edge verdict appears overstated." - }, - "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": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 53, + "component_count": 22, + "review_unit_index": 52, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ - "issue:27957", - "issue:30333", - "issue:30990", - "issue:31795", + "issue:28282", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", - "issue:42548", - "issue:42757", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", "issue:43010", - "issue:43065", - "issue:43232", - "issue:43299", - "issue:43475", + "issue:43064", "issue:43502", - "issue:43526", - "issue:43576", - "issue:43824", - "issue:43827", - "issue:43901", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", "issue:44222", - "issue:44230", - "issue:44315", - "issue:44351", + "issue:44246", "issue:44355", "issue:44360", "issue:44387", - "issue:44485", "issue:44556", - "issue:44655", - "issue:44749", - "issue:44908", + "issue:44734", + "issue:44855", + "issue:44857", "issue:44938", - "issue:44961", + "issue:44964", "issue:45071", "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", "issue:45375", - "issue:45468", + "issue:45440", "issue:45478", - "issue:46132", - "issue:46143", - "issue:46144", - "issue:46209", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", "issue:46617", - "issue:46664" - ], - "soft_pairs": [ - "issue:44387|issue:44556", - "issue:43010|issue:43065", - "issue:43502|issue:44485", - "issue:43824|issue:46617", - "issue:43576|issue:46132", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44355|issue:44749", - "issue:45125|issue:45375", - "issue:42548|issue:44351", - "issue:43010|issue:43232", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43502|issue:44961", - "issue:43827|issue:44961", - "issue:30333|issue:36296", - "issue:43299|issue:44556", - "issue:44355|issue:45071", - "issue:44355|issue:44655", - "issue:33453|issue:34689", - "issue:27957|issue:33453", - "issue:42757|issue:43576", - "issue:43576|issue:45071", - "issue:44315|issue:44360", - "issue:43576|issue:43824", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:44351|issue:46617", - "issue:44485|issue:44961", - "issue:43576|issue:44938", - "issue:44908|issue:44961", - "issue:36296|issue:43901", - "issue:44222|issue:44230", - "issue:46143|issue:46144", - "issue:36296|issue:43526", - "issue:43475|issue:46617", - "issue:41628|issue:42548", - "issue:44315|issue:46209", - "issue:44485|issue:46664" + "issue:46664" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43874|issue:46617", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:44387|issue:44556" ], - "prepared_review_unit_hash": "bf82ddf7059586eb0b090f8663715dee38c7e302dd19957277d12ff5fd6e9487", + "prepared_review_unit_hash": "5c98dc5e47a34c3f01295f5ab824a16e498c098eba1e2af6c747ec4cb7171b16", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38108, - "estimated_input_tokens": 9527, - "estimated_eval_tokens": 19310 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, one-off bugs and documentation issues rather than a single duplicate cluster. The only near-match is the two RoFormer issues, which both point to missing RoFormer/attention-interface plumbing; the rest should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "If a single issue must serve as the anchor, issue 46617 is the most concrete and generally actionable runtime bug: it describes a reproducible cache-loading failure with a clear code path. That said, the overall set is too heterogeneous for a true canonical duplicate target.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regressions and model-specific loading/training issues, with only one plausible duplicate pair around import-time slowdown.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45278 is the broadest representative here: it summarizes the general v5 upgrade/import-regression theme that best fits the cluster\u2019s overall shape.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46617 is the strongest standalone candidate because it reports a specific failure mode, affects a common load path, and is easier to validate and triage than the more model-specific or documentation-only reports.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the set because it is the most general umbrella for the many v5-related import/load breakages, rather than a narrow model-specific bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Both are version-regression reports, but one is int4 memory/OOM and the other is checkpoint reload failure; different symptoms and likely different fixes." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "One is about no_grad on cache/layer updates; the other is a Sam3PixelDecoder Conv2d placeholder issue. No shared code-path bug." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Both involve loading/imports, but one is a missing export for a specific model class and the other is a trust_remote_code cache FileNotFoundError; not the same bug." - }, - { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Broken `transformers env` CLI output and AttentionInterface.register behavior are separate issues in different areas." + "reason": "Both are model loading failures, but they involve different architectures and different failure modes; not the same underlying bug." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained regression; too different to merge." + "reason": "Optimizer argument handling and Trainer import failures are unrelated code paths." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." + "reason": "`update()`/`no_grad` behavior is a cache-layer bug, while the other issue is about widespread import errors after a version upgrade." }, { "left": "issue:44355", - "right": "issue:44749", + "right": "issue:44855", "accept": false, - "reason": "Compiled-Python-file errors and a data-filtering slowdown after upgrade are unrelated symptoms." + "reason": "Both are import-related, but one is about compiled Python files and the other is a Python 3.13 `torch.jit.script` parsing/indentation issue." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Missing `_tp_plan` for tensor parallelism and a missing vision-config field are different model-config bugs." + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regressions." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different packaging/export causes." + "reason": "A sorted-state-dict load error and a Gemma pipeline roundtrip issue are not the same bug." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Cache/layer update no_grad and generation kwargs update after sync_gpus are separate generation/caching problems." + "reason": "Different models, different failures: sorted state-dict loading vs missing Qwen vision config field." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Sentence Transformers loading hangs and docs confusion about forward arguments are unrelated." + "reason": "A missing config attribute in Gemma3 is unrelated to the FSDP2/PEFT optimizer-state bug." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." + "reason": "Both are test-related, but one is seed-driven flakiness and the other is an xdist file race; different root causes." }, { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "A network-policy bug and a placeholder issue are not the same underlying change." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These both point to the same top-level problem: `transformers` import is slow. Issue 41669 suggests a concrete cause (`import *` in models), and 44246 reports the same import-time slowdown symptom." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Doc references to removed pipelines and an unrelated placeholder issue should not be merged." + "reason": "A cache/layer `update()` bug is not the same as a broad complaint that v5 breaks many models." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "MLflow reporting and tensor-parallel training are unrelated." + "reason": "Tensor-parallel training issues and Qwen2 TP OOM are both TP-adjacent, but they are not the same concrete bug." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Both are upgrade regressions, but they target different model-loading failures and different version ranges." + "reason": "Loading failure from a sorted state dict is unrelated to incorrect visual encoder keys during save_pretrained." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Compiled-file errors and `PretrainedConfig` type-checking breakage are unrelated." + "reason": "CLIP attentions assignment and PatchTSMixer `post_init` handling are unrelated model regressions." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Running compiled Python files and saving Pipeline objects are different failures." + "reason": "Cache update semantics and Python version compatibility are unrelated." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 model-loading regression are distinct bugs." + "reason": "Two Qwen-related loading errors, but they concern different models and different missing pieces." }, { - "left": "issue:27957", + "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and tokenizer-loading regression are unrelated." - }, - { - "left": "issue:42757", - "right": "issue:43576", - "accept": false, - "reason": "Missing `is_offline_mode` import from huggingface_hub and broken env CLI are separate issues." + "reason": "A missing PyTorch dependency error is unrelated to tokenizer-loading regression." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "CLI/env breakage and `PretrainedConfig` type checking are unrelated." + "reason": "Both are CLIP-family issues, but one is about attentions output and the other is a structural `.text_model` inconsistency; not the same bug." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Liger Kernel application and a DSA indexer ReLU discussion are unrelated." + "reason": "CLIP attentions assignment and an AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Broken env command and missing Qwen2.5-VL export are different code paths." + "reason": "A missing ReLU in DSA indexing is unrelated to DeepSeekV3MoE divergence." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Documentation confusion and an import error for `layer_type_validation` are unrelated." + "reason": "Test seeding flakiness is unrelated to a Phi-4 multimodal load failure." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "A placeholder issue and Gemma-4 audio positional encoding bug are not duplicates." + "reason": "Both are CI/test failures, but the causes differ completely." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Missing `HybridCache` export and cache FileNotFoundError are both loading-related but not the same defect." + "reason": "Seed-related test flakiness and removed-config references in auto_mappings are different issues." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "Tokenizer cleanup behavior changes and SmolVLM frame-count semantics are unrelated." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Broken env CLI and Python 3.14 load failure are separate regressions." + "reason": "A missing image-processor method and a cache FileNotFoundError are unrelated load-time failures." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." + "reason": "`local_files_only` network requests and `AddedToken` argument duplication are unrelated tokenizer/runtime bugs." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Tensor-parallel training and pipeline docs mention are different problems." + "reason": "Both are v5 loading regressions, but one is specifically tokenizer loading and the other is checkpoint reload compatibility; not the same bug." }, { "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are related only at a broad feature level, not the same bug." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": true, - "reason": "Both describe the same RoFormer plumbing gap: kwargs are not propagated and the attention implementation does not use the attention interface, which points to one underlying integration defect." - }, - { - "left": "issue:36296", - "right": "issue:43526", + "right": "issue:45125", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "FP8 save_pretrained and missing tensor-parallel plan are unrelated." }, { - "left": "issue:43475", + "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision encoder attribute bug and trust_remote_code cache loading failure are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Different import errors for different symbols; no shared underlying fix is evident." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger Kernel application and FP8 inference on B200 are different feature/regression areas." + "reason": "KV-cache continuation indexing and trust_remote_code cache lookup failures are unrelated." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM video-processor semantics are unrelated." + "reason": "Int4 CUDA memory growth and checkpoint reload incompatibility are different regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly heterogeneous and only flags the RoFormer pair as a plausible near-match. The individual soft-edge rejections are conservative overall, and the one accepted pair is reasonably supported by the issue titles." - }, + "evaluator_result": null, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -16739,386 +12783,503 @@ { "label": "issue", "component_index": 1, - "component_count": 21, - "review_unit_index": 54, + "component_count": 22, + "review_unit_index": 53, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", "issue:31795", "issue:33453", - "issue:41669", - "issue:42371", - "issue:42890", - "issue:43352", - "issue:43408", - "issue:43525", - "issue:43572", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", "issue:43576", - "issue:43673", + "issue:43824", "issue:43827", - "issue:43976", - "issue:44038", - "issue:44077", + "issue:43901", + "issue:44222", "issue:44230", - "issue:44246", - "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", "issue:44351", + "issue:44355", "issue:44360", - "issue:44393", - "issue:44492", + "issue:44485", "issue:44556", - "issue:44623", - "issue:44704", - "issue:44829", - "issue:44861", + "issue:44655", + "issue:44749", "issue:44908", - "issue:45003", - "issue:45071", - "issue:45092", - "issue:45125", - "issue:45230", - "issue:45278", - "issue:45341", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", "issue:45362", - "issue:45381", + "issue:45375", + "issue:45468", "issue:45478", - "issue:45542", - "issue:45753", "issue:45850", - "issue:46095", - "issue:46218", - "issue:46328", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", "issue:46664" ], "soft_pairs": [ - "issue:45362|issue:45850", - "issue:43673|issue:44492", - "issue:44623|issue:45230", - "issue:44360|issue:46664", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44273|issue:45003", - "issue:44393|issue:45753", - "issue:44393|issue:45071", - "issue:45381|issue:46664", - "issue:43576|issue:44556", - "issue:41669|issue:43673", - "issue:43525|issue:45850", - "issue:43572|issue:45850", - "issue:44230|issue:46095", - "issue:44556|issue:45092", - "issue:45278|issue:45850", - "issue:44492|issue:45850", - "issue:42371|issue:44492", - "issue:41669|issue:46218", - "issue:43408|issue:44315", - "issue:42890|issue:44908", - "issue:44246|issue:44273", - "issue:43352|issue:44393", - "issue:43576|issue:44908", - "issue:43976|issue:44393", - "issue:44704|issue:44908", - "issue:44908|issue:45071", - "issue:44295|issue:45230", - "issue:44297|issue:45230", - "issue:41669|issue:44351", - "issue:44492|issue:46328", - "issue:41669|issue:45341", - "issue:43976|issue:45850", - "issue:44393|issue:45478", - "issue:43976|issue:46218", - "issue:44077|issue:44861", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:44315|issue:44829", - "issue:43576|issue:44273" + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "fbc70cc6aacc7423d1fd46b044c96a9fec0b76e3eced96a0a38607a177313e54", + "prepared_review_unit_hash": "399ddb768558e117870655eaea8d1caaca32b03d3d754989a5557e003918631d", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39442, - "estimated_input_tokens": 9861, - "estimated_eval_tokens": 19978 + "soft_pair_count": 39, + "serialized_chars": 38603, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly loose thematic matches, not true duplicates. They span unrelated regressions across model configs, import/lazy-loading, docs, checkpoints, and scheduler/API changes. No pull requests are present.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45478 is the most concrete, actionable report in the set: it names the model family, version threshold, and failure mode clearly, while most other issues are broader or more ambiguous.", + "summary": "Most pairs are broad topical similarities rather than true duplicates. The clearest duplicate candidates are the Qwen3.5 MoE loading reports and the RoFormer attention/kwargs reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45125 is the most concrete root-cause report, naming the missing `_tp_plan` needed for Qwen3_5MoeForConditionalGeneration tensor-parallel/model loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the strongest standalone issue to anchor triage because it is specific and reproducible; it is more useful than the broad upgrade-breakage complaints.", + "best_issue_reason": "issue:45125 is the best representative issue because it is specific, actionable, and likely describes the underlying fix target rather than a downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "A specific Qwen3.5 crash and a broad \"many models break\" complaint are only thematically similar, not the same bug." + "reason": "Different subsystems: cache/layer update decoration vs. Sam3PixelDecoder dummy Conv2d." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Chunked-prefill cache regression vs a typo in cache strategy text/labels; different code paths." + "reason": "Both involve loading/imports, but one is a missing Qwen2.5-VL class import and the other is a trust_remote_code cache FileNotFoundError." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Missing files in processor.save_pretrained is unrelated to a generic bug report." + "reason": "Unrelated problems: local_files_only still triggering network calls vs. GLM-5 RoPE implementation." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "DSA/ReLU discussion and SmolVLM video num_frames semantics are unrelated." + "reason": "Both touch v5 behavior, but one is the env command and the other is AttentionInterface.register semantics." }, { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading/import behavior is not the same as the TensorFlow backend error from tensorboard-only installs." + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE loading failure family; the later from_pretrained error is plausibly the symptom of the missing `_tp_plan` reported in 45125." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a general bug/support report and the other is a tensor-parallel _tp_plan issue." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Lazy loading malfunction and unsafe sys.modules access are different root causes." + "reason": "Compiled-file errors and a data-filtering slowdown after upgrade are different issues." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Qwen3-VL 2D bbox hallucination is not the same as an infinite loop on a specific image." + "reason": "Different bugs in Qwen3.5 MoE: tensor-parallel loading vs. a missing vision config field silently dropped by @strict." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "A model-specific vision bug and a PretrainedConfig type-checking regression are unrelated." + "reason": "Separate import errors for different symbols: PreTrainedModel vs. HybridCache." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Both are video-related, but qwen2.5-vl vision_position_ids and SmolVLM num_frames semantics are separate issues." + "reason": "One is about cache/layer update decoration, the other about generation kwargs after sync_gpus." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are unrelated." + "reason": "Sentence Transformers loading hang is not the same as confusing forward-doc parameter documentation." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Import-star slowdown is a different problem from cache missing during chunked prefill." + "reason": "Network access despite local_files_only is unrelated to the racoon issue." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is not the same as a broad v5 breakage complaint." + "reason": "Different failures: unwanted API calls vs. FP8 save_pretrained moe behavior." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is distinct from generic version breakage." + "reason": "Docs still referencing pipeline() is unrelated to racoon." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE is unrelated to a DeepSeekV4 weight-conversion question." + "reason": "MLFlow job reporting and tensor parallel training are unrelated." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Both concern loading older checkpoints after v5 upgrades, but the concrete failure modes are different." + "reason": "Both concern version upgrades and loading, but they describe different models and different failure modes." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Many import errors after upgrade is a broad complaint, not the same bug as a generic \"too many models break\" issue." + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking in v5.4.0." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "A cache-strategy typo is not the same as a general version-breakage report." + "reason": "Compiled-file execution errors are not the same as inability to save Pipeline objects." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "TF32 API settings guidance and cache-strategy typo are unrelated." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are distinct." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:27957", + "right": "issue:33453", "accept": false, - "reason": "Import-star slowdown and Qwen3_5 module import failure are different failures." + "reason": "XLMRoberta Flash Attention 2 support and tokenizer loading regression are unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "sam3_video/sam3_tracker warning and Liger Kernel application are unrelated." + "reason": "Missing `is_offline_mode` import from huggingface_hub is unrelated to the broken env command." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Env command breakage and PretrainedConfig type-checking are different regressions." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Both touch imports/lazy loading, but one is intermittent import slowness and the other is a general lazy-loading bug; too broad to merge." + "reason": "Liger Kernel not applied in model_init and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Nemotron Flash Attention 2 support and Qwen3-VL bbox hallucination are unrelated." + "reason": "Documentation confusion and an ImportError for layer_type_validation are different problems." }, { "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "transformers env command and scheduler kwargs are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44393", - "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox output are unrelated." - }, - { - "left": "issue:44704", - "right": "issue:44908", + "right": "issue:43824", "accept": false, - "reason": "AutoProcessor kwargs passing and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Broken env command and Qwen2_5_VL import failure are unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different bugs." + "reason": "The racoon placeholder issue and Gemma-4 audio positional encoding are unrelated." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "position_ids buffer access error is unrelated to a generic bug report." + "reason": "Different import/cache failures with no shared code path." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "tokenizer_class mismatch on save is unrelated to a generic bug report." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Import-star slowdown and missing HybridCache import are different import-path problems." + "reason": "Scheduler lr kwarg handling is unrelated to racoon." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance bug are unrelated." + "reason": "Broken env command and Python 3.14 load failure are different issues." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Model import-star slowdown and a small testing_utils bug are unrelated." + "reason": "Tensor parallel training bug is unrelated to old pipeline docs." }, { - "left": "issue:43976", - "right": "issue:45850", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Python-version support regression and generic v5 breakage are not the same issue." + "reason": "FP8 save_pretrained behavior and FP8 inference support are related by theme only, not the same bug." }, { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE from_pretrained failure involve different models and code paths." + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both point to the same RoFormer forwarding/interface regression: kwargs not propagating because the attention implementation bypasses the attention interface." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Python support regression and Qwen3_5 import failure are unrelated." + "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "Optional post_init policy and tied-weights-key AttributeError are different code paths." + "reason": "Missing fpn_position_embeddings in SAM 3 Video is unrelated to a trust_remote_code cache FileNotFoundError." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Liger Kernel/model_init and FP8 inference on B200 are different bugs." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are unrelated." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing-symbol issues." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are unrelated." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Broken env command and lazy-loading malfunction are only broadly related to tooling, not duplicate bugs." + "reason": "Qwen3.5-35B chat crashes and a broad 'since 5.0 breaks too many models' report are too generic to be the same concrete bug." } ] }, "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 54, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "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:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45381", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:45381|issue:46664", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829" + ], + "prepared_review_unit_hash": "73e0cc4a99871749e72ac74b07b7062fdb742cc09ee343b97c44c8c8844bb2ff", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38303, + "estimated_input_tokens": 9576, + "estimated_eval_tokens": 19408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, @@ -17128,7 +13289,7 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 22, "review_unit_index": 55, "review_unit_count": 56, "status": "reviewed", @@ -17136,7 +13297,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ "issue:28348", "issue:30333", @@ -17188,6 +13349,7 @@ ], "soft_pairs": [ "issue:43519|issue:46655", + "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:44655|issue:44861", "issue:44273|issue:44908", @@ -17201,12 +13363,12 @@ "issue:31515|issue:31795", "issue:43704|issue:44485", "issue:44485|issue:45468", - "issue:45850|issue:46218", "issue:43502|issue:43519", "issue:42371|issue:43704", + "issue:45850|issue:46218", "issue:43519|issue:44623", - "issue:44263|issue:45468", "issue:43606|issue:45468", + "issue:44263|issue:45468", "issue:43298|issue:46095", "issue:44261|issue:45468", "issue:43519|issue:43704", @@ -17231,208 +13393,214 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "acf7e1d6e2e52ec0a26e21eed2e16a5ae5ea6bd5a9a4f8754f7266293a6a377e", + "prepared_review_unit_hash": "b121cca0ffacb0ea89cd4bec3b8433670161377c661725ba5602b3a34a7774f1", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 43, - "serialized_chars": 39014, - "estimated_input_tokens": 9754, - "estimated_eval_tokens": 19764 + "soft_pair_count": 44, + "serialized_chars": 39313, + "estimated_input_tokens": 9829, + "estimated_eval_tokens": 19914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster; it mixes many unrelated Transformers issues across model loading, tokenizers, processors, configs, scheduling, and feature requests. No soft pair looks like the same underlying bug/change, so all are rejected.", + "summary": "This cluster is highly heterogeneous: most items are unrelated one-off issues, with only loose thematic overlap around Transformers v5 regressions and model-loading/tokenizer problems. No soft pair looks like a true duplicate or mergeable same-fix target.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:45850 is the broadest umbrella regression report in the set and the closest thing to a cluster representative, even though the surrounding issues are mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45850 is the most general, cluster-like issue and the best anchor for triage among these otherwise disparate bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor calculation bugs, but they affect different models and different logic (timestamp vs padding)." + "reason": "Different model and bug path: Qwen3VL timestamp math vs SmolVLM video padding calculation." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "One is the v5 env command; the other is a lazy-loading regression. Same ecosystem, different failures." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different models and different defects; no shared code-path bug is evident." + "reason": "DSA indexer/ReLU issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both touch save/load internals, but one is pipeline save_pretrained and the other is tied-weight key handling." + "reason": "Saving Pipeline objects is a different path from `_get_tied_weight_keys` crashing on list handling." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading regression and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report versus a specific Qwen3.5 MOE from_pretrained regression; not the same issue." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same concrete bug." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and Qwen import failure are unrelated." + "reason": "Env command failure and import error for Qwen3_5ForCausalLM are different v5 issues, not one fix." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model processors; one is timestamp math, the other is RoPE implementation." + "reason": "Qwen3VL timestamp calculation is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug and scheduler kwargs bug are unrelated." + "reason": "Video processor timestamp math and scheduler kwarg handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and VRAM leak are different code changes/problems." + "reason": "Import-star refactor/perf issue is unrelated to Qwen3ForCausalLM VRAM leakage." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-V4 related, but they describe different concrete bugs and code paths." + "reason": "Both mention DeepSeek-V4, but one is shared-expert gating and the other is a transpose/dtype conversion bug." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion and model loading regression are not the same underlying bug." + "reason": "Documentation confusion in forward args is unrelated to a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." + "reason": "Slow from_pretrained loading and forward-doc confusion are different issues." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3 differs from GLM-5 RoPE implementation bug." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different failure modes." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "Broad v5 breakage report is not the same as a specific Qwen import error." + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model-specific implementations." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leak and timestamp calculation are unrelated." + "reason": "local_files_only network leakage and timestamp calculation are unrelated bugs." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance and VRAM leak are different issues." + "reason": "TF32 API settings and Qwen3 VRAM leakage are unrelated concerns." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint and Qwen3_5 import failure are not the same code path or fix." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." + "reason": "Qwen3VL timestamp bug is unrelated to missing files on processor save_pretrained." }, { - "left": "issue:44263", + "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "Torch.split indexing bug and Gemma audio positional encoding bug are unrelated." + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43606", + "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma audio encoding." + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different topics." + "reason": "Continuous batching for audio models and DeepSeek-V4 conversion-script discussion are different problems." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue and Gemma audio positional encoding are unrelated." + "reason": "MLA q_a_layernorm precision issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug and Qwen VRAM leak do not share the same code-path." + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are different code paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import failures, but for different modules and causes." + "reason": "HybridCache import error and Qwen3_5ForCausalLM import error are both import problems, but not the same missing symbol or fix." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash-attention support gap and Qwen import failure are unrelated." + "reason": "Flash Attention support for NemotronH and Qwen3_5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but the titles point to different concrete failures." + "reason": "Both are tokenizer v5-related, but one is a broad behavior change and the other is a decoder-type bug; not clearly the same issue." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 support request versus a generic Flash Attention 2.0 issue; not the same change." + "reason": "GPT2LMHeadModel flash-attention support request is more specific than a generic Flash Attention 2.0 issue; no shared concrete fix shown." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg bug and unrelated placeholder issue." + "reason": "Scheduler kwargs bug is unrelated to the unrelated generic placeholder issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo and unrelated placeholder issue." + "reason": "Cache-strategy typo and the placeholder issue are unrelated." }, { "left": "issue:43618", @@ -17444,49 +13612,73 @@ "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue versus broad v5 breakage report; no duplicate relation." + "reason": "The placeholder issue contains no actionable bug details and is not the same as the broad v5 regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and unrelated placeholder issue." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Two different crash sites: tied-weights handling versus chat template/tool-call handling." + "reason": "Tied-weight-key crash and chat-template assistant-tool-call crash are different failure modes." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and tied-weights list crash are distinct bugs." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow from_pretrained loading and layer_type_validation import error are different failures." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLm pad token config regression and tied-weights crash are unrelated." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight-key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor save files are not the same issue." + "reason": "FP8 inference support for Qwen3.5 MoE is unrelated to processor save_pretrained file omission." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and separate support requests." + "reason": "Both mention Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bug are different paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained loading and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and Qwen3.5/Qwen3-VL FP8 inference support are different feature requests." } ] }, @@ -17500,15 +13692,15 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 22, "review_unit_index": 56, "review_unit_count": 56, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-473", + "cluster_id": "cluster-10000-474", "nodes": [ "issue:37934", "issue:42936", @@ -17529,114 +13721,33 @@ "issue:42936|issue:44031", "issue:42936|issue:46144", "issue:42936|issue:43813", - "issue:43240|issue:43668", "issue:43668|issue:43813", + "issue:43240|issue:43668", "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "0abe26ce51b0176b9f4df243a9bbef12bc99d966f3469b311486a37cb88b6fda", + "prepared_review_unit_hash": "c6ef9032224321a82fadf27c0b0e794609293ec0f45cc52fed3fe33ac4011385", "component_budget": { - "node_count": 473, - "item_count": 473, - "soft_pair_count": 1738, - "serialized_chars": 901434, - "estimated_input_tokens": 225359, - "estimated_eval_tokens": 450974 + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 8613, - "estimated_input_tokens": 2154, - "estimated_eval_tokens": 4564 + "serialized_chars": 8609, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "These issues are a loose grab bag of unrelated bug reports across different models, configs, tokenizers, and utilities. None of the soft-similarity pairs looks like the same underlying bug or change, so there is no real duplicate cluster here.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, issue 44031 is the broadest user-facing regression report in the set; the others are narrower, unrelated correctness bugs.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Different components and bug classes: Mamba init_weights behavior vs RoFormer attention interface usage." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "A config type-hint problem is not the same as a tokenizer regex warning regression." - }, - { - "left": "issue:42936", - "right": "issue:43240", - "accept": false, - "reason": "One is about an unused model field; the other is about kwargs not reaching a loss function." - }, - { - "left": "issue:43240", - "right": "issue:46144", - "accept": false, - "reason": "Loss-function kwargs propagation and RoFormer attention interface are distinct code paths." - }, - { - "left": "issue:42936", - "right": "issue:44031", - "accept": false, - "reason": "Mask2Former ignore_value misuse does not match a tokenizer warning regression." - }, - { - "left": "issue:42936", - "right": "issue:46144", - "accept": false, - "reason": "Different model families and different defects; no shared underlying change." - }, - { - "left": "issue:42936", - "right": "issue:43813", - "accept": false, - "reason": "Unused ignore_value field and a quantization-typo string are unrelated." - }, - { - "left": "issue:43240", - "right": "issue:43668", - "accept": false, - "reason": "Passing kwargs to loss calculation is unrelated to an incorrect type annotation." - }, - { - "left": "issue:43668", - "right": "issue:43813", - "accept": false, - "reason": "Type hint correction vs typo in quantization operation name are not the same bug." - }, - { - "left": "issue:37934", - "right": "issue:43668", - "accept": false, - "reason": "RMS-norm semantics question for Llama4TextL2Norm is unrelated to ModernBERTConfig norm_eps typing." - }, - { - "left": "issue:42936", - "right": "issue:43668", - "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing concern different subsystems and fixes." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17647,10 +13758,10 @@ { "label": "issue", "component_index": 2, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -17666,55 +13777,28 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "49f022f3accb9978b93e355050abc8a4c23288524c26015e82980cef2c718b1e", + "prepared_review_unit_hash": "032f53967c6e7eef988bdcb1ff6f6cb249503a521a0b3cf5fff4e217932c27f0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These three issues are not duplicates: they cover unrelated topics (tokenizer truncation behavior, a ReduceLROnPlateau-like training feature, and Wav2Vec2 word time offsets).", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good cluster representative because the issues are about different features/problems in different parts of the library.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:10519", - "right": "issue:11307", - "accept": false, - "reason": "Different domains: truncation strategy for tokenization vs. Wav2Vec2 word timestamp extraction." - }, - { - "left": "issue:10519", - "right": "issue:11005", - "accept": false, - "reason": "No overlap in underlying bug or feature request; one is about input truncation, the other about learning-rate scheduling behavior." - }, - { - "left": "issue:11005", - "right": "issue:11307", - "accept": false, - "reason": "Unrelated requests: ReduceLROnPlateau-like functionality vs. audio model time offsets." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17725,10 +13809,10 @@ { "label": "issue", "component_index": 3, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -17743,49 +13827,28 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "92ad73f507ae42e1ab92a3660aef5c824e898d022e8cfe8a0fb61c0b544eaf59", + "prepared_review_unit_hash": "a68900a22c1dfc649b905d6812a3a16c755ab8240065875d85f909a2861f10ec", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The cluster appears to contain three distinct issues: one about Tapas tokenization mismatch, and two about model-loading/download failures that are not clearly the same bug. The model-loading issues share a broad theme, but the available titles point to different scenarios (private-model auth vs. a public model load failure), so I would not merge them as duplicates.", - "confidence": 0.46, - "canonical_issue_reason": "Issue 16618 is the broadest user-facing model-loading report in the set, so it is the best representative if one issue must be chosen.", - "canonical_pr_reason": null, - "best_issue_reason": "16618 is the most general of the issues and the closest to a core runtime failure, while 13244 is clearly unrelated and 15980 is a narrower auth/error-message case.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:13244", - "right": "issue:16618", - "accept": false, - "reason": "Tapas tokenization mismatch is unrelated to failing to load bert-base-uncased; they describe different subsystems and different failure modes." - }, - { - "left": "issue:15980", - "right": "issue:16618", - "accept": false, - "reason": "15980 is specifically about the error message when accessing a private model without login, while 16618 is a public-model load failure; the underlying bug is not clearly the same." - } - ] - }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17796,7 +13859,7 @@ { "label": "issue", "component_index": 4, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17812,12 +13875,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2fdf89b6782c445044a49c54c955a694160d42ae2a79d9c9ff9dd0f67312693b", + "prepared_review_unit_hash": "bf6f6f6d0e52f607144f8c7e98f2f6b05ca01262b8b4106b05c9e090722cb8fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17825,7 +13888,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17834,18 +13897,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues request unrelated community contributions: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They share a broad theme (architecture support) but not the same underlying feature or bug.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one request is for Flash Attention 2 support across more architectures, while the other is for GGUF support across more architectures. They share a community-contribution framing but target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue for deduping: the two issues request different features (Flash Attention 2 vs GGUF support). If a representative is needed, issue 26350 is older and has more discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 26350 is the better representative only because it is older and more active, but it should not be treated as a duplicate of issue 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities for different backends/code paths; this is not the same underlying issue and should not be merged as duplicates." + "reason": "Different underlying requests: Flash Attention 2 support versus GGUF support. They may both be architecture-expansion feature requests, but they do not describe the same bug or change." } ] }, @@ -17859,10 +13922,10 @@ { "label": "issue", "component_index": 5, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -17904,198 +13967,42 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "8949938030c2c6a074259a1bcff9ec2da2cdb35774889e731348bd9451eccf41", + "prepared_review_unit_hash": "7660ccaf4df089623f11acb66b001744d5cf05c96f1fb54823d34fa3c586c902", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Most similarities are boilerplate from the same translation-request template, not true duplicates. I\u2019d only treat the exact same-title twins as duplicate-worthy; the different language requests are separate issues.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43834 is the best anchor for the repeated placeholder-titled translation requests: it is the earliest of the identical generic items and sits in the densest duplicate-like subgroup.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest overall issue representative for this cluster because it is central to the repeated template-style items and is the cleanest canonical anchor among the issue set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:27088", - "right": "issue:44370", - "accept": false, - "reason": "Different language targets (Turkish vs a separate translation request); the overlap is just the shared translation template." - }, - { - "left": "issue:27088", - "right": "issue:44365", - "accept": false, - "reason": "Same boilerplate theme, but not the same concrete translation request." - }, - { - "left": "issue:27088", - "right": "issue:43834", - "accept": false, - "reason": "Turkish translation request is distinct from the generic placeholder-titled request." - }, - { - "left": "issue:27088", - "right": "issue:38435", - "accept": false, - "reason": "Turkish and Romanian are separate translation tasks, not one underlying issue." - }, - { - "left": "issue:27088", - "right": "issue:28936", - "accept": false, - "reason": "Different target languages, so these are not duplicates." - }, - { - "left": "issue:28936", - "right": "issue:43834", - "accept": false, - "reason": "Spanish request vs generic placeholder title; too broad to be the same issue." - }, - { - "left": "issue:28936", - "right": "issue:44365", - "accept": false, - "reason": "Shared template language only; the translation target is different or unspecified." - }, - { - "left": "issue:28936", - "right": "issue:38435", - "accept": false, - "reason": "Spanish and Romanian translation requests are distinct." - }, - { - "left": "issue:28936", - "right": "issue:44370", - "accept": false, - "reason": "Different concrete translation request, despite similar boilerplate." - }, - { - "left": "issue:38435", - "right": "issue:44370", - "accept": false, - "reason": "Romanian request is separate from the generic placeholder issue." - }, - { - "left": "issue:38435", - "right": "issue:44365", - "accept": false, - "reason": "They look templated, but not clearly the same underlying translation task." - }, - { - "left": "issue:38435", - "right": "issue:43834", - "accept": false, - "reason": "Different language target; similarity is only from shared issue template." - }, - { - "left": "issue:38435", - "right": "issue:46222", - "accept": false, - "reason": "Romanian translation request and the Thai-titled issue are not the same concrete issue." - }, - { - "left": "issue:38435", - "right": "issue:46226", - "accept": false, - "reason": "Same boilerplate family, but no evidence they are the same request." - }, - { - "left": "issue:43834", - "right": "issue:44370", - "accept": true, - "reason": "Same exact generic title and near-identical body shape; this looks like a duplicate translation-request issue." - }, - { - "left": "issue:43834", - "right": "issue:44365", - "accept": true, - "reason": "Same exact generic title and highly similar content; likely duplicate reports of the same issue." - }, - { - "left": "issue:44365", - "right": "issue:44370", - "accept": true, - "reason": "Same exact placeholder title and near-identical body; strong duplicate signal." - }, - { - "left": "issue:43834", - "right": "issue:46222", - "accept": false, - "reason": "The titles do not match and one is a generic placeholder while the other is a concrete Thai-titled request." - }, - { - "left": "issue:43834", - "right": "issue:46226", - "accept": false, - "reason": "Different titles and no clear evidence of the same underlying translation request." - }, - { - "left": "issue:44365", - "right": "issue:46222", - "accept": false, - "reason": "Not the same concrete issue; the match is only superficial template similarity." - }, - { - "left": "issue:44365", - "right": "issue:46226", - "accept": false, - "reason": "Different request titles and no explicit common target." - }, - { - "left": "issue:44370", - "right": "issue:46222", - "accept": false, - "reason": "Shared boilerplate, but not the same underlying issue." - }, - { - "left": "issue:44370", - "right": "issue:46226", - "accept": false, - "reason": "Different titles and no concrete duplicate evidence." - }, - { - "left": "issue:46222", - "right": "issue:46226", - "accept": true, - "reason": "Same exact Thai title and matching body shape; these look like duplicate copies of the same issue." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the identical-title pairs as the only duplicate-worthy matches, while rejecting cross-language/template similarities as mere boilerplate. The canonical anchor choice for issue:43834 is supported by the shared title pattern and creation order among the generic placeholder items." - }, - "evaluator_used": true, + "analyst_result": null, + "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": "issue", "component_index": 6, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18163,277 +14070,28 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "db4056249a32a337fbb3fae9a034c405a9cf3f05fceeec4d20ad204617e3eb16", + "prepared_review_unit_hash": "a0f5b2497a30d248dec71f60e71748dc545543f1c8e2fea4c224c4314ea161f4", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24144, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24144, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "This cluster is dominated by unrelated model-add/support requests that only share generic wording. They span different model families and modalities (text, vision, audio, ASR/TTS, OCR, architecture tweaks), so none of the soft edges look like true duplicates.", - "confidence": 0.35, - "canonical_issue_reason": "Issue 42738 is the broadest and most umbrella-like request in the set ('BERT-like models with RoPE'), so it is the best single representative of this mostly model-request cluster, though it should not subsume the other specific requests as duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 42738 is the best representative of the cluster because it is the most general feature request among otherwise model-specific asks.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:36817", - "right": "issue:41211", - "accept": false, - "reason": "EuroBert (text encoder) vs DEIMv2 (vision detector); same request pattern only." - }, - { - "left": "issue:36817", - "right": "issue:43671", - "accept": false, - "reason": "EuroBert vs Qwen3-TTS; different model families and modality." - }, - { - "left": "issue:36817", - "right": "issue:36879", - "accept": false, - "reason": "EuroBert vs RF-DETR; unrelated model domains." - }, - { - "left": "issue:36879", - "right": "issue:41211", - "accept": false, - "reason": "RF-DETR vs DEIMv2; both are detectors, but they are different concrete models and changes." - }, - { - "left": "issue:36879", - "right": "issue:43909", - "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio; vision detector vs audio model." - }, - { - "left": "issue:36879", - "right": "issue:44121", - "accept": false, - "reason": "RF-DETR vs sparse transformer LM; different code paths and tasks." - }, - { - "left": "issue:36879", - "right": "issue:43837", - "accept": false, - "reason": "RF-DETR vs ASR model; different task and implementation." - }, - { - "left": "issue:36879", - "right": "issue:43671", - "accept": false, - "reason": "RF-DETR vs TTS model; different task and implementation." - }, - { - "left": "issue:37015", - "right": "issue:43837", - "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; text encoder vs speech model." - }, - { - "left": "issue:37015", - "right": "issue:44121", - "accept": false, - "reason": "NeoBERT vs weight-sparse transformer; distinct model families." - }, - { - "left": "issue:37015", - "right": "issue:43909", - "accept": false, - "reason": "NeoBERT vs audio model; different modality." - }, - { - "left": "issue:36879", - "right": "issue:37015", - "accept": false, - "reason": "RF-DETR vs NeoBERT; unrelated families despite similar 'add model' wording." - }, - { - "left": "issue:37015", - "right": "issue:42503", - "accept": false, - "reason": "NeoBERT vs ModernVBERT; both BERT-like names, but separate model additions." - }, - { - "left": "issue:41115", - "right": "issue:43837", - "accept": false, - "reason": "MiniCPM3 vs Qwen3-ASR; different model families and task." - }, - { - "left": "issue:41115", - "right": "issue:44121", - "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer; unrelated requests." - }, - { - "left": "issue:41115", - "right": "issue:42503", - "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; separate model-specific requests." - }, - { - "left": "issue:41115", - "right": "issue:45027", - "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS; multimodal LLM vs speech synthesis support." - }, - { - "left": "issue:41211", - "right": "issue:43671", - "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; detector vs TTS." - }, - { - "left": "issue:42503", - "right": "issue:43837", - "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; different modalities and code paths." - }, - { - "left": "issue:42503", - "right": "issue:43671", - "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; different tasks and model families." - }, - { - "left": "issue:42503", - "right": "issue:42738", - "accept": false, - "reason": "ModernVBERT vs generic BERT-with-RoPE request; related wording, but not the same concrete change." - }, - { - "left": "issue:42738", - "right": "issue:45027", - "accept": false, - "reason": "BERT/RoPE architectural request vs Voxtral TTS; unrelated." - }, - { - "left": "issue:42738", - "right": "issue:46653", - "accept": false, - "reason": "BERT/RoPE request vs unrelated person-name issue; not the same kind of artifact." - }, - { - "left": "issue:43671", - "right": "issue:43837", - "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; same family name, but different concrete support and code paths." - }, - { - "left": "issue:43671", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; both TTS, but different models and likely different integrations." - }, - { - "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "TTS vs OCR; unrelated modalities." - }, - { - "left": "issue:43671", - "right": "issue:44121", - "accept": false, - "reason": "TTS model vs sparse transformer LM; unrelated." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio; related audio domain, but distinct model additions." - }, - { - "left": "issue:43837", - "right": "issue:43909", - "accept": false, - "reason": "ASR vs audio model; related domain, but different concrete requests." - }, - { - "left": "issue:43837", - "right": "issue:45322", - "accept": false, - "reason": "ASR vs vision-language encoder; different task and architecture." - }, - { - "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "ASR vs sparse transformer; unrelated." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "Audio model vs SAM3-LiteText; different model families and use cases." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "Audio model request vs Granite SWA+sink option; one adds a model, the other changes a model option." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Sparse transformer vs EUPE encoder; distinct architectures." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "ASR vs TTS; same broad area, but not the same underlying change." - }, - { - "left": "issue:37015", - "right": "issue:45027", - "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model families." - }, - { - "left": "issue:43837", - "right": "issue:45177", - "accept": false, - "reason": "ASR vs OCR; different modalities and implementations." - }, - { - "left": "issue:45322", - "right": "issue:46133", - "accept": false, - "reason": "EUPE vs TIPSv2; both vision-language related, but different model requests." - }, - { - "left": "issue:42503", - "right": "issue:46653", - "accept": false, - "reason": "ModernVBERT vs unrelated person-name issue; no shared underlying change." - }, - { - "left": "issue:45027", - "right": "issue:46653", - "accept": false, - "reason": "Voxtral TTS vs unrelated person-name issue; no shared underlying change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18444,7 +14102,7 @@ { "label": "issue", "component_index": 7, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18460,7 +14118,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "b6e543f1c4fe0896dfc058515a8be783ae9a1e2445148ca2871ce58e44d6e3f5", + "prepared_review_unit_hash": "4ac209f44ffb446df988a4b8b461d03cd3a328d4da86de0099c2a27583bbf73f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18482,18 +14140,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are unrelated: one is a docs request to add Pruna, the other is a Vision RoPE refactor.", - "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, while the other is a Vision RoPE refactor. They do not describe the same underlying problem or change.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative issue must be chosen, #46443 is the more substantive code-change ticket; #38740 is a separate docs enhancement and not the same subject.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the topics do not overlap.", + "best_issue_reason": "#46443 is the better issue to represent the cluster because it is the concrete technical refactor, whereas #38740 is unrelated documentation work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different work items and no shared code-path or explicit link; a docs/framework addition is not the same as a Vision RoPE refactor." + "reason": "Different domains and intents: docs request for Pruna optimization framework vs Vision RoPE refactor. No shared code path or same bug/change." } ] }, @@ -18507,10 +14165,10 @@ { "label": "issue", "component_index": 8, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18523,7 +14181,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "e2d80f8083cbcfca53a6bdf34fb9f0f2935a62ce50af90e86411b81b9fe6cc40", + "prepared_review_unit_hash": "702605d56168993f0343cb1ae6181a0ef4ec045215e48cce94cdc22071b42cb7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18544,22 +14202,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The two issues are not duplicates: one requests block decoding support in general, while the other asks for DeepSeek v3.2 support. They refer to different feature areas and no concrete overlap is shown.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43037 is the clearer representative because it names a specific model-support request, making it more actionable and easier to track than the broader \"Set Block Decoding\" title.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the best issue to keep as the cluster representative since it is specific, self-contained, and less ambiguous than #41084.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:41084", - "right": "issue:43037", - "accept": false, - "reason": "The titles indicate different underlying requests: block decoding functionality versus support for a specific DeepSeek model version. They do not appear to describe the same bug or change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18570,10 +14213,10 @@ { "label": "issue", "component_index": 9, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18586,7 +14229,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1ed683f09599ef818f29dbfdd63ae7ce4e6336f6f57a896b328f63394f87d05f", + "prepared_review_unit_hash": "90a490c32083c001d86c1aff5420f4d55baef159d5e72d21e055c46e35bd137d", "component_budget": { "node_count": 2, "item_count": 2, @@ -18607,22 +14250,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are two separate enhancement issues in Trainer: one about making `remove_unused_column` more customizable, and another about handling custom trainers when estimating FLOPS. They share only a broad Trainer context, not the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43598 is the more general Trainer customizability request and is slightly broader/more central than #43600, but the two are not duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better representative issue because it frames a reusable Trainer behavior change, whereas #43600 is a distinct FLOPS-estimation concern.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43598", - "right": "issue:43600", - "accept": false, - "reason": "Different concrete problems: one targets `remove_unused_column` behavior, the other targets FLOPS estimation for custom trainers. Same subsystem, but not the same fix." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18633,7 +14261,7 @@ { "label": "issue", "component_index": 10, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18649,12 +14277,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "536fa9775f8cdc376504d2ec45e511a8dd2b8f7c310e2d12f0f57530d8c46b54", + "prepared_review_unit_hash": "a8da4ecd3566823f8383eadf8edc0802c1c5bba14b60fc7f9fc95c92068cef11", "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 }, @@ -18662,7 +14290,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18671,18 +14299,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about Hugging Face model-class registration, but they target different model families and different auto-classes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. They are not the same underlying bug/request.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #43684 is the broader registration request and is more representative of the cluster topic, while #44405 is a separate, narrower model-class support request.", + "summary": "These are related to Qwen model support, but they target different model families and different auto-model tasks, so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader, more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration. It best represents the general support gap in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better representative issue because it is the more general model-registration request and not tied to a specific downstream task class.", + "best_issue_reason": "Issue 43684 is the best anchor for this cluster because it is the wider model-registration request, while 44405 is a narrower task-specific addition for Qwen3.5 sequence classification.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Reject: different model families (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different target auto-classes, so they do not describe the same code-path change." + "reason": "Different underlying changes: Qwen3-Omni registration for generic/generation auto classes vs. Qwen3.5 sequence classification support. Different model families and tasks, so not the same bug or change." } ] }, @@ -18696,10 +14324,10 @@ { "label": "issue", "component_index": 11, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18719,79 +14347,31 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "4ee97d3a0666028b1bd04b37cb4389a241103091f927e865f9cdd972d989ad54", + "prepared_review_unit_hash": "fd6e1f082052e0617b42929530767fa9a2097cf0be15bcad58dacc2e3e5bfbe7", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The cluster is too thinly evidenced to confidently call the three \u201chuggingface\u201d issues duplicates. They share a title, but the packet only shows soft similarity and timing/body-length metadata, so the safer call is to leave the pairwise links unresolved. The \u201cFett\u201d issue does not appear related.", - "confidence": 0.44, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best provisional anchor only because it is one of the repeated \u201chuggingface\u201d reports and is earliest among them, but the evidence is too weak to treat it as a confirmed canonical duplicate.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43835", - "right": "issue:43845", - "accept": false, - "reason": "Different titles and no concrete shared issue content; soft similarity alone is not enough." - }, - { - "left": "issue:43835", - "right": "issue:43846", - "accept": false, - "reason": "\u201cFett\u201d does not have enough evidence to match the huggingface reports." - }, - { - "left": "issue:43835", - "right": "issue:43859", - "accept": false, - "reason": "No concrete indication that the short \u201cFett\u201d report is the same as the huggingface reports." - }, - { - "left": "issue:43845", - "right": "issue:43846", - "accept": false, - "reason": "Same title and close timestamps are not enough on their own to confirm a duplicate bug report." - }, - { - "left": "issue:43845", - "right": "issue:43859", - "accept": false, - "reason": "The evidence is limited to title similarity and metadata, which is too weak to accept as the same underlying issue." - }, - { - "left": "issue:43846", - "right": "issue:43859", - "accept": false, - "reason": "These look similar, but there is no concrete content-level evidence that they describe the same bug." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is a bit too strong for the packet. The three \u201chuggingface\u201d issues do share a title, but the evidence shown is limited to soft similarity plus timestamps/body lengths; the packet does not ground a confident claim that they are duplicates. In particular, the accepted soft-edge verdicts overstate the evidence by saying the reports \u201cstrongly suggest\u201d the same underlying issue. I would keep those pairwise verdicts conservative or unresolved unless there is more concrete content-level evidence." - }, - "evaluator_used": true, - "retried": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18799,10 +14379,10 @@ { "label": "issue", "component_index": 12, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18826,91 +14406,28 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "4e579894b7a209a4e6fe42e78ac5daac04f5c5a40c26b5f7847506c5f7c47862", + "prepared_review_unit_hash": "026376a84cf4ee77dd106f47701eb270aedab76b06a9ebd561b4cfe71f98f745", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are all low-signal issue reports with spammy or generic titles and no bodies, links, or activity to establish a shared underlying bug. None of the pairs are strong enough to merge as duplicates.", - "confidence": 0.18, - "canonical_issue_reason": "issue:44418 is the least spam-like and most plausibly a real report, but it is still very generic and lacks any concrete problem description.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the best available issue candidate only because it has a non-spam title; there is still no substantive evidence that it represents the cluster\u2019s true topic.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44371", - "right": "issue:44572", - "accept": false, - "reason": "Both are spam-like with no body detail; identical tokenless titles do not demonstrate the same underlying issue." - }, - { - "left": "issue:44371", - "right": "issue:44573", - "accept": false, - "reason": "Both are spam-like with no body detail; no concrete bug or request is visible to justify duplicate status." - }, - { - "left": "issue:44371", - "right": "issue:44418", - "accept": false, - "reason": "A spam title and a generic documentation suggestion are not enough to show the same issue." - }, - { - "left": "issue:44371", - "right": "issue:44937", - "accept": false, - "reason": "The titles are unrelated on their face; no evidence they refer to the same report." - }, - { - "left": "issue:44418", - "right": "issue:44572", - "accept": false, - "reason": "Generic documentation wording and spam are not the same underlying bug/change." - }, - { - "left": "issue:44418", - "right": "issue:44573", - "accept": false, - "reason": "Generic documentation wording and spam are not the same underlying bug/change." - }, - { - "left": "issue:44572", - "right": "issue:44573", - "accept": false, - "reason": "Both are spam-like, but there is still no concrete description showing a shared problem." - }, - { - "left": "issue:44572", - "right": "issue:44937", - "accept": false, - "reason": "Spam-like title versus a specific quoted-name title; no shared bug or change is evident." - }, - { - "left": "issue:44573", - "right": "issue:44937", - "accept": false, - "reason": "Spam-like title versus a specific quoted-name title; no shared bug or change is evident." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18921,7 +14438,7 @@ { "label": "issue", "component_index": 13, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18937,7 +14454,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "6d372d41016017783d2b8a9158187f5c3fdc1fe875533ab5178d236cf3352954", + "prepared_review_unit_hash": "fc498a4b11ddb1f45028a3c0b43534a0cb8febee3242a436c3edbd4549583ec5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18959,25 +14476,22 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be duplicates of the same proposal/report: identical titles, highly similar bodies, and no distinguishing links or files. Issue #45145 is the better canonical choice because it was created earlier.", + "summary": "The two closed issues have the same title and very similar content, so they are effectively duplicates of the same report. Issue #45145 is the better canonical/best issue because it has an inbound reference and slightly more linkage context.", "confidence": 0.99, - "canonical_issue_reason": "Issue #45145 was created earlier and appears to be the same report as #45151, with an identical title and highly similar content.", + "canonical_issue_reason": "#45145 should be canonical because it has the same title as #45151 and has an inbound reference, making it the more connected representative of the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative because it is the earlier of the two near-identical issues and there is no evidence of a distinct scope between them.", + "best_issue_reason": "#45145 is the best issue overall for the same reason: it is the more referenced duplicate and is the clearest anchor for the shared topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept: the issues have the same title and substantially overlapping content, with no evidence of different underlying problems; they look like duplicates of the same issue." + "reason": "Accept: identical title and near-identical issue content strongly indicate the same underlying issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The judgment is grounded in the packet: the two issues share an identical title, similar body sizes, and a soft-similarity signal, with no explicit links or filenames suggesting separate scopes. The canonical choice of the earlier issue is reasonable, and the soft-edge accept is conservative enough here." - }, + "evaluator_result": null, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -18987,7 +14501,7 @@ { "label": "issue", "component_index": 14, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19041,10 +14555,10 @@ { "label": "issue", "component_index": 15, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -19057,7 +14571,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "abddce1de611a6aa333499c6ca10379d70e5a77cc8a2de3f2d6a3539b0c325ad", + "prepared_review_unit_hash": "25db83f18cf11204ec8b2bf3b2130e217f5aee950ebe7201480ab4dba0af743f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19078,22 +14592,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are two separate 4-bit inference issues: one is Gemma4/audio-module specific and triggered by `torch.finfo()` on `uint8` weights, while the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and causes an assertion failure. They share the broad 4-bit inference context but not the same bug or code path.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45674 is the better canonical issue because it describes a clearer, more generally applicable 4-bit inference regression in `BitsAndBytesConfig`, whereas 45672 is a narrower Gemma4/audio-module-specific failure.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the strongest representative for the cluster since it is broader, more actionable, and tied to a concrete config behavior change rather than a model-specific symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45672", - "right": "issue:45674", - "accept": false, - "reason": "Both concern 4-bit inference, but the failure modes differ: `torch.finfo()` on `uint8` weights in Gemma4 audio modules versus `llm_int8_skip_modules` removing the default `lm_head` exclusion. Different triggering code paths and different underlying bugs." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -19104,7 +14603,7 @@ { "label": "issue", "component_index": 16, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19120,7 +14619,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "b03dab2f223092cd93760f27ff442cf0bb03b76aa7cd607cd1da611d4f15c15c", + "prepared_review_unit_hash": "30b0f1206d8e0d3a265c3cc73d6bda0c1aecb233aac69b0fd55133d54e18b4d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19142,18 +14641,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates of the same underlying problem; they have different names and dates and no body/links to connect them. The similarity is only superficial.", + "summary": "Two closed issues with empty bodies and personal-name/date titles; there is no evidence they describe the same bug or any actionable product change.", "confidence": 0.98, - "canonical_issue_reason": "issue:45762 is the better placeholder canonical issue only because it is the earlier report; there is no evidence these two issues describe the same thing.", + "canonical_issue_reason": "No canonical issue: both issues are empty and unrelated on their face, with no duplicate indicators beyond a weak text similarity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45762 is marginally the best representative for triage since it is older, but neither issue appears to be a true duplicate candidate.", + "best_issue_reason": "Neither issue is a meaningful best candidate; issue:45762 is only marginally earlier, but both are equally uninformative and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different people and dates in the titles, with no shared body text, links, or supporting evidence of the same bug/request." + "reason": "Reject: the titles are just different personal names with dates, and both issues have no body, links, or shared technical context indicating the same underlying bug or request." } ] }, @@ -19167,7 +14666,7 @@ { "label": "issue", "component_index": 17, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19183,7 +14682,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "806e20052bcb6ccfdbf43539fee2eec4b972598836afaf3712a2816bd54eac0c", + "prepared_review_unit_hash": "4b0794a2c7d3931ae837fe2056d0ae280a9589ea45cf915b2d3bdf050081aad1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19205,18 +14704,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closed, content-less issue stubs with unrelated personal-name/date titles. They do not describe the same bug or request, so they should not be clustered as duplicates beyond weak textual similarity.", + "summary": "These two closed issues do not appear to describe the same underlying bug or request; they are just two unrelated title-only posts with different names and dates, with no bodies or cross-references.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45764 is marginally earlier, but neither issue contains substantive problem details; there is no meaningful canonical issue here.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is the best placeholder only because it was created first; both issues are effectively empty and not good representative reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal names with different dates and no body content or bug description; this is not the same underlying issue." + "reason": "The titles are different personal-name/date strings with no shared problem description, body, or links; this is not evidence of a duplicate issue." } ] }, @@ -19230,10 +14729,10 @@ { "label": "issue", "component_index": 18, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -19246,7 +14745,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "18927839abe21d5d41bdb41331aa755587c55eaac150995cd97d173b0006fc93", + "prepared_review_unit_hash": "dce5bb8d30052730dadaa6ed95c60f042ab83abc17d19eb2d1857347c2048cad", "component_budget": { "node_count": 2, "item_count": 2, @@ -19267,22 +14766,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The two issues are unrelated: one requests adding a Qwen3_5 token-classification model, while the other asks for FP8 training support. They should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45810", - "right": "issue:46295", - "accept": false, - "reason": "Different feature requests for different code paths: model-class support for token classification vs training precision support (FP8). They do not describe the same underlying bug or change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -19293,7 +14777,7 @@ { "label": "issue", "component_index": 19, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19319,12 +14803,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "c7f33cf8dd2037965622ec8c310b8a495799561512db95fb0941eefc3d5a86a9", + "prepared_review_unit_hash": "4de8f32a6c826d7535c9d3fc9fa1824d2b0999b8c0520be8725daa5b26998841", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19332,7 +14816,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19341,66 +14825,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two strong near-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related only by topic and should remain separate.", - "confidence": 0.89, - "canonical_issue_reason": "45870 is a clean representative for the first near-duplicate pair: it has the same title and body length as 45871, and it is the earlier of the two. With only metadata available, treat this as a likely duplicate rather than a proven exact match.", + "summary": "The cluster appears to split into two likely duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is thematically related but looks like a different dataset/sample request, so it should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it splits into two separate likely-duplicate pairs. If forced to pick one representative, 45870 is the best canonical issue for the first pair since it is the earlier report and shares the same title/body length signal as 45871, though the full body text is not visible here.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best global issue representative because it anchors one of the clearest near-duplicate pairs and is the earliest instance. 45869 is a separate dataset request, while 45872/45873 appear to be a different, separate pair.", + "best_issue_reason": "45870 is the strongest issue representative for this cluster slice because it is the earlier member of the likely duplicate pair 45870/45871. It does not represent 45872/45873, so the cluster is still better viewed as two related subgroups rather than one issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial domain, but this is a dataset bundle request versus a prediction example; not the same underlying issue." + "reason": "Related financial-data theme, but 45869 is a dataset bundle/sample request while 45870 is an example/prediction issue. Different underlying request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related financial domain, but this is a dataset bundle request versus a prediction example; not the same underlying issue." + "reason": "Related theme only; 45869 is about a dataset bundle, not the same example issue as 45871." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title, same body length, and very close timestamps; this is a strong near-duplicate pair, though the packet only supports a likely-duplicate judgment." + "reason": "Highly similar: identical title and matching body length strongly suggest a duplicate, though the full body text is not shown here." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series, but the titles indicate different requests: an example prediction issue versus a scraping-service request." + "reason": "Both mention DataForge/financial content, but one is an example issue and the other is a scraping-service request. Different underlying work." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both mention financial time series, but the titles indicate different requests: an example prediction issue versus a scraping-service request." + "reason": "Same broad topic, but not the same concrete issue; 45873 is a scraping-service request, not the example prediction issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series, but the titles indicate different requests: an example prediction issue versus a scraping-service request." + "reason": "Different issue topics despite shared financial/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Both mention financial time series, but the titles indicate different requests: an example prediction issue versus a scraping-service request." + "reason": "Different underlying request: example prediction issue versus scraping-service request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title, same body length, and very close timestamps; this is a strong near-duplicate pair, though the packet only supports a likely-duplicate judgment." + "reason": "Highly similar: identical title and matching body length strongly suggest a duplicate, though the full body text is not shown here." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is a bit too strong for the packet. The items only provide titles, lengths, timestamps, and soft-similarity signals; there is no body text to justify claims like \u201cfully duplicated,\u201d \u201ceffectively identical content,\u201d or \u201cdirect duplicates.\u201d The 45870/45871 and 45872/45873 pairs may be strong matches, but the verdicts should stay conservative (e.g. likely duplicates / near-identical) unless the packet shows exact content equivalence. The 45869 separation is fine." + "feedback": "The cluster split is reasonable, but the summary is a bit too strong for the evidence shown. The packet gives identical titles and matching body lengths for 45870/45871 and 45872/45873, but it does not include the body text, so claims like \"title/body match exactly\" and \"exact duplicate issue pair\" overstate what is directly supported. Please downgrade those soft-edge verdicts and canonical reasoning to conservative language such as \"likely duplicate\" or \"highly similar\" unless fuller body evidence is available." }, "evaluator_used": true, "retried": true, @@ -19411,7 +14895,7 @@ { "label": "issue", "component_index": 20, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19427,7 +14911,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "3d6842affd6c26258b98074fb04761a37ee3430bb06b6c88cc06e4a211f17538", + "prepared_review_unit_hash": "3b2cbef0d1651bd51b74f7d851f9e9d5736ba43bd049ff88a8b69832da1550c0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19449,35 +14933,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are in the same static-cache / linear-attention area, but the packet only shows title-level similarity and one soft similarity edge. 46439 is the broader root-cause report, while 46441 is a model-specific crash that could be related but is not proven to be the same bug.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 46439 is the best canonical issue because it describes the underlying mechanism more directly: static-cache `early_initialization` corrupting linear-attention shapes and causing runtime failure.", + "summary": "Both issues point to the same static-cache / linear-attention failure mode: one reports shape corruption during `early_initialization`, the other reports a `KeyError` for `linear_attention` in Qwen3.5. The model-specific crash looks like a symptom of the same underlying cache-path bug, so they should be clustered together.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader underlying mechanism (`early_initialization` corrupting linear-attention layers and causing wrong shapes), which can encompass the model-specific crash in 46441.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest anchor for the cluster since it captures the broader bug mechanism rather than one specific symptom.", + "best_issue_reason": "46439 is the clearest general report of the defect and is not tied to a single model variant; it is the best anchor for deduping related static-cache linear-attention failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", - "accept": false, - "reason": "Do not merge as duplicates on the current evidence: there are no shared targets/files or body-level links, and the packet only supports a possible relation in the same subsystem, not the same underlying defect." + "accept": true, + "reason": "Same static-cache/linear-attention code path, with 46441 likely a downstream manifestation of the shape-corruption bug described in 46439." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly grounded, but the soft-edge verdict is too strong for the evidence available. The packet only gives title-level similarity and one `soft_similarity` edge with no shared targets/files; that supports a possible relation, not a confident accept. Issue 46441 could be related to the same static-cache/linear-attention area, but the packet does not establish that its `KeyError` is the same underlying bug as 46439\u2019s shape corruption. Keep the relationship tentative unless there is stronger issue-body evidence." + "feedback": "The linkage is plausible, but the packet only supports a weak similarity signal: the two issues share `static` cache and `linear_attention` wording, yet one is about wrong shapes during `early_initialization` and the other is a `KeyError` in Qwen3.5. That is not enough to assert they are the same underlying bug or to accept the soft-edge merge. Please downgrade the summary to tentative similarity and avoid claiming a shared root cause without stronger evidence." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 21, - "component_count": 21, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19493,12 +14977,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "7e8761665fef41f111d8f662998438e7ba60455dcd7170e1b2056c5b40050a62", + "prepared_review_unit_hash": "91b1078c3bb1e959bfcf05980c09f8312c364c2ddec8af68a732c6e370a2e16b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -19506,7 +14990,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -19515,24 +14999,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are effectively exact duplicates: same title, same body length, and identical bug description about Wav2Vec2CTCTokenizer v5 leaking the word delimiter as a special token. The open issue is the better representative for ongoing tracking.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open and already has inbound references, so it is the more active tracker for the same bug.", + "summary": "These two issues are near-exact duplicates about the same Wav2Vec2CTCTokenizer v5 special-token regression; the open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better live canonical record for this duplicated bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the strongest issue candidate overall: same problem statement, open state, and existing references make it the most suitable single issue to keep.", + "best_issue_reason": "Issue #46552 best represents the cluster because it is still open and already being referenced, while #46551 is closed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and identical described bug; both refer to the same tokenizer special-token leak, so this is a true duplicate pair." + "reason": "Same title, same described bug, and identical scope; these clearly refer to the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the two issues have identical titles, identical body lengths, and the same soft-similarity evidence, so treating them as duplicates is conservative. The canonical choice of the open issue with inbound references is also supported." + "feedback": "The conclusion is grounded in the packet: both issues have identical titles and the same body length, and the pair is marked with soft_similarity. Preferring #46552 as the canonical issue because it is still open and has inbound references is a conservative, well-supported choice. No PR-mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -19540,6 +15024,69 @@ "error_kind": null, "error_message": null }, + { + "label": "issue", + "component_index": 22, + "component_count": 22, + "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": "2807091cdcc73b81fc6a9a2a571d3c11e01bcf77ca47950d78623758ab96fe03", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the reports describe different symptoms and likely different bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46692 is the more specific report (RT-DETR v2 OOM after epochs), but neither issue clearly subsumes the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor shape mismatch vs memory exhaustion. Similar training context is not enough to treat them as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, { "label": "pull_request", "component_index": 1, @@ -19589,154 +15136,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "861040f44251a5a02dc79c15e9ec16927d6d5035fe2654cc74d6d8a1b11e9e03", + "prepared_review_unit_hash": "31cfcee80e6ca0e010a1cb70a3594fd6b00a62ccc8c5287be3caeffdacf9fcf8", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38084, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38154, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38084, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38154, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one pair looks like a true duplicate: the two `fixed_cross_entropy` kwargs PRs (#43251 and #43254). The rest are unrelated model additions, refactors, or test/documentation changes that do not fix the same concrete bug/change.", - "confidence": 0.95, + "summary": "Mostly unrelated pull requests are grouped together here; the only true duplicate-style pair is the two nearly identical `fixed_cross_entropy` kwargs patches. All other pairs touch different models, features, or test/doc work and should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical choice: it explicitly targets issue #43240 and implements the broader `cross_entropy` kwargs passthrough in `fixed_cross_entropy`, while #43254 is just an alternate phrasing of the same fix.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate pair: it targets the underlying `fixed_cross_entropy` bug directly, has the explicit issue link, and is the slightly more complete/intentional patch for passing `weight` and `label_smoothing` through to `nn.functional.cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative for the cluster because it has the explicit issue link, a clear bug title, and the same underlying code-path change as #43254.", + "best_pr_reason": "PR 43251 is the strongest representative in this set because it is the only clear same-change duplicate with 43254 and has the clearest issue linkage and review signal.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are PRs, but they are unrelated feature/test additions in different areas (VideoPrism model support vs ExecuTorch dynamic-shape export tests)." + "reason": "VideoPrism model addition vs. an Executorch dynamic-shape test; different code paths and not the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer helper methods and adding MobileLLM are unrelated changes; they do not fix the same code path." + "reason": "Mistral tokenizer method addition vs. a new MobileLLM model; unrelated features." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions and ExecuTorch export test coverage are different changes with no shared underlying bug." + "reason": "Tokenizer API patch vs. Executorch test coverage; no shared bug or mergeable common fix." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "These are different processor/model robustness additions for different models; they are not the same bug or change." + "reason": "Processor auto-loading robustness work vs. MobileLLM model implementation; different changes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "A cross-entropy kwargs fix and adding MobileLLM are unrelated." + "reason": "Cross-entropy kwargs fix vs. new MobileLLM model; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The kwargs passthrough fix in loss utils is unrelated to Mistral4 test/model updates." + "reason": "Loss utility kwargs fix vs. Mistral4 test/model work; different subsystems and problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export tests and Mistral4 test/model changes are not the same concrete issue." + "reason": "Executorch export test vs. Mistral4 test/model fixes; same broad testing theme but not the same concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different model features/tests; no evidence they address the same underlying problem." + "reason": "Executorch dynamic-shape test vs. MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated code changes." + "reason": "New MobileLLM model vs. config resolution order fix; separate concerns." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-collection refactor are different work items." + "reason": "Model addition vs. Falcon output-collection refactor; not the same underlying change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill PR are unrelated." + "reason": "Falcon refactor vs. model-creation skill/docs; completely different scope." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactoring and Mistral4 test fixes are not the same underlying bug/change." + "reason": "Falcon output-interface refactor vs. Mistral4 test/model fixes; unrelated code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes and `layrnorm -> layernorm` renaming across CLIP-like models are unrelated." + "reason": "Mistral4 tests/model wiring vs. CLIP-like `layrnorm` rename fix; different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and chat response parsing updates target different subsystems and problems." + "reason": "Mistral4 test/model work vs. chat parsing updates; no shared fix." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model updates and adding the TDT loss kernel are unrelated." + "reason": "Mistral4 tests/model work vs. TDT loss kernel integration; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "These PRs address different issues: Mistral4 test/model changes vs config resolution order in `modeling_utils`." + "reason": "Mistral4 test/model work vs. `cls.config` resolution ordering; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model/test fix and a model-creation skill/documentation PR are not the same change." + "reason": "Mistral4 model/test changes vs. model-creation skill/docs; not a duplicate change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and the model-creation skill are not duplicate fixes; one adds a model, the other adds workflow tooling." + "reason": "MobileLLM model addition vs. skill/docs PR; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs implement the same underlying fix in `fixed_cross_entropy`: forwarding supported kwargs such as `weight` and `label_smoothing` to `nn.functional.cross_entropy`. They are plausible mergeable duplicates." + "reason": "Both PRs patch the same `fixed_cross_entropy` implementation to forward cross-entropy kwargs; they fix the same concrete bug and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only supported duplicate/mergeable pair in the packet is #43251/#43254: both touch `src/transformers/loss/loss_utils.py`, share issue target #43240, and implement the same `fixed_cross_entropy` kwargs passthrough fix. The other soft-edge pairs are conservatively rejected as unrelated model additions, refactors, or test/docs changes." + "feedback": "The duplicate-pair call on 43251/43254 is grounded in the packet: same file, same function, same issue target, and the diffs are nearly identical. The non-duplicate rejections are conservative and fit the provided previews. Minor caution: the canonical-pr wording about one patch being \"more complete/intentional\" is a bit subjective, but it does not materially overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -19750,7 +15297,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -19763,43 +15310,28 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "e655b8ef7072f36c856a1f76bbb1afd37d88060fc8a99af76d047e897bbb6fda", + "prepared_review_unit_hash": "4be58dd3c857b164a3c8ec23c09512099932d52bf2a95abc210754796b1541f3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both PRs are about the VibeVoice family, but they are not the same change: #40546 is the core VibeVoice implementation, while #42781 adds VibeVoice Realtime plus the acoustic tokenizer and generation-related follow-ups. They overlap by model family and shared auto-registration/docs, not by the same concrete fix.", - "confidence": 0.89, - "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR for the cluster because it is the primary, more focused VibeVoice implementation and appears more mature/reviewed; #42781 is a later, broader realtime follow-up with draft status.", - "best_issue_reason": null, - "best_pr_reason": "#40546 is the best single representative of the cluster topic: it directly matches the base VibeVoice implementation and is less ambiguous than the broader realtime extension in #42781.", - "soft_edge_verdicts": [ - { - "left": "pull_request:40546", - "right": "pull_request:42781", - "accept": false, - "reason": "Reject: these are related VibeVoice workstreams, but not the same underlying change. #40546 implements core VibeVoice, while #42781 extends the family with realtime support and the acoustic tokenizer; they are not plausibly one merged PR for the same code-path bug/change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -19826,12 +15358,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "2b88ca252ede4e1b2f42554c4aa0195d81a99a30fd65e01a1b60e973600fec09", + "prepared_review_unit_hash": "51bc037d3b41f6a1a599a2c44b6347f82f16cd0d4669c30512bdc991c47afc49", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19839,7 +15371,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19848,18 +15380,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change.", + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change, so the soft match should be rejected.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: these PRs target different models, code paths, and features, so they are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the more self-contained and specific change set, with a clear model-classification feature addition and supporting code/tests/docs. It is not a duplicate of the TimesFM PR, just the stronger standalone PR in this cluster.", + "best_pr_reason": "Neither PR is a good global canonical choice for the cluster because the cluster is not a true duplicate set; the PRs are unrelated feature additions.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different tasks, and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification. They are not the same underlying change and should not be merged as duplicates." + "reason": "Different model families and unrelated feature work (TimesFM covariates vs DINOv3 image classification); no shared underlying bug or mergeable code-path fix." } ] }, @@ -19939,7 +15471,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -19952,12 +15484,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e0358ba1d19df304f352eb5529a44a95de7ae716cdcf1b6c565e9fec499a5c43", + "prepared_review_unit_hash": "4fb64066e5fbd67b187b64e001667e88d82763861dbbaa9f67ee4ed449c93aba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19965,7 +15497,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19973,22 +15505,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different workflow subsets. They are related maintenance, not the same underlying fix/change.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the cleaner canonical representative: it has a clearer, single purpose\u2014updating workflow actions for Node 24 compatibility across many files.", - "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best standalone PR in the cluster because its intent is more explicit and it covers the broader workflow-action compatibility update.", - "soft_edge_verdicts": [ - { - "left": "pull_request:42975", - "right": "pull_request:42976", - "accept": false, - "reason": "Do not merge: 42975 upgrades core workflow actions like checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and a few other workflow actions. They touch overlapping workflow files but fix different dependency upgrades and are not the same concrete change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -20026,82 +15543,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "b51af974b91ce1dbdfa2a6b0329c972665671169b8c14a9ac3541cbe5378a61e", + "prepared_review_unit_hash": "87cceb56a046e5f73b8df753783e51d7463cafd112beb36639866161a9c0b684", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 20308, - "estimated_input_tokens": 5077, - "estimated_eval_tokens": 10410 + "serialized_chars": 20759, + "estimated_input_tokens": 5190, + "estimated_eval_tokens": 10636 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 20308, - "estimated_input_tokens": 5077, - "estimated_eval_tokens": 10410 + "serialized_chars": 20759, + "estimated_input_tokens": 5190, + "estimated_eval_tokens": 10636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: it contains several unrelated model-addition PRs that only share generic boilerplate (docs/auto mappings). The only near-match is the Step3p7 Flash pair, but the WIP mini-model/script PR is support material, not the same change as the model integration PR.", - "confidence": 0.97, + "summary": "Mostly a set of unrelated model-addition PRs. The only plausible duplicate pair is the two Step 3.7 Flash PRs, which both appear to implement the same model support despite one being a WIP/mini-model variant.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46562 is the most central substantive change in the only near-overlap: it is the actual Step3p7 Flash model implementation with docs/tests, whereas the other PRs are separate model additions and pull_request:46658 is just a mini-model/debug/script bundle.", + "canonical_pr_reason": "PR 46562 is the cleaner canonical representative for the Step 3.7 Flash work: it has the clearer final model title, the main library integration, and a focused tests/docs footprint.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46562 is the best representative PR for this cluster because it contains a complete concrete code-path change; the rest are different models or ancillary assets and should not be merged together as duplicates.", + "best_pr_reason": "PR 46562 is the best overall representative because it is the most self-contained, fully-scoped model addition among the cluster and is the most likely target for deduplication against the later WIP variant.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo). Shared docs and auto-registration files are generic model-onboarding boilerplate, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo). They share template files only, not the same underlying feature or code path." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2). Overlap is only in shared framework registration/docs, which is too broad to treat as a duplicate PR." + "reason": "Different model additions (ViT NEPA vs Molmo2). Same broad pattern, but not the same model or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models (ViT NEPA vs CTSM). They touch common onboarding files, but they implement unrelated model additions." + "reason": "Unrelated model additions (ViT NEPA vs CTSM). No shared concrete bug/change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model integrations with different files, configs, and tests; same naming family is not enough to merge them." + "reason": "Molmo and Molmo2 are distinct model families/versions; this is not a duplicate implementation of one concrete feature." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared docs/auto files are standard repo plumbing, not duplicate evidence." + "reason": "Molmo vs CTSM are unrelated additions; shared docs/auto-registration files are not enough to make them duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model families and code paths; the overlap is only in generic registration/configuration files." + "reason": "Molmo2 and CTSM are different model integrations with different code paths and tests." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 Flash are different models; similar broad model-addition structure does not indicate the same bug or change." + "reason": "CTSM and Step 3.7 Flash are unrelated model additions; they only overlap on registry/docs plumbing." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": false, - "reason": "Both mention Step 3.7 Flash, but pull_request:46562 is the actual model integration while pull_request:46658 adds a mini model plus scripts/debug assets; they are not the same concrete change and would not plausibly be one PR." + "accept": true, + "reason": "Both PRs target Step 3.7 Flash support and appear to implement the same model integration, with the later PR looking like a WIP/alternate packaging of the same feature." } ] }, @@ -20118,7 +15635,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -20150,121 +15667,28 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "76836826012d67fa074b38d3e13e125dd54c618b34be40d861123f894139890a", + "prepared_review_unit_hash": "2f426aefd7cf8ac5705dd88a7b482f2bbc3d59169bb05f0155424e9ded77e3e2", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23159, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23159, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated PRs for Whisper tokenization/tests, tie_weights backward-compatibility, FP8 dequantization, doctest cleanup, generation watermarking validation, CI/runtime setup, and typo fixes. None of the soft edges look like the same underlying bug or change, so this is not a duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items target different subsystems and code paths, with only superficial \"fix\"/cleanup similarity.", - "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication: none of these PRs is a plausible merged-into-one representative for the others.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43291", - "right": "pull_request:43665", - "accept": false, - "reason": "Both touch tests, but they are for different models/code paths (Whisper tokenization vs CLIP/ViT test edits)." - }, - { - "left": "pull_request:43291", - "right": "pull_request:44815", - "accept": false, - "reason": "Whisper decoding/test changes are unrelated to the FP8 dequant/loading fix." - }, - { - "left": "pull_request:43291", - "right": "pull_request:46380", - "accept": false, - "reason": "Whisper tokenizer logic and generation watermarking validation are different bugs in different subsystems." - }, - { - "left": "pull_request:43498", - "right": "pull_request:46579", - "accept": false, - "reason": "Tie-weights backward compatibility is unrelated to generic typo cleanup across many files." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46539", - "accept": false, - "reason": "Synthetic test assertion edits in model tests are unrelated to Phimoe CI memory-limit/setup changes." - }, - { - "left": "pull_request:43665", - "right": "pull_request:44815", - "accept": false, - "reason": "These are different fixes: test-file edits versus FP8/model-loading behavior." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46380", - "accept": false, - "reason": "Only broad test-related similarity; one is test noise, the other is a generation config bug fix." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46579", - "accept": false, - "reason": "Model test edits do not match a codebase-wide typo cleanup." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46539", - "accept": false, - "reason": "FP8 dequantization logic and Phimoe integration CI changes do not share the same underlying bug." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46380", - "accept": false, - "reason": "Different concrete problems: FP8 padding/dequant versus watermarking config validation." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46579", - "accept": false, - "reason": "Shared filenames are incidental; the actual changes address unrelated code cleanup vs FP8/model-loading behavior." - }, - { - "left": "pull_request:45114", - "right": "pull_request:46579", - "accept": false, - "reason": "Doctest formatting fixes are unrelated to generic typo cleanup in code files." - }, - { - "left": "pull_request:46380", - "right": "pull_request:46539", - "accept": false, - "reason": "Generation watermarking validation is unrelated to Phimoe integration test CI/environment fixes." - }, - { - "left": "pull_request:46380", - "right": "pull_request:46579", - "accept": false, - "reason": "A validation fix in generation config is not the same change as broad typo corrections." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -20278,7 +15702,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -20291,12 +15715,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "f9c7c721b4328687472aacf50de261a9f55741a1aaa9c935edfbf2308bc7f62b", + "prepared_review_unit_hash": "9996529e7f254958d023adbf5a073cc3668f42065b6cf1c8af1ca022e5a42302", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20304,7 +15728,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20312,22 +15736,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a setup/version/dependency bot-check change, while the other is a CI/workflow and testing utility change. They only share a test file and broadly related repo context, not the same underlying fix.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it is the broader, more substantive repository-change PR; #43488 is a narrow bot-format check focused on setup/version metadata.", - "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the most suitable representative among the PRs, but only as a loose cluster anchor, not as a duplicate target; it changes CI/workflow behavior and related testing utilities rather than the same concrete code-path as #43488.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43488", - "right": "pull_request:43532", - "accept": false, - "reason": "Different changes: #43488 alters setup/version/dependency metadata for a bot-format check, while #43532 rewires CI/workflow jobs and testing utilities. Shared test-file touchpoint is incidental, not the same underlying bug or fix." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -20341,7 +15750,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -20354,12 +15763,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c12590a45f886b39a2937557609572271bf846c9325b9520f5e09e7b7b239d8d", + "prepared_review_unit_hash": "a02f8ce16d441cd4abefa4b118c94efdec3a835c247d7e41c35a6bf6a727f64b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20367,30 +15776,15 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share repository scaffolding and documentation patterns, but they target different features and model integrations, so they are not duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the stronger standalone candidate: it adds the visual segmentation pipeline with broader model/test coverage and a more complete implementation footprint. PR #43612 is a separate concept-segmentation feature, not the same change.", - "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best representative of the cluster because it is the more fully scoped pipeline addition and appears more production-ready on its own.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43612", - "right": "pull_request:43613", - "accept": false, - "reason": "Different underlying features. One adds Promptable Concept Segmentation, the other Promptable Visual Segmentation; they touch shared docs and pipeline registration, but the implementation targets and model/test files differ, so they should not be merged as duplicates." - } - ] - }, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -20417,7 +15811,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "14d039ea58d99dae80e8813aac965ddebad09b562a7d35f8121de09338f0aa57", + "prepared_review_unit_hash": "c7f2cac2afcef5e0ca373aabad43bfd7cb2d8c1a513b8d73957ab52e9e3b5860", "component_budget": { "node_count": 2, "item_count": 2, @@ -20439,18 +15833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Trainer PRs touch the same file but fix different Trainer behaviors: gradient-accumulation loss scaling vs. input signature/column filtering. They are not duplicates.", - "confidence": 0.97, + "summary": "Two open PRs touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They share a file and a customization theme, but not the same underlying bug or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; between the two PRs, #43651 is the more self-contained behavior change and a slightly better representative of the cluster.", + "canonical_pr_reason": "PR #43651 is the more concrete representative change: it introduces `_loss_is_scaled_for_ga` and alters `training_step` loss normalization behavior for custom trainers.", "best_issue_reason": null, - "best_pr_reason": "#43651 is the stronger representative because it introduces a focused trainer behavior change in the training step, whereas #43663 is a separate refactor/override point for signature-column filtering.", + "best_pr_reason": "PR #43651 is the stronger cluster representative because it makes a focused, user-facing trainer behavior change with a clear code-path impact; #43663 is a separate refactor/API hook for column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying code paths and goals: #43651 changes loss normalization during training, while #43663 adds a helper for signature-based column filtering. They do not appear to fix the same bug or be mergeable as one PR." + "reason": "Both are trainer extensibility changes, but they target different code paths and problems: one is about gradient accumulation loss scaling, the other about model signature/column filtering. They would not naturally be merged as one PR." } ] }, @@ -20480,12 +15874,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "8779d23c85ff12a4aa208a41b5d1ab751369c4cc89be9bfa956a5e2192be2878", + "prepared_review_unit_hash": "c562aba0fece53118775ec68737d04d754b3833bfcf64b37aaf6254122ff1278", "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 }, @@ -20493,7 +15887,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20502,25 +15896,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the same CLI module and both deal with annotation-related NameErrors, but they fix different failure modes: one is about forward-reference typing in `serve.py`, the other is about `TypeAdapter` being unavailable when `pydantic` is missing. They are related, but not the same underlying bug.", - "confidence": 0.92, + "summary": "Both PRs patch `src/transformers/cli/serve.py` around the same `TypeAdapter` annotation/runtime NameError in the CLI server, with slightly different implementation styles. They look like duplicate fixes for the same bug.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific and concrete fix: it explicitly targets the `TypeAdapter` NameError when `pydantic` is not installed and makes the annotation safe at runtime. It has a clear issue link and a narrowly scoped change.", + "canonical_pr_reason": "PR #43842 is the more focused fix for the exact `TypeAdapter` NameError case (especially when pydantic is unavailable) and makes the smallest targeted change.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it addresses a clearly stated runtime bug with an explicit target issue and a focused patch in the affected code path.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it directly addresses the reported NameError with minimal scope, while PR #43656 includes broader annotation cleanup beyond the core bug.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Related but not duplicate: 43656 changes future-annotation handling and local model/processor type hints, while 43842 fixes `TypeAdapter` access when `pydantic` is absent. They address different NameError sources and would not naturally be merged as one bug fix." + "accept": true, + "reason": "Both PRs target the same underlying `TypeAdapter` NameError in `serve.py` and differ mainly in how they avoid runtime annotation evaluation; they could plausibly be merged into one fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded: both PRs touch `src/transformers/cli/serve.py` and both appear aimed at the same `TypeAdapter`/annotation `NameError` class of bug. The soft pair acceptance is conservative enough given the titles and diffs, and the PRs look mergeable into a single fix, though PR #43656 is broader than the minimal TypeAdapter-only change." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20660,11 +16057,11 @@ "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", - "pull_request:44018|pull_request:44071", "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", - "pull_request:44017|pull_request:44073", "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", @@ -20690,8 +16087,8 @@ "pull_request:44010|pull_request:44073", "pull_request:44018|pull_request:44129", "pull_request:43997|pull_request:44074", - "pull_request:43997|pull_request:44129", "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", @@ -20705,383 +16102,638 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "4356ea22d971a2dafecb4a0de8628b1638539cf48dda1db9fa8df759cf17a76d", + "prepared_review_unit_hash": "e85a62eb927e67fe6d94f9014e0ca5728fbec11711a512cd92515105c495350d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84884, + "estimated_input_tokens": 21221, + "estimated_eval_tokens": 42698 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75090, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75079, + "estimated_input_tokens": 18770, + "estimated_eval_tokens": 37796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent model-specific output-tracing refactors under the same umbrella issue (#43979), not one duplicate bug/change. The only strong duplicate-looking edges are within the GPT-Neo pair and the GPT-J/CodeGen pair(s).", - "confidence": 0.91, + "summary": "This cluster is mostly a family of model-specific refactors to standardized output tracing around umbrella issue #43979, not one single bug fix. The only strong duplicate-like pairs are within the same model/code path (notably GPT-J/CodeGen, ResNet, GPT-Neo, and Flaubert).", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the clearest representative of the shared output-tracing refactor theme: it has an explicit issue link, touches the core GPT-J/CodeGen path, and shows the standardized decorator-based migration pattern. The other PRs are mostly separate model ports rather than duplicates of one another.", + "canonical_pr_reason": "PR 44066 is the clearest cluster anchor: it has the explicit issue link, touches the core GPT-J/CodeGen output-tracing path, and is a concrete implementation of the shared refactor rather than a loose sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best overall cluster representative because it most clearly captures the umbrella refactor pattern while still being concrete and issue-linked; most other PRs are narrower, model-specific variants.", + "best_pr_reason": "PR 44066 is the best representative for this cluster because it is substantial, explicitly tied to the umbrella issue, and most centrally reflects the shared standardized output-tracing change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (FNet/CVT vs GPT-J); same umbrella theme is not enough for duplicate PR triage." + "reason": "Different model code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough to treat these as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models (FNet/CVT vs DeBERTa-v2); both are output-tracing refactors, but not the same underlying change." + "reason": "Different model families and different files; both are output-tracing refactors, but not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor family on the same code path, with overlapping decorator migration and shared file-level changes." + "reason": "Both target GPT-J output tracing in the same file and overlap on the same concrete refactor; the CodeGen addition in 44066 still fits the same underlying change set." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different architectures and refactors (ResNet/RT-DETR/RegNet vs EfficientNet); broad standardized-output work is too generic to merge as duplicates." + "reason": "Both are standardized output-tracing work, but they affect different model implementations with different code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models (EfficientNet vs GPT-J/CodeGen); same issue tag does not make these the same concrete change." + "reason": "EfficientNet and GPT-J are unrelated code paths; shared output-tracing pattern does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing are separate model-specific refactors." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated model implementations; same refactor pattern only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated code paths; only the refactor pattern is shared." + "reason": "MobileNetV2 and DeBERTa-v2 are different code paths, so these are not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are different model implementations and not the same bug/change." + "reason": "GPT-J/CodeGen vs MGP-STR are different underlying model paths; similar output-capture migration is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are distinct model refactors; same decorator transition is too broad to duplicate." + "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model/file and appear to be the same standardized-refactor change." + "reason": "Both are GPT-Neo output-tracing refactors in the same model/file and look like alternate implementations of the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths; no duplicate concrete change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); shared issue target is not enough to merge as duplicates." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model code paths, despite similar refactor goals." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output-tracing refactor is unrelated to GPT-J/CodeGen." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths; same umbrella issue is not enough." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model implementations, so these are not the same underlying change." + "reason": "ResNet and GPT-J are different model implementations, so these are not duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths and model families." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44019", - "accept": false, - "reason": "Both are output-tracing refactors, but GPT-Neo and ResNet are different concrete changes." + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same standardized output-tracing refactor; these plausibly collapse into one PR." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same general migration style, but not the same bug or patch." + "reason": "ResNet and MPT are different architectures and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo is unrelated to Flaubert; shared refactor theme does not make them duplicates." + "reason": "GPT-Neo and Flaubert are different model implementations; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen are separate code paths; similar refactor theme only." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different concrete code paths." + "reason": "GPT-Neo and Flaubert are unrelated model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + "reason": "MPT and GPT-J/CodeGen are different code paths, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same underlying code path, and 44722\u2019s broader scope still includes the same concrete GPT-J change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated underlying changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model paths; same refactor style only." }, { "left": "pull_request:44018", - "right": "pull_request:44085", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model implementations, so these are not duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are separate implementations; same output-tracing theme is too broad." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44074", + "accept": false, + "reason": "ResNet and TextNet are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different underlying changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model families and code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated underlying changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different underlying changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated underlying changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44129", + "accept": false, + "reason": "MPNet and SpeechT5 are different underlying code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both include the same GPT-J/CodeGen output-tracing refactor; 44722 looks like a broader rework of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44007", + "accept": false, + "reason": "GPT-J/CodeGen and ResNet/RegNet/RT-DETR ResNet are unrelated model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different underlying changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-Neo and GPT-J are different model refactors, despite both using the same output-tracing pattern." + "reason": "DeBERTa-v2 and VITS are unrelated model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying change." + "left": "pull_request:44007", + "right": "pull_request:44019", + "accept": true, + "reason": "Both touch the ResNet output-tracing refactor in the same code path; 44007 is the broader variant and 44019 is the ResNet-only overlap." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are distinct code paths." + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both affect Flaubert\u2019s attention/output tracing in the same file, so they plausibly merge into one change." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are unrelated models; no shared concrete fix." + "reason": "VisualBert and Flaubert/XLM are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and MGP-STR are different models, so these are not duplicates." + "reason": "VisualBert and LongT5 are unrelated underlying changes." }, { - "left": "pull_request:44085", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "GPT-2 and MGP-STR are different model implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44019", + "right": "pull_request:44161", "accept": false, - "reason": "ViLT vs Flaubert/XLM are different model families and changes." + "reason": "ResNet and LongT5 are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and MPT are different model-specific output-tracing refactors." + "reason": "MPT and ImageGPT are unrelated model paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and MPT are separate model implementations." + "reason": "TextNet and Flaubert/XLM are different underlying changes." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet vs Flaubert/XLM are unrelated model refactors." + "reason": "MPNet and Segformer are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo and GPT-2 are different code paths, so not the same change." + "reason": "SqueezeBert and GPT-Neo are different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-2 and GPT-Neo are distinct model refactors." + "reason": "SqueezeBert and DeBERTa-v2 are different code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44098", "accept": false, - "reason": "Flaubert/XLM vs LongT5 are unrelated model-specific refactors." + "reason": "TextNet and ViLT are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44098", "accept": false, - "reason": "RegNet and Segformer are different architectures; same standardized-output theme is too broad." + "reason": "Segformer and ViLT are different underlying changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "RegNet and MPNet are unrelated model refactors." + "reason": "CVT/FNet and ResNet/RegNet/RT-DETR ResNet are different model code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "MPT vs ImageGPT are different model families and code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "TextNet and Flaubert/XLM are different concrete changes." + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model-specific patches." + "reason": "Segformer and LongT5 are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44098", + "right": "pull_request:44154", "accept": false, - "reason": "RegNet and GPT-Neo are different model implementations." + "reason": "ViLT and VITS are unrelated model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44098", "accept": false, - "reason": "SqueezeBert and MPT are unrelated code paths." + "reason": "VisualBert and ViLT are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44013", + "right": "pull_request:44072", "accept": false, - "reason": "SqueezeBert and VisualBert are different models; not the same concrete bug." + "reason": "MobileNetV2 and EfficientNet are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44007", + "right": "pull_request:44072", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated refactors." + "reason": "ResNet/RegNet/RT-DETR ResNet and EfficientNet are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "Segformer and VisualBert are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated code paths." + "reason": "ViLT and Flaubert/XLM are different model code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "MPT and SpeechT5 are separate model-specific changes." + "reason": "MGP-STR and GPT-J/CodeGen are different underlying changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44019", + "right": "pull_request:44722", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated models." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "FNet/CVT and Segformer are different architectures." + "reason": "GPT-2 and GPT-Neo are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are unrelated code paths." + "reason": "Segformer and VisualBert are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different model-specific refactors." + "reason": "RegNet and Segformer are different model families." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same files and same underlying migration." + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:44017", "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same model/file, with the same standardized decorator migration." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "Segformer and GPT-J/CodeGen are unrelated model changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44098", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and ResNet/RT-DETR/RegNet are different model families." + "reason": "ViLT and LongT5 are different model implementations." }, { "left": "pull_request:43996", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated concrete changes." + "reason": "CVT/FNet and LongT5 are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different model-specific refactors." + "reason": "SqueezeBert and MPT are unrelated model changes." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and ViTS are unrelated model code paths." + "reason": "DeBERTa-v2 and TextNet are different model implementations." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it treats the cluster as mostly model-specific output-tracing refactors under the shared umbrella issue, and it only calls out duplicate-like edges where the same model/file is involved (GPT-Neo, GPT-J/CodeGen). The false-vs-true soft-edge verdicts are generally conservative and do not overstate cross-model similarity." - }, + "evaluator_result": null, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -21094,7 +16746,7 @@ "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -21118,73 +16770,28 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "83677dbdca63af4822d45b4020420db3ac0f94cf94d7ddc0bef5bbeaf7f3c53d", + "prepared_review_unit_hash": "4b74f920ab316f24a7a44ddd2ae674753dba716c99ac5b9274b5467e8c79f96d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84884, + "estimated_input_tokens": 21221, + "estimated_eval_tokens": 42698 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "All items are model-specific PRs in the same broad refactor wave toward standardized output tracing/capture_outputs, but they do not fix the same concrete bug or change the same code path. The cluster is best treated as related-by-theme, not duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the most representative anchor: it has an explicit issue target and a concrete output-tracing refactor in SpeechT5, making it the clearest single PR to stand for this cluster theme.", - "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone representative because it is tied to issue 43979 and has the most explicit problem framing; the others are similar refactors but on different models.", - "soft_edge_verdicts": [ - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and distinct forward paths, so they are not the same fix." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; this is the same refactor pattern, not one duplicate code-path change." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44073", - "accept": false, - "reason": "MPNet and VisualBert share output-tracing cleanup theme, but they are unrelated model-specific changes and would not be merged as one PR." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44074", - "accept": false, - "reason": "Same broad decorator/capture_outputs migration, but different models and code paths; not a single underlying bug or change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44010", - "accept": false, - "reason": "RegNet and SqueezeBert are separate model stacks; the PRs are similar refactors, not duplicates of the same fix." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44129", - "accept": false, - "reason": "SqueezeBert and SpeechT5 both adopt standardized output capture, but they address different model code paths and cannot plausibly be merged into one PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -21261,7 +16868,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "abcb4b2e2798401144f28fe2555c361dbe9291b4293758ad0b7031e813414cfb", + "prepared_review_unit_hash": "fc7322af7a896ff01554870c3d1810c3212ed704dcbd90ccb1108845092e4564", "component_budget": { "node_count": 13, "item_count": 13, @@ -21283,252 +16890,240 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates; they are separate model-specific PRs all doing the same broad output-tracing refactor pattern in different code paths. I would not merge any pair as the same change.", - "confidence": 0.96, + "summary": "This cluster is a set of model-specific output-tracing refactors, not duplicates of one underlying bug/change. They share a theme and some helper usage, but each PR targets a different model/code path and would not plausibly merge into a single concrete fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative among the set because it is a broader, clearly scoped output-tracing refactor across two related depth-anything files; there is no single true canonical PR for the whole cluster.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster\u2019s theme: it updates a closely related Mamba-family code path and adds the core tracing hooks (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) that the other PRs are varying on model-by-model.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest representative candidate: it is self-contained, touches a cohesive model family, and follows the cluster\u2019s main decorator-based output-tracing pattern.", + "best_pr_reason": "PR 44003 is the best single representative PR because it is the most substantive output-tracing refactor in the set and shows the pattern in a multi-file, closely related code path.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`); not the same underlying change and not mergeable into one PR." + "reason": "Both are output-tracing refactors, but for different models (`timm_backbone` vs `upernet`) and different forward signatures/code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated models (`timm_backbone` vs `vision_text_dual_encoder`) with different forward signatures." + "reason": "Same high-level refactor theme, but `timm_backbone` and `vision_text_dual_encoder` are unrelated code paths with different APIs." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and different implementation details; shared refactor style is not enough to treat them as duplicates." + "reason": "Different models (`timm_backbone` vs `univnet`) and different output behavior changes; not one concrete bug or mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch separate model families (`timm_backbone` vs `mamba/falcon_mamba`) and are distinct code-path changes." + "reason": "One is `timm_backbone`, the other is Mamba-family tracing cleanup; similar helper usage but not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` output handling and `codegen` cache/output typing are separate code-path changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Both are output-tracing cleanups, but they are in different architectures (`timm_backbone` vs `rwkv`) and not the same fix." + "reason": "Different models and different tracing mechanics (`timm_backbone` vs `rwkv`), so not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; same refactor pattern, but not the same underlying bug/change." + "reason": "`mobilenet_v1` and `univnet` are separate models with different forward/output contracts." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and distinct forward/output handling changes; not plausibly one merged PR." + "reason": "Both are refactors, but one is MobileNetV1 and the other is UperNet; different concrete changes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "These are separate model-specific output-tracing refactors in different files and subsystems." + "reason": "`mobilenet_v1` and `depth_anything` are unrelated model implementations and not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated; no shared concrete code-path problem." + "reason": "MobileNetV1 output tracing vs vision-encoder-decoder wrapper changes are distinct code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same general refactor idea, but different encoder-decoder implementation and different change scope." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model families; similar refactor theme only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; these are not duplicates." + "reason": "`vision_text_dual_encoder` and `univnet` modify different forward methods and output types; not one change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward signatures; too broad a similarity to merge as one PR." + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`) with unrelated output-tracing code." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families (`vision_text_dual_encoder` vs `mamba/falcon_mamba`) with different output-capturing behavior." + "reason": "`vision_text_dual_encoder` wrapper refactor and Mamba-family tracing refactor are separate changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "The PRs touch unrelated code paths: multimodal encoder vs CodeGen attention/cache logic." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different model stacks and different concrete code paths." + "reason": "Different model families and different forward signatures; same broad pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated implementations; not the same bug or change." + "reason": "`univnet` and `upernet` are separate models, so this is not the same underlying fix." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and different output-capture integrations; not mergeable into a single PR." + "reason": "`univnet` output tracing and CodeGen cache/output refactor are distinct code-path changes." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "The refactor style matches, but the target models and call paths are different." + "reason": "Different models (`univnet` vs `depth_anything`) and different output typing/tracing changes." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated code paths; the shared output-tracing theme is too broad to be a duplicate." + "reason": "`upernet` and Mamba-family output tracing are separate model implementations with different fixes." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different refactor mechanics; not the same concrete fix." + "reason": "`upernet` semantic segmentation output refactor is unrelated to CodeGen's cache/output handling." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated; these are separate model-specific changes." + "reason": "Mamba-family tracing cleanup and SuperPoint output refactor do not target the same code path." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` are different code paths with different API changes, so they are not duplicates." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "`timm_backbone` and `codegen` change unrelated forward/output contracts; same refactor language, different underlying work." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "Separate models and separate output behavior; not the same underlying code-path problem." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "`upernet` and `codegen` are unrelated implementations, so they should not be merged as duplicates." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model families and different signatures; this is only thematic similarity." + "reason": "`falcon_mamba`/`mamba` tracing hooks and CodeGen forward-signature changes are different concrete changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different subsystems; not the same concrete change." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families and different output-refactor code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "These are separate encoder-decoder/depth model refactors, not one shared code-path fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate models; not a single mergeable bug fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and different output-capture implementations; not duplicates." + "reason": "`depth_anything` output tracing and `superpoint` output tracing are unrelated model-specific changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` have distinct internals and cannot be treated as one merged PR." + "reason": "`depth_anything` and `rwkv` implement different tracing/output mechanics in different models." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`depth_anything` vs `dpr`) and different output-return behavior; not the same change." + "reason": "`depth_anything` and `dpr` change different forward paths and output contracts." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated model implementations with no shared concrete bug." + "reason": "Vision encoder-decoder and speech encoder-decoder are parallel but distinct wrappers; not the same concrete change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different wrapper models and different API refactors; not a duplicate pair." + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`) and different output-tracing implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "These touch unrelated models and should not be collapsed together." + "reason": "`vision_encoder_decoder` wrapper refactor and `rwkv` tracing refactor are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are separate code paths; only the broad refactor theme is shared." + "reason": "`vision_encoder_decoder` and `dpr` are different model families with different forward/output behavior." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated and not the same underlying issue." + "reason": "Speech encoder-decoder wrapper changes and SuperPoint output tracing are different concrete implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and different output handling changes; not mergeable as one PR." + "reason": "`speech_encoder_decoder` and `rwkv` do not share the same code path or bug." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are distinct code paths, so this is not a duplicate." + "reason": "Different models and different output contracts; only the refactor theme is shared." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated models; same refactor style is not enough." + "reason": "`superpoint` and `rwkv` are unrelated model implementations with separate output logic." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different implementations and different forward/output semantics; not the same change." + "reason": "`superpoint` output refactor and `dpr` output refactor are different concrete changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model-specific changes with no shared concrete code path." + "reason": "`rwkv` and `dpr` are different models with different output-tracing concerns; not duplicates." } ] }, @@ -21558,7 +17153,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "cf2c20a68a5b137faad39befa23698943f80a84fcf037d6da05c529902dfa11c", + "prepared_review_unit_hash": "788316949a37fceb21aeb06360e465bd25c56e47c3fda82924f6c88a5f09e702", "component_budget": { "node_count": 2, "item_count": 2, @@ -21580,18 +17175,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are separate model-addition PRs for different architectures: PenguinVL and Voxtral TTS. They share Transformers boilerplate files, but the code paths, filenames, and targets are distinct, so they should not be clustered as duplicates.", + "summary": "The two PRs are both new model-support additions, but for different models and codepaths: PenguinVL vs Voxtral TTS. Their overlap is mostly boilerplate registry/docs/auto-mapping plumbing, not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44662 is the more canonical representative because it is a mature, heavily reviewed, non-draft implementation PR for a complete new model integration.", + "canonical_pr_reason": "PR 45401 is the better representative because it is explicitly tied to issue 45027 and is narrowly scoped to a single Voxtral TTS model addition.", "best_issue_reason": null, - "best_pr_reason": "PR #44662 is the strongest standalone PR in the set: it has substantially more review activity and a fuller implementation footprint, so it is the better representative even though it is not a duplicate of #45401.", + "best_pr_reason": "PR 45401 is the strongest standalone candidate in this cluster due to its explicit tracking issue and focused feature scope, whereas 44662 is a separate PenguinVL implementation with no shared underlying bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "These are different model integrations (PenguinVL vs Voxtral TTS) with different model directories, configs, processors, and tests. Shared auto-registration and docs boilerplate is not enough to treat them as the same underlying change." + "reason": "Different model integrations and different concrete functionality; shared files are generic auto-registry/docs plumbing, which is not enough to treat them as the same fix or merge into one PR." } ] }, @@ -21621,7 +17216,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "aaa7499296e442d078007fdc909efa5e857a0c46bb8e6df8d7bea4c3a034f6c8", + "prepared_review_unit_hash": "6010eda0fd37615618ab93abe9c10279c05ac509de2bda8c844d4a48ded955ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -21643,18 +17238,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are related to fusion, but they implement different layers of the feature: one introduces a generic Module Fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion wiring and usage. They are conceptually adjacent, not duplicates.", - "confidence": 0.92, + "summary": "These two PRs are related in theme (fusion), but they address different layers and different concrete changes: one introduces a generic Module Fusion API, while the other implements n-to-1 kernel fusion via KernelConfig and model-loading integration.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: PR #44979 adds the underlying Module Fusion API, while PR #45363 adds a separate KernelConfig-driven fusion integration path. They overlap in theme but are different deliverables.", + "canonical_pr_reason": "PR #45363 is the broader and more complete feature PR: it spans multiple integration points, includes an end-to-end example, and represents the more concrete user-facing kernel-fusion capability.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the better representative of the cluster because it is the more end-to-end, user-facing feature implementation, touching loading/integration code and including an example. PR #44979 is more of a lower-level API foundation.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it covers the more substantial end-user functionality and is easier to understand as the primary fusion implementation effort.", "soft_edge_verdicts": [ { - "left": "pull_request:44979", - "right": "pull_request:45363", + "left": "Module Fusion API", + "right": "n-to-1 kernel fusion via `KernelConfig`", "accept": false, - "reason": "Not the same concrete change: #44979 introduces a new generic module-fusion API and tests, while #45363 implements KernelConfig-based n-to-1 kernel fusion integration across model loading and utilities. Related, but not mergeable as one duplicate PR." + "reason": "They are thematically related but not the same underlying change. #44979 defines a generic module fusion abstraction, while #45363 wires a specific kernel-fusion path through KernelConfig/model loading. Different code paths, different scope, and not something that would naturally merge into one PR." } ] }, @@ -21671,7 +17266,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -21684,7 +17279,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "eb3ba161859ec2dd84e2525c04c840573238e671bcaac2436e4ec1dac6826a37", + "prepared_review_unit_hash": "f048161086ddea1abc206b1673bc65872431504012ac611236bb4a707cb54370", "component_budget": { "node_count": 2, "item_count": 2, @@ -21705,22 +17300,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file and targeting the same issue. They look like duplicate fixes for the same underlying bug; `45317` is the stronger PR because it includes tests.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:45317` is the better canonical PR: it fixes the same code path as `45086` but also adds test coverage and appears to be the more complete treatment of the bug.", - "best_issue_reason": null, - "best_pr_reason": "`pull_request:45317` is the best overall PR choice because it addresses the same concrete AttributeError and includes validation via tests, making it the most suitable representative fix.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45086", - "right": "pull_request:45317", - "accept": true, - "reason": "Same underlying bug and same fix in the same tokenizer code path; the second PR is essentially a more complete version of the first." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -21734,7 +17314,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -21751,55 +17331,28 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "1a42cdc71c27141ca0eed215963803f524aff935582de3c63d02dd6e74ebfed2", - "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 13471, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 - }, - "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 13471, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The cluster is heterogeneous: one NemotronH refactor PR, one NemotronH dense/sparse architecture/docs PR, and two separate ASR streaming feature PRs for different Nemotron variants. None of the soft pairs look like the same concrete change, so all duplicate links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items cover distinct changes (NemotronH refactor, NemotronH dense/sparse split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming) rather than one duplicate fix or feature.", - "best_issue_reason": null, - "best_pr_reason": "PR 46332 is the most self-contained, broad feature PR in the cluster, but it is still distinct from the others; it is the closest thing to a representative standalone change.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45115", - "right": "pull_request:45569", - "accept": false, - "reason": "Related NemotronH work, but not the same change: 45115 is a refactor/inheritance and conversion-mapping cleanup, while 45569 adds the dense/sparse split, docs, and broader model plumbing." - }, - { - "left": "pull_request:45569", - "right": "pull_request:46565", - "accept": false, - "reason": "Different model families and code paths: 45569 is NemotronH architecture/refactor work, while 46565 adds Nemotron 3.5 ASR streaming." - }, - { - "left": "pull_request:46332", - "right": "pull_request:46565", - "accept": false, - "reason": "Both are ASR streaming features, but for different concrete models (Nemotron ASR vs Nemotron 3.5 ASR) with overlapping infrastructure rather than the same underlying bug/change." - } - ] + "prepared_review_unit_hash": "3b1fc6b83d8cbaf7d44654b2f69a0d3d7d6e2999d335e8e61b85aef055800e40", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13757, + "estimated_input_tokens": 3440, + "estimated_eval_tokens": 7136 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13757, + "estimated_input_tokens": 3440, + "estimated_eval_tokens": 7136 }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -21813,7 +17366,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -21826,7 +17379,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d9781ea5705a6e32105acf04c26c2c6f18292e9162c2081cda3a9b3cc295e5f3", + "prepared_review_unit_hash": "85dae0892366c9211f62b48cdaccae5bafed1dfd4f2acef5613db27c25177cb2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21847,22 +17400,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both PRs are part of the same heterogeneous-modeling effort, but they are not the same change: #45333 is config-only foundation work, while #45332 is a much broader modeling/cache/masking implementation. Shared files reflect common infrastructure, not a single duplicate fix.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "#45333 is the more focused PR and best represents the shared per-layer configuration work; #45332 is a larger umbrella change that builds on that foundation with additional modeling behavior.", - "best_issue_reason": null, - "best_pr_reason": "#45333 is the best representative for the cluster because it is the narrower, cleaner config-support change, whereas #45332 spans extra code paths beyond the shared configuration layer.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45332", - "right": "pull_request:45333", - "accept": false, - "reason": "Reject: they overlap on heterogeneous-config infrastructure, but #45332 adds broader model/cache/masking changes and is not the same concrete code-path fix as the config-only #45333. They would not be merged as one duplicate PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -21889,12 +17427,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "02b0e53f0813d936c310d1e527f7d511f333f361248c9d6d115b99cd5b185ab4", + "prepared_review_unit_hash": "c2b1fa93a19118391ece39e085c70533c80a41324036e8046e0703c9b4e2ce0d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21902,7 +17440,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21911,18 +17449,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related and overlap in a few files, but they address different changes: PR 45415 is a broad repository-wide type-checking sweep with config/ignore adjustments, while PR 45425 adds specific typing protocols and compatibility shims for model utilities. They do not look like the same underlying bug or change.", - "confidence": 0.91, + "summary": "These are related typing-focused PRs, but they are not duplicates: one is a broad type-checking rollout across many files, while the other is a narrower typing compatibility cleanup centered on modeling_utils/peft-related protocols.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better representative artifact because it is a concrete, narrowly scoped typing fix with specific code-level compatibility changes, rather than a broad type-checking cleanup pass.", + "canonical_pr_reason": "PR 45415 is the better canonical PR because it is the broader umbrella change: it adds type-checking configuration and updates many transformers modules in one sweep. PR 45425 is a narrower typing refactor with a different scope and purpose.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the most useful standalone PR in the cluster: it has a clear technical goal, focused implementation, and is easier to understand as a single change set.", + "best_pr_reason": "PR 45415 best represents the cluster because it is the most comprehensive repository-wide typing effort and is more likely to be the central tracking PR for this work.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are incidental; 45415 is a broad type-checking enablement/ignore update, while 45425 adds specific typing protocols and compatibility helpers. They are not the same concrete fix and would not naturally merge into one PR." + "reason": "Do not merge: they share a typing theme and a few filenames, but they address different underlying changes. 45415 is a broad type-checking pass plus pyproject ignore changes across many modules; 45425 adds typing protocols/aliases and targeted fixes for specific integrations. They are not the same concrete bug or change and would not plausibly be merged into one PR." } ] }, @@ -21939,7 +17477,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -21952,7 +17490,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "f77adfa46a4f3839b175af507a62f86460ade023c5bed60aa03ce5b9099271f4", + "prepared_review_unit_hash": "4a92a36fa5615eda43109c55b73baca6c38f213271a863a4aa7e327f5cff9f66", "component_budget": { "node_count": 2, "item_count": 2, @@ -21973,22 +17511,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These PRs are only superficially similar: both mention cached multi-token forward paths, but they target different model families and different concrete bugs. #45513 fixes Qwen3.5/Olmo hybrid linear-attention caching behavior, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two PRs address different code paths in different model implementations, so they are not duplicates of the same fix.", - "best_issue_reason": null, - "best_pr_reason": "#45513 is the broader representative of the cached multi-token forward bug class because it spans several related model variants and includes direct test coverage, but it still should not be merged with #46084 as a duplicate.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45513", - "right": "pull_request:46084", - "accept": false, - "reason": "Reject: they touch different architectures and fix different failure modes; the overlap is only at the high level of cached seq_len>1 inference." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -22015,7 +17538,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "90dfe60dd2ec0085a9e7898353351a567d23e348be05be7db201a305b4b2b6a5", + "prepared_review_unit_hash": "1de44d53b782acf2a0ee7633d73a34665a9bac35ef2f74a92a57e71f9031bb13", "component_budget": { "node_count": 2, "item_count": 2, @@ -22037,18 +17560,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to expert-parallel loading, but they fix different bugs in different code paths: 45548 addresses serialization/loading of `distributed_config` and the `has_ep` check for DeepSpeed ZeRO-3/accelerate, while 45662 fixes FSDP2/rank-0 broadcast overwriting expert parameters after sharding. They are not duplicates.", - "confidence": 0.96, + "summary": "Both PRs touch expert-parallel loading, but they address different failure modes: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, while the other fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. They are related subsystem changes, not the same underlying bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs target different expert-parallel loading failures and should not be collapsed as the same change.", + "canonical_pr_reason": "PR 45548 is the cleaner canonical representative for the specific bug it targets: it has a narrower scope, directly adds `distributed_config` serialization handling and a `has_ep` helper for loading behavior, and its title matches the concrete EP + ZeRO-3/accelerate launch issue.", "best_issue_reason": null, - "best_pr_reason": "45662 is the more concrete self-contained fix for a specific corruption bug (rank-0 broadcast overwriting experts), but it is still distinct from 45548's serialization/loading fix.", + "best_pr_reason": "PR 45548 is the better standalone representative because it is more focused and self-contained. PR 45662 spans multiple files and a different code path (post-shard wrapping / MoE / FSDP2), so it is less suitable as a canonical example for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths: 45548 is about `distributed_config` serialization and `has_ep` for ZeRO-3/accelerate, while 45662 prevents post-shard expert tensors from being overwritten during FSDP2 loading. They are related, not duplicates." + "reason": "Reject: they share the broad expert-parallel loading area, but fix different concrete bugs. 45548 is about preserving EP config / enabling loading under DeepSpeed ZeRO-3; 45662 prevents expert tensors from being overwritten under FSDP2 via rank-0 broadcast. The code paths and mergeable changes are not the same." } ] }, @@ -22065,7 +17588,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -22078,12 +17601,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "2e5216b16e218040cf8dd58b78b50653a3ec9e971d035c167a69404252c866f6", + "prepared_review_unit_hash": "ae90077e4c97ff22cfee96c61d24cf094c3cd11f0dc58b8783e28d6dedf6e118", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22091,7 +17614,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22099,22 +17622,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both PRs address the same xdist collision problem around captured_info debug artifacts. PR 45639 fixes the output-file write path in testing_utils; PR 45645 includes that fix plus CI/workflow changes to read multiple per-worker files, making it the more complete implementation of the same change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45561 appears to be the shared underlying xdist-safe captured_info artifact problem referenced by both PRs.", - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe file-write fix and the necessary CI/workflow follow-up to consume multiple captured_info files.", - "best_issue_reason": "No standalone issue is present in the cluster; the shared target 45561 is the relevant tracking issue.", - "best_pr_reason": "PR 45645 is the best representative because it covers the full end-to-end fix, not just the writer-side change.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45639", - "right": "pull_request:45645", - "accept": true, - "reason": "Both PRs fix the same concrete captured_info/xdist collision bug in testing_utils, and 45645 is an extension of the same fix with CI log aggregation." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -22133,63 +17641,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45670-3", + "cluster_id": "cluster-45670-2", "nodes": [ "pull_request:45670", - "pull_request:46320", - "pull_request:46401" + "pull_request:46320" ], "soft_pairs": [ - "pull_request:45670|pull_request:46320", - "pull_request:45670|pull_request:46401", - "pull_request:46320|pull_request:46401" + "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "463fe5ab393f1cc3120a174248214125cff5e55fd390dcef745720e3a013b3ae", + "prepared_review_unit_hash": "722d2e0dbec782b3cbf5649c4e3cbb8c13b4d987cbb1caf3ed982204b43e957e", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7525, - "estimated_input_tokens": 1882, - "estimated_eval_tokens": 4020 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4375, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7525, - "estimated_input_tokens": 1882, - "estimated_eval_tokens": 4020 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4375, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate PRs: one auto-model registration tweak and two model-specific attn_implementation dispatch additions. The latter two are related at a high level but target different model families and code paths, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These two pull requests are not duplicates: one adds a model registry entry for GLM-ASR in AutoModel, while the other enables attn_implementation dispatch for RecurrentGemma with code, docs, and tests. They address different models and different code paths.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate canonical PR: 45670 is unrelated, and 46320/46401 are distinct model-specific dispatch implementations rather than the same concrete change.", + "canonical_pr_reason": "PR 46320 is the better canonical PR because it is a concrete implementation change with a clear bug/feature scope: enabling attention-implementation dispatch for RecurrentGemma across model code and tests.", "best_issue_reason": null, - "best_pr_reason": "46401 is the broadest/most complete of the attn-dispatch PRs, but it is still not a duplicate of 46320; it best represents its own change set rather than a cluster canonical.", + "best_pr_reason": "PR 46320 is the strongest representative of the cluster since it has the more substantive, self-contained code-path change; PR 45670 is a separate AutoModel registry tweak for a different model.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Unrelated changes: 45670 only updates AutoModel registration for glmasr/dia, while 46320 adds attn_implementation dispatch for RecurrentGemma in model code, docs, and tests." - }, - { - "left": "pull_request:45670", - "right": "pull_request:46401", - "accept": false, - "reason": "Unrelated changes: 45670 is an AutoModel mapping tweak, while 46401 adds attn_implementation dispatch for BLIP-2/InstructBLIP/InstructBLIPVideo plus docs/tests." - }, - { - "left": "pull_request:46320", - "right": "pull_request:46401", - "accept": false, - "reason": "Both are attn_implementation feature work, but they fix different model families with different code paths; they could not plausibly be merged into one duplicate PR." + "reason": "Different underlying changes: 45670 registers glmasr in AutoModel mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. They do not fix the same bug and would not plausibly merge into one PR." } ] }, @@ -22219,12 +17712,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "5900c32868f19603d2891623b9f0cb01b1e2c85f3fec422a621b8702a1a5f518", + "prepared_review_unit_hash": "ed3b51a10da32dee262b438aaf8458272df02d5e7beed2f672fa2b7732cca67c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7248, + "serialized_chars": 7247, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22232,7 +17725,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7248, + "serialized_chars": 7247, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22241,18 +17734,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both broad transformer model lint-rule changes, but they target different rules and different code paths: TRF003 tuple-return handling vs TRF018 model initialization cleanup. The overlap in model filenames looks incidental to the shared linter scope, not the same fix.", + "summary": "These are two unrelated linter-rule PRs: one updates forward signatures/return handling for TRF003, the other changes weight initialization behavior for TRF018. They overlap only by touching some of the same model files, not the same bug or change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement different lint rules and fix different underlying behaviors, so they are not duplicates.", + "canonical_pr_reason": "PR #45720 is the better representative because it is the earlier, more discussion-heavy PR and its scope is a coherent forward-method rule implementation across several models.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global representative for a duplicate cluster, but 45720 is slightly more representative of the shared-file overlap because it touches more of the same model forward methods; still, it should not be treated as the same change as 46259.", + "best_pr_reason": "PR #45720 is the strongest cluster representative: it has a clear single-purpose change set and broader evidence of being the primary rule implementation work.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different concrete code changes: one adjusts return-tuple handling in forwards, the other changes weight initialization logic. Shared model files alone are not enough to treat them as the same PR." + "reason": "Different lint rules and different code paths: TRF003 updates forward/return-dict handling, while TRF018 rewrites _init_weights initialization logic. Shared model filenames do not indicate the same underlying change." } ] }, @@ -22335,7 +17828,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -22348,12 +17841,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "e6a1df079b92efa81ef68892c2bca1504cc8cdd271d8fa6d29ee733fa318f303", + "prepared_review_unit_hash": "b96068604a7a92890c942f4db06c740c29eb47b7f25be5f0651e5cdd16926e2d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5083, + "serialized_chars": 5084, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22361,7 +17854,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5083, + "serialized_chars": 5084, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22369,22 +17862,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These two PRs are both test-related in a broad sense, but they target different changes: one is a noisy multi-file model/workflow update, the other is a focused ViT test migration. They do not look like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46100 is the better representative because it is a single, coherent test-migration change with tightly scoped test-file edits, whereas PR #45932 is a broad mixed-change PR touching workflow plumbing and multiple model files.", - "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the most self-contained and interpretable artifact in the set; #45932 appears to be a mixed-purpose or experimental PR and is not a good canonical anchor.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45932", - "right": "pull_request:46100", - "accept": false, - "reason": "Both mention tests, but they are not the same concrete change: #45932 is a broad model/workflow update, while #46100 is a focused ViT test migration. They could not plausibly be merged as one PR for the same bug or feature." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -22403,84 +17881,6 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46073-3", - "nodes": [ - "pull_request:46073", - "pull_request:46154", - "pull_request:46196" - ], - "soft_pairs": [ - "pull_request:46073|pull_request:46154", - "pull_request:46073|pull_request:46196", - "pull_request:46154|pull_request:46196" - ], - "prepared_review_unit_hash": "812777e820c55ba2c24a48095256e334cb4885dabf84e92d50ca19bfafe79d87", - "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 8400, - "estimated_input_tokens": 2100, - "estimated_eval_tokens": 4456 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 8400, - "estimated_input_tokens": 2100, - "estimated_eval_tokens": 4456 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Three model-specific PRs all add SDPA/attn_implementation dispatch support, but they target different concrete model code paths (CTRL, T5, and wav2vec2/audio family). They are thematically related, not true duplicates.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the best representative of the cluster because it is the broadest and most substantial implementation, spanning multiple audio model files and the main code-path changes for SDPA dispatch.", - "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest cluster exemplar: it covers the largest set of affected models and contains the most complete attn_implementation dispatch work, while the others are narrower model-specific variants.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46073", - "right": "pull_request:46154", - "accept": false, - "reason": "Both add attention-dispatch support, but for different model implementations (CTRL vs T5) with different code paths; this is a pattern match, not the same change." - }, - { - "left": "pull_request:46073", - "right": "pull_request:46196", - "accept": false, - "reason": "CTRL-specific dispatch support and wav2vec2/audio-family dispatch support are distinct model code paths and not plausibly one merged PR for the same bug/change." - }, - { - "left": "pull_request:46154", - "right": "pull_request:46196", - "accept": false, - "reason": "T5 and wav2vec2/audio-family SDPA dispatch patches target different architectures and different implementation details, so they are not duplicates." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 29, - "component_count": 36, - "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", @@ -22489,12 +17889,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "154028899b0b30f3ad9f821dd76ff7ebef7ac0a0a790eb65c74b04624304b270", + "prepared_review_unit_hash": "ed57aa7fedd7026658c6cda9043a749e8c5b1eb43940b2ce86ea019a7c2a35a9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5523, + "serialized_chars": 5522, "estimated_input_tokens": 1381, "estimated_eval_tokens": 3018 }, @@ -22502,7 +17902,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5523, + "serialized_chars": 5522, "estimated_input_tokens": 1381, "estimated_eval_tokens": 3018 }, @@ -22511,18 +17911,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed area, but they are not duplicates: one is a focused EP/Trainer integration, the other is a broad distributed-branch base sweep. Shared files look like overlap from a common branch, not the same concrete change.", - "confidence": 0.88, + "summary": "Two open PRs overlap in distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base PR touching many unrelated areas. The shared files are incidental overlap, not evidence of a duplicate change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more focused, concrete change: EP + Trainer integration with targeted edits in the distributed/tensor-parallel path and trainer/config plumbing.", + "canonical_pr_reason": "#46126 is the more specific, self-contained change with a clear feature goal (EP + Trainer integration). #46269 is too broad and looks like a branch-base integration PR rather than the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of a single actionable change. PR #46269 is too broad and spans many unrelated distributed subsystems, so it is not a good duplicate/merge target.", + "best_pr_reason": "#46126 is the best representative for this cluster because it has a narrow, well-defined scope and the shared distributed files appear to be part of that feature. #46269 is a large umbrella PR and is not a good canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the overlap is only in shared distributed files; #46126 is a specific EP/Trainer integration, while #46269 is a large distributed base PR touching many unrelated areas. They do not appear to fix the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "Reject: they overlap in a few distributed filenames, but the PRs are not the same underlying code change. #46126 implements EP/trainer integration, while #46269 is a broad distributed branch base spanning many unrelated modifications." } ] }, @@ -22535,7 +17935,7 @@ }, { "label": "pull_request", - "component_index": 30, + "component_index": 29, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22584,190 +17984,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "84bd9339541c09efceec87820aa81785499bb750413d45c8535023cecd1ea5cd", + "prepared_review_unit_hash": "25cfcb2c93fe6361064dc9ccb9a30bb4a5faf145b49d8c22048e19b67489e8b7", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23352, - "estimated_input_tokens": 5838, - "estimated_eval_tokens": 11932 + "serialized_chars": 23354, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23352, - "estimated_input_tokens": 5838, - "estimated_eval_tokens": 11932 + "serialized_chars": 23354, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs touching different YAML files. The only near-duplicate subgroup is the pr-ci-security-gate hardening work, where one pair (46554/46558) looks mergeable into a single PR; the reusable-workflow rewrite (46563) is a different change path.", - "confidence": 0.64, + "summary": "These are separate workflow-maintenance pull requests, not duplicate fixes. The soft links are driven by broad similarity (mostly \u201cchore: update .yml\u201d), but the actual diffs target different files and different changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best representative anchor because it makes the most substantive, concrete change to the pr-ci-security-gate workflow by adding actual security checks and checkout behavior, whereas the rest of the cluster is either unrelated workflow churn or smaller follow-up hardening.", + "canonical_pr_reason": "No single canonical PR: the items are unrelated workflow-only changes across different files and concerns, so there is no duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone representative of the only related subgroup in the cluster: it addresses the pr-ci-security-gate workflow with direct, code-path-level security checks and is broader than the nearby follow-up edits.", + "best_pr_reason": "No clear best PR for deduplication: none of these PRs appears to be the same concrete change as another, so no single PR should represent the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior: self-comment CI input handling vs PR security-gate hardening." + "reason": "Different workflow files and different changes; only broad CI/workflow similarity." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different behavior; only broad CI/workflow similarity, not the same underlying change." + "reason": "Unrelated workflow edits in different files; not the same fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI stdin handling is unrelated to the pr-ci-security-gate workflow rewrite." + "reason": "Different workflow content and purpose; similarity is only superficial." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "These touch different workflows and different scripts/variables; no shared concrete bug or change." + "reason": "Different workflow file and distinct behavior change; not a duplicate." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflow files and unrelated fixes: comment parsing vs SSH runner security/runtime tweaks." + "reason": "Separate workflow update in another file; no shared underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark trigger logic are unrelated workflow changes." + "reason": "Different workflows and different logic changes; not the same PR." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different intent; no same underlying bug." + "reason": "Different workflow file and unrelated fix; only same repo area." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner security/runtime changes do not match assign-reviewers checkout behavior." + "reason": "Separate workflow concerns; not the same concrete change." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problem domains; not the same concrete fix." + "reason": "Different workflow files and different fixes; similarity is only at the CI-workflow level." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different behavior; only broad CI maintenance overlap." + "reason": "Unrelated workflow changes in different files; not a duplicate change." }, { - "left": "pull_request:46501", - "right": "pull_request:46503", + "left": "pull_request:46432", + "right": "pull_request:46563", "accept": false, - "reason": "Anti-slop permissions cleanup and benchmark trigger support are unrelated changes." + "reason": "Different workflow and different purpose; no same underlying bug." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different fix targets; no common code-path issue." + "reason": "Both are workflow tweaks, but they change different jobs/files and fix different problems." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Distinct workflow updates with different behavior; not mergeable as one duplicate fix." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow updates in different files." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop workflow permissions and pr-ci-security-gate hardening are different changes." + "reason": "No shared concrete bug or code path; only broad workflow similarity." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change and benchmark workflow_dispatch support are unrelated." + "reason": "Different workflow logic in different files; not the same underlying change." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different behavior; no same underlying bug." + "reason": "Separate workflow maintenance changes; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers and pr-ci-security-gate affect different workflows and code paths." + "reason": "Different files and different CI concerns; not the same fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger logic and build-ci docker tag detection are unrelated changes." + "reason": "Same broad CI area, but different workflows and different behavior changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different functional changes." + "reason": "Different workflow files and unrelated edits; not a duplicate." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci docker image tagging and pr-ci-security-gate hardening are unrelated." + "reason": "Different workflow files and different fixes; similarity is only superficial." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different code paths; only generic YAML churn overlaps." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46558", - "accept": true, - "reason": "Same pr-ci-security-gate workflow hardening path; both changes target the fork-PR security gate and could plausibly be merged into one PR." + "reason": "Not the same concrete bug/change; different workflow files and goals." }, { - "left": "pull_request:46554", + "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "46554 adds local security checks, while 46563 switches to a reusable workflow and adds notes; different implementation paths." + "reason": "Different workflow files with unrelated changes." }, { - "left": "pull_request:46558", - "right": "pull_request:46563", + "left": "pull_request:46554", + "right": "pull_request:46558", "accept": false, - "reason": "Permission/approval tightening in the local workflow is not the same change as replacing it with a reusable workflow." + "reason": "Same file, but the diffs address different issues in the workflow and are not the same change." }, { - "left": "pull_request:46504", + "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci docker image workflow changes are unrelated to the pr-ci-security-gate workflow." + "reason": "Same file, but one changes security checks and the other changes reusable-workflow wiring/comments; not duplicates." }, { - "left": "pull_request:46432", + "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner workflow hardening is unrelated to the pr-ci-security-gate reusable-workflow migration." + "reason": "Same file, but distinct workflow concerns and different code paths; do not merge as duplicates." } ] }, @@ -22780,7 +18180,7 @@ }, { "label": "pull_request", - "component_index": 31, + "component_index": 30, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22797,7 +18197,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "ee22f6e2763b52b5469bfd8adb2b41320a7f392143f99a8b050f9d4dbafc9e34", + "prepared_review_unit_hash": "1ef5cf4049b4946d81ffcffc765fc51e40289bc95f19d95f0b28091ddaa06820", "component_budget": { "node_count": 2, "item_count": 2, @@ -22819,18 +18219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pull requests that both replace source-file opening with source inspection, but they apply to different code paths and problems: one in import_utils for resolving package resources, the other in modeling_utils for attention-implementation detection.", - "confidence": 0.88, + "summary": "These PRs share a broad theme of replacing brittle file-based source inspection, but they touch different code paths and fix different helper functions, so they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46152 is the cleaner canonical representative: it introduces a reusable source/file-resolution fix in import_utils, while 46207 is a separate function-specific change in modeling_utils.", + "canonical_pr_reason": "PR #46207 is the clearer standalone fix: it updates _can_set_attn_implementation in modeling_utils.py and adds tests, making it the most concrete representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the best single representative for the cluster because it is the broader, more self-contained source-reading fix and is not dependent on the unrelated modeling_utils change.", + "best_pr_reason": "PR #46207 is the best fit as a representative PR because it has a specific bug fix, a narrow scope, and accompanying tests; #46152 is a broader utility change in a different module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both PRs modernize source access, but they fix different concrete paths in different modules with different behavior changes. They are not the same underlying bug and would not plausibly merge into one PR as duplicates." + "reason": "Both avoid open()-based source access, but they change different modules and different implementation paths; they are related refactors, not the same underlying fix." } ] }, @@ -22843,7 +18243,7 @@ }, { "label": "pull_request", - "component_index": 32, + "component_index": 31, "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, @@ -22852,66 +18252,103 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46173-3", + "cluster_id": "cluster-46154-2", "nodes": [ - "pull_request:46173", - "pull_request:46436", - "pull_request:46474" + "pull_request:46154", + "pull_request:46196" ], "soft_pairs": [ - "pull_request:46436|pull_request:46474", - "pull_request:46173|pull_request:46474" + "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "dabde6cd411e1011f9e3eb17a6894b97d8023dc5b980ff3585b2e01529c14b91", + "prepared_review_unit_hash": "229891315f9ec9f30646e329a3faac76726c0c26ebdbfbee4c1c1d85738cf9c9", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PRs #46173 and #46474 are duplicates: both make the same StaticLayer.get_seq_length type-hint change in src/transformers/cache_utils.py for issue #45987. PR #46436 is separate, changing static cache max length handling in generation/utils.py.", - "confidence": 0.97, + "summary": "These PRs are related by theme (adding SDPA dispatch support), but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#46173 is the strongest canonical representative because it has the same cache_utils type-hint fix, an explicit link to issue #45987, and a clear, specific title.", + "canonical_pr_reason": "No canonical PR: the changes are parallel feature additions for different architectures (T5 vs wav2vec2/audio models), not the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "#46173 is the best representative of the duplicate pair: it directly targets the underlying StaticLayer.get_seq_length annotation fix and is explicitly tied to the tracking issue.", + "best_pr_reason": "PR 46196 is the better representative of the cluster theme because it is the broader audio-model rollout and has much heavier review activity, but it is still not a duplicate of 46154.", "soft_edge_verdicts": [ { - "left": "pull_request:46436", - "right": "pull_request:46474", + "left": "[T5] Support attn_implementation=sdpa dispatch", + "right": "[wav2vec2] Support attn_implementation=sdpa dispatch", "accept": false, - "reason": "Different changes and code paths: one adjusts static cache max_len selection in generation/utils.py, the other only changes a return type hint in cache_utils.py." - }, - { - "left": "pull_request:46173", - "right": "pull_request:46474", - "accept": true, - "reason": "Same underlying bug/change: both update StaticLayer.get_seq_length return type annotation in cache_utils.py, with identical intent and nearly identical diffs." + "reason": "Both are SDPA-dispatch feature PRs, but they modify different model implementations and are not the same concrete change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet. The 46173/46474 pair is supported by the shared issue target, same filename, and matching type-hint diff, while 46436 is clearly a different change in a different code path. The soft-edge verdicts are conservative enough, and I don\u2019t see overstatement beyond what the diffs support." + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 }, - "evaluator_used": true, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -22934,7 +18371,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "db1633bb030374040929897c0f2d071190f03fc5e089fd500803a2c5e4d621a1", + "prepared_review_unit_hash": "5d0bcf7a34d86b2c66c9981333744b82eb879db673f0f8af1080e50968717fac", "component_budget": { "node_count": 2, "item_count": 2, @@ -22956,18 +18393,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug (`-dist < right_window_size` vs `<=`), with 46546 appearing to be the fuller follow-up/superset change. The pair should be clustered together as duplicate fixes for the same underlying issue.", - "confidence": 0.97, + "summary": "Both PRs fix the same right-window boundary bug in Moonshine streaming; PR 46546 is the broader, more complete patch and is the better canonical choice.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR: it fixes the same boundary bug in Moonshine streaming, includes the related test update, and appears to be the more complete version of the change.", + "canonical_pr_reason": "PR 46546 is the more complete fix: it includes the Moonshine boundary correction, adds the related Gemma4 boundary fix, and includes a test, making it the best representative change.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative because it addresses the concrete bug in the target code path and adds tests; PR 46310 is the narrower earlier version of the same fix.", + "best_pr_reason": "PR 46546 is the strongest standalone PR because it covers the concrete boundary bug more comprehensively and is more likely to be the final merged form of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying Moonshine streaming right-window boundary bug in the same mask function; 46546 is effectively a broader version of the same fix and could plausibly subsume 46310." + "reason": "Both PRs correct the same off-by-one right-window boundary in the same Moonshine streaming mask logic, and they could plausibly be consolidated into one change set." } ] }, @@ -22984,7 +18421,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -22997,12 +18434,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "d30254547471604ad9340068dcd2954eacd2d40a42f72757687df0f7fb9f7fc8", + "prepared_review_unit_hash": "5a00cbada216d47ef8449620c6dcaa96d22f95bf45ba855f464d085d6de8dc36", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23010,7 +18447,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23018,22 +18455,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model and its docs/tests. They do not look like the same underlying change and should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46417 is the better representative because it is a coherent, self-contained feature addition with extensive model, processor, docs, and tests coverage.", - "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the strongest standalone PR in the set: it is a complete model integration rather than an in-progress infrastructure refactor.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46376", - "right": "pull_request:46417", - "accept": false, - "reason": "Different change families and code paths: continuous batching/multimodal runtime support versus adding a new HunYuan VL model package, docs, and tests. Shared mention of multimodality is too broad to treat as a duplicate." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23060,7 +18482,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "e47f1ab560366d9e11fda24625d2c0e3e6b50b20841e84ad7cc4e5cb4d91c2a0", + "prepared_review_unit_hash": "972dd3e80f1cb510fc578976cf660a1e8b638bb78e93047b668726dbad8a9ee4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23082,18 +18504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated tokenizer fixes: one changes CodeLlama decoding to preserve real leading spaces, while the other changes AutoTokenizer checkpoint routing for specific DeepSeek models that load the wrong tokenizer class.", - "confidence": 0.99, + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode behavior around leading spaces, and the other fixes DeepSeek checkpoints being routed to the wrong tokenizer class. They touch different code paths and should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the PRs address different bugs. If one must be chosen for the cluster, #46580 is slightly more representative of a concrete loading-class fix with explicit checkpoint targeting, but it is not a duplicate of #46574.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#46580 is the cleaner representative of its own bug report: the title and diff clearly describe a specific tokenizer-class misrouting problem for named checkpoints. #46574 is likewise well-scoped, but it is about decode stripping in a different model family, so it does not serve as a better cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bug classes and code paths: CodeLlama decoder stripping vs. DeepSeek model/tokenizer-class misrouting. They are not the same change and would not plausibly merge into one PR." + "reason": "Different underlying bugs and code paths: CodeLlama decode stripping vs DeepSeek tokenizer-class selection. They do not appear mergeable into one PR." } ] }, @@ -23123,7 +18545,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "608abd69ddb2d867b72e1ac4feb9f089536abefbeafc9f17ede5e49729d99743", + "prepared_review_unit_hash": "77158247553010888734be05040f363d7ebaea89c3987cd912f5e157eeab0be5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23145,18 +18567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two Mistral PRs touch the same files but implement different changes: #46603 is a refactor that moves MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection/conversion/save utilities. They are related, but not the same underlying change, so they should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are related Mistral tokenizer PRs touching the same files, but they implement different changes: one is a refactor moving `MistralConverter`, the other adds tekken tokenizer detection/conversion/save support. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#46604 is the more substantive feature PR and best represents the cluster\u2019s Mistral tokenizer work; #46603 is primarily a code move/refactor.", + "canonical_pr_reason": "PR #46604 is the more substantial functional change: it adds new tokenizer detection/conversion/save behavior, whereas #46603 is mainly a package refactor moving `MistralConverter`.", "best_issue_reason": null, - "best_pr_reason": "#46604 is the best representative PR because it adds the actual new tokenizer functionality, whereas #46603 is mostly an organizational extraction.", + "best_pr_reason": "PR #46604 is the better representative of the cluster because it introduces the primary user-facing functionality and is broader in scope than the companion refactor PR.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different code-path changes: #46603 relocates MistralConverter, while #46604 implements tekken detection/conversion/save support. Shared files alone are not enough to treat them as the same PR." + "reason": "Different underlying changes: #46603 moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files alone do not make them the same fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a1ef5cc516611cd8296d39c03d34039d7e0dcea5..1c9ecb00fd3953924ccbbc4a0ff0b61f1de60b5f 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260616t120046z", + "analysis_id": "hybrid-model-20260616t180029z", "archived_artifacts": { - "hybrid": "snapshots/20260616T120046Z/analysis-runs/hybrid-model-20260616t120046z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260616T120046Z/analysis-runs/hybrid-model-20260616t120046z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-16T12:10:43Z", + "published_at": "2026-06-16T18:22:04Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260616T120046Z", + "snapshot_id": "20260616T180029Z", "variant": "hybrid" } diff --git a/snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.json b/snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..11ebca198bae5345224aefa2aba4bb320a1849d4 --- /dev/null +++ b/snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.json @@ -0,0 +1,3529 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260616T180029Z", + "generated_at": "2026-06-16T18:22:02Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-13", + "summary": "Cluster of 1 issues and 12 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 43997, + 44007, + 44010, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 43997, + "code_similarity": 0.142, + "size_similarity": 0.338, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.494, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + 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The clearest duplicate subgroup is the v5 AutoTokenizer wrong-token-ID regression (issue:45920 / issue:45812). A ZeRO-3 size-0 loading subgroup is plausible (issue:41762 / issue:43596). The mask-shape IndexError reports are not clear duplicates and should not be summarized as a confirmed cluster. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45920 is the best canonical issue anchor because it is the broadest active report for the shared AutoTokenizer wrong-token-ID regression across multiple model families; issue:45812 is a narrower Granite-specific instance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall issue candidate: it is open, broad, and directly captures the shared v5 tokenizer regression better than the narrower variant reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different loading failures: corrupted Ovis2 checkpoint vs missing text-encoder weights for Sam3Model." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version breakages, but they involve different incompatibilities and different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different code paths: vLLM/PaddleOCR-VL load failure vs PyTorch distributed support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same concrete failure pattern: DeepSpeed ZeRO-3 loading hits an index-out-of-bounds IndexError in both reports." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated symptoms: missing Gemma3 config attribute with vLLM vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they describe different documentation problems." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different breakages: missing Float8 storage type vs USE_DISTRIBUTED/PyTorch support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and symptoms: AMD GPU GPT-OSS failure vs table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing issue is unrelated to the Qwen3-vl video StopIteration bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen3.5, but the device-mismatch forward error is not the same bug as the video-feature/video-token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different areas: detokenization regression vs outdated RAG docs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is a different code path from the Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading failure is unrelated to documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and PyTorch/distributed support regression are different bugs." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-ID regression; issue:45920 is the broader report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to docs updates." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is not the same as the PyTorch distributed support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model/config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but mask-shape mismatch and ZeRO-3 size-0 loading are different underlying failures." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash loading issue is different from Ovis2 checkpoint corruption." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model load failure and table QA crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic regression are different breakages." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 size-0 loading error and torch/transformers version incompatibility are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but the chat crash and streaming API failure are not clearly the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error and table QA crash involve different code paths." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern issue is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure is unrelated to the MPS histogram op-not-implemented error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern missing attribute are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template-node compile error are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Same broad IndexError family, but the mask/tensor shape mismatch is not the same failure as the ZeRO-3 size-0 load error." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating issue is unrelated to the remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and the PretrainedConfig pydantic regression are different config bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility and device-mapping mismatch are different problems." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch IndexError and Qwen3.5 embedding unpacking failure are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The result is mostly grounded, but the summary overstates the evidence by claiming there are clear duplicate issue pairs for the mask-shape mismatch IndexError. In the packet, the mask-shape-related pairs are all marked false (e.g. issue:41093 vs issue:43638, issue:44805 vs issue:44918), so that should not be presented as a clear duplicate cluster. The tokenizer-regression canonicalization is supported, and the ZeRO-3 pair is plausibly acceptable, but the summary needs to stay more conservative about the mask-shape issues." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 3, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + 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The rest are distinct model- or path-specific bugs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44291 is the clearest canonical for the `_is_hf_initialized` model-loading regression; it describes the generic root cause better than the bitsandbytes-specific report, while the other items in the set are separate topics.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the best representative among the true duplicate pairs because it states the underlying compatibility break in a generic, actionable way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer performance area, but different methods and symptoms (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/model loading regressions, but one is broad remote-code breakage and the other is a specific Kimi-K2.5 tokenizer codec issue." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenization, but they target different model families and different failure modes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report obsolete pipeline-task references removed in v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: one is a missing lm_head tie in a specific model, the other is silent corruption of non-persistent buffers during from_pretrained()." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different loader paths: composite config unwrapping vs remote-code `config_class` lookup failure." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during model initialization/loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are loading-related, but one is a FineGrainedFP8 config failure and the other is a bitsandbytes kwarg incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code models, but the concrete failures are different and not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Whisper failing to run and `_torch_extract_fbank_features()` point to the same audio feature-extraction failure path." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing issues: PEFT LoRA behavior vs a missing flag on a trust_remote_code model." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed problems: weight loading under ZeRO-3 vs gradient averaging with GAS." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they involve different models and different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Distinct training bugs: unexpected `compute_loss` kwargs vs a mask/tensor shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same general area, but the affected Qwen variants and missing-weight symptoms are not specific enough to treat as one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures on different architectures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different attention/runtime issues: gradient explosion from 3D position_ids vs a flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model load failures on unrelated models." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but the models and concrete failure modes differ." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError class with the same mask-vs-tensor shape mismatch." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions on different architectures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different areas: DeepSpeed training weight shape error vs segmentation-map preprocessing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs: Qwen3.5 paged-attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different problems in unrelated subsystems: GGUF architecture support vs autocast dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO-3/BertModel initialization error vs a torch-version compatibility problem." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model internals: VL rope scaling bug vs uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen/generation-adjacent, but one is GGUF support and the other is a sliding-window behavior bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different code paths: FSDP2 key rebuilding vs device-map forward mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are mostly grounded in the packet, and the conservative rejections look appropriate. The canonical `_is_hf_initialized` choice is well supported by the issue titles, and the docs / mask-shape pairs are strong matches. The Whisper/fbank pair is the weakest accepted edge, but still plausible from the titles alone. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 6, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "5de79e0bf497fe66a598acdd73889c0e1402256eb02871dad92c7727a23b9a5f", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous regression bucket with a few clear duplicate pairs: the non-persistent-buffer corruption reports, the custom-model initialization reports, and the SigLIP2 wrong-output reports. The BERT loading pair (44451/44488) is only a loose similarity hit and should not be treated as a confirmed duplicate subcluster.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must anchor the cluster, 43950 is the best representative because it most explicitly describes the concrete v5 non-persistent-buffer regression that matches the strongest duplicate pair; the BERT pair is too weak to drive canonicalization.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest global issue candidate: it is explicit, root-cause oriented, and best captures the clearest repeated bug in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Both are load/training failures, but they point to different root causes and code paths." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: audio leakage in batched inference versus Whisper empty-transcription handling." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Related only at a broad multimodal level; dtype mismatch and video StopIteration are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer corruption and long-OCR index errors are unrelated failures." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup errors are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are different problems." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "A video embedding StopIteration bug is not the same as an MPS int histogram implementation error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are distinct code-path problems." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers v5 custom-model initialization regression from different angles." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA on Bamba and flash-attention packed-sequence crashes on Qwen3.5 are different failures." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape IndexError are not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 flex_attention and torch 2.4.1 incompatibility are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are different issues." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regression for Granite and DeepSeek-Coder v1 loading are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure do not share the same code path." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to the torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping guard failure and Gemma4 forward device mismatch are different problems." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: wrong or nonsensical outputs with different surfaced symptoms." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized breakage and Kosmos2.5 long-input indexing are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config validation for granite_speech and tiny-random glm4v validation are different model/config issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3 init errors and add-new-model-like tokenizer mapping failures are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "BertModel zero3 init IndexError and tokenizer-mapping constraints are different failures." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map offload loading failure and Strix Halo mmap OOM are different memory/loading problems." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are not the same code path." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The docs example has extra errors, but it is not clearly the same bug as the core SigLIP2 wrong-output regression." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same non-persistent-buffer corruption regression." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3-family models, but the crashes are different and not mergeable into one fix." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different failure surfaces: Qwen3 MoE LoRA loading versus Gemma4 embedding resizing behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FineGrainedFP8 failure and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Shared dtype theme only; one is loading-time dtype handling, the other is config bookkeeping after construction." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation bugs, not the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative and the accepted pairs look mergeable, but the summary overstates the evidence by calling the BERT loading issues a true duplicate subcluster. In the packet, 44451\u219444488 is only a soft similarity hit with deterministic_accept=false, and the evidence is not strong enough to elevate it to a confirmed duplicate cluster. The non-persistent-buffer, SigLIP2, and custom-model-init clusters are well grounded; the BERT cluster should be described more cautiously as a possible/loose related pair, not a stand-out duplicate subcluster." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 7, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:43257|issue:43854", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "8e852dbcdfcd9de5aee464fbe7e7dec5d190bf6c1e02516d3ffe113a100efd38", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 8, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "59bce554e63378f9ea43caa8b5f1344f146a05db99e6cb73108e571dca32c514", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only the resize_token_embeddings reports look like true duplicates; most other soft pairs share a broad subsystem or version regression theme but describe different concrete failures. No PRs are present in this set.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the best canonical target: it states the shared resize_token_embeddings bug in the most general form, and the paired Gemma4/T5Gemma reports read as model-specific manifestations of the same missing update.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative issue overall because it is concise, model-agnostic, and aligns with the other accepted resize_token_embeddings reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load regressions, but they involve different models and different formats (NVFP4 vs MXFP4) with no clear shared code-path shown." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device-mismatch are unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "One is a SwitchTransformers config bug; the other is a Gemma-4 FSDP2 attention-state bug. Different model families and different mechanics." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different issues with no shared underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report resize_token_embeddings failing to update downstream embedding/output weights; the Gemma4 report looks like a model-specific instance of the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and an official Nemotron example being broken are too vague to treat as the same bug without a clearer shared code-path." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "An MPS histogram kernel issue and a Nemotron example breakage are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models and strict-config loading for granite_speech are different model/regression areas." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing limitation is unrelated to the RLHF NaN/SDPA fallback problem." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load flows, but one is about file permissions and the other about loading the wrong module; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py handling of s_aux=None is unrelated to Gemma-4 shared_kv_states being rebuilt per layer." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are different model-specific problems." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are both tokenizer-related, but the concrete failures are different." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both say resize_token_embeddings does not propagate to output/decoder embeddings; they look like the same underlying resize logic bug across models." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in notebooks is unrelated to Trainer max_steps computation on checkpoint resume." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading regressions are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Two model-loading/tokenizer mismatch reports, but for different models and no evidence of a shared root cause." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are different failure modes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage registration and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is a broad version issue, while the other is a model-specific autocast dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but one is correctness and the other performance." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow added-token lookup and CodeLlama encode/decode spacing regression are unrelated tokenizer bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and a general tokenization change are too far apart." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern Transformers 5 custom/model-loading regressions, but one is about base_model_prefix loading and the other about notebook-defined custom model initialization." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes do not point to the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compilation TypeError are different compile/runtime issues." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch-version incompatibility and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 PLE device mismatch do not share a concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 compatibility and Mistral-3 dtype mismatch are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video regression and a mask shape IndexError are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction reference is too weak to equate with a Qwen3.5 cache crash; the titles do not show the same concrete failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 9, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:43582|issue:43632", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "ed54983bab8ebaf9642db6c78ed00e2771d209354cd0c78538232adecaca7b20", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated v5-era regressions across tokenizers, model loading, quantization, docs, and runtime backends. They should not be merged into duplicates; the only commonality is broad Transformers upgrade fallout, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the best canonical representative because it describes a broad, concrete v5 loading regression around model initialization and can serve as the closest umbrella for related loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest single issue to keep as the cluster representative: it is specific enough to be actionable, yet broad enough to summarize a major v5 compatibility break.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they target different mismatches: return_all_scores behavior vs removed pipeline task names. Not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compile failure are unrelated runtime errors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different failure mode from Perceiver interpolation on non-default image sizes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs in AutoModel/pipeline is not the same as ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are separate code paths and bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is a framework-version issue, while the Qwen3.5 issue is about unpacking embeddings in TRL SFT trainer." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token conflict and gguf_file breaking from_pretrained are distinct tokenizer/loading failures." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "sinq save/load corruption and mistral_common continue_final_message behavior are different serialization vs chat-format bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state handling in save/from_pretrained does not match the composite-config text_config unwrap bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated 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"issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling is unrelated to the video-input regression for Qwen2.5/3.x VL models." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and patch_mistral_regex backend-tokenizer crash are separate tokenizer-loading problems." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json in the repo is not the same issue as DeepSeek-Coder v1 incorrect tokenization after v5+." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "sleng-bert load failure and physical-intelligence/fast load failure are unrelated model-loading regressions." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk filling are different v5 regressions in different subsystems." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral BPE-marker handling and Mistral3 lm_head weight tying are tokenizer vs model-weight bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return regression has no overlap with CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are different device-placement bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text model structure inconsistency and Sam3 text encoder weights not loading are not the same model-loading problem." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated tokenizer vs quantization issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral dtype mismatch in image preprocessing is unrelated to compile-time template-node errors." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES and flex_attention compile failures are different feature areas." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are distinct initialization/runtime issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and PagedAttentionCache linear_attention crash are unrelated config vs cache bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + 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"issue:41553|issue:43582", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "9e1ff0f8391366e22758f411af688a60825776ae3b466391d4dda6b8d2ce5abc", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue set spanning unrelated tokenizer, model-loading, vision-language, and runtime regressions. The only clear duplicate-like subcluster is the Qwen3.5 `save_pretrained` checkpoint bug; no PR duplicates are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45216 is the best canonical representative of the only near-duplicate pair: it and issue:45357 describe the same Qwen3.5 `save_pretrained` checkpoint regression, with 45216 phrased more broadly and having downstream references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: it is a clear, broad tokenizer regression affecting all Granite models and has multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated bugs: T5 tokenizer method-name conflict vs MobileLLM config key error while loading." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/model-loading problems; no shared concrete code path is evident." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention fp8, but the failures are different enough to look like separate code paths and not one mergeable fix." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a broad video-input regression and the other is a specific still-image rope/index scaling bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 is a narrower follow-up about the incorrect visual-encoder keys." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs a performance regression in `convert_tokens_to_ids`; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer initialization error vs device-mapping CUDA assert; unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different models and symptoms: Qwen3-MoE sliding-window handling vs GraniteSpeech config strictness." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Broad loading breakage vs non-persistent buffer corruption; separate regressions." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Environment compatibility issue vs logging/noise during model loading; not the same fix." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL image handling, but one is multi-image finetuning failure and the other is temporal position-id scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Completely different models and failure modes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention failure; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors, so they are not the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 init-flag breakage vs Strix Halo mmap OOM workaround; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; different subsystems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure; no shared concrete defect." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing misuse vs missing support flag on a trust_remote_code model." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but they target different model versions and different failure modes." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs missing Float8 storage type; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity/reporting issue vs `batch_decode` special-token handling; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared state reconstruction; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` / `_is_hf_initialized` regression vs Float8 storage lookup failure; different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` behavior for a specific tokenizer." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions affecting separate internals." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF/v5 loading failure vs missing `pad_token_id` on Llama4Config; different defects." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading regressions; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45812 is indeed a broad Granite tokenizer regression with multiple inbound references, and 45216/45357 look like the only credible near-duplicate pair around the Qwen3.5 save_pretrained regression. The soft-edge rejections are generally conservative and tied to distinct titles/symptoms. No PR pairs are present in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 12, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "893bcc1913af36c6ba503d0b3e127aff7cc2c5cb44237fb55a9ef38debc38a7d", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are broad-similarity only and should be rejected. The strongest duplicate signals are the TensorFlow backend packaging issue, the SigLIP2 HF-vs-JAX mismatch, and the Qwen2.5-VL positional-id regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43493 is the cleanest root-cause report in this set: it states the SigLIP2 HF/JAX implementation mismatch directly, and issue 43994 reads like the user-facing symptom of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43493 is the best anchor issue because it is specific, reproducible, and points to the underlying implementation discrepancy rather than only a downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: device-map/offload load failure vs MoE training memory inefficiency." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both describe the same packaging/dependency bug: installing the torch extra leaves TensorFlow backend unavailable/undefined." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized loading failure." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training degeneracies, but one is tied to flash_attention_3 and the other to single-label classification loss handling." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated regressions." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json loading behavior vs Granite token-ID regression are different failures." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA vision tower/temporal attention bug vs Sam3 text-encoder weight loading bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert under auto device mapping is unrelated to the Mistral tokenizer regex/backend_tokenizer crash." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching, but the actual bugs differ: missing padding-mask support vs sliding-window all-padding NaNs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization regression." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but they describe different concrete failures and are not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package extras / TensorFlow backend setup is unrelated to the PaddleOCR-VL vLLM load failure." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL positional-id regression in v5.3.0, one for still images and one for video input." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same as the Qwen2.5-VL video positional-id bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem: HF implementation disagrees with JAX and produces bad outputs in AutoModel/pipeline." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights and inconsistent lm_head serialization are different weight-tying issues." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure is not the same as the meta-device loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-GGUF loading failure are different model/version issues." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized/init-empty loading regression is unrelated to the bfloat16 dtype mismatch issue." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-id regression." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config blocking granite_speech are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offload behavior and version-dependent tokenization are different regressions." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the torch 2.4.1 and transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check failure do not share the same code path." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device-mismatch forward failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are strongly title-aligned (packaging/TensorFlow backend, SigLIP2 HF-vs-JAX symptom/root-cause, and Qwen2.5-VL position-id regressions), while the rejections avoid overstating similarity. No PR mergeability concerns apply here since these are issue pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 13, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42796|issue:44977", + "issue:40990|issue:42947", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "41569c814f38f62eb8e8d333b46fe4fab49a542d2cd5df7c232181eec769f6d6", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of unrelated model-, tokenizer-, processor-, and loading-path bugs. None of the suggested soft pairs look like the same concrete underlying defect, so I reject all soft edges. The strongest standalone issue is the broad tokenizer regression affecting multiple models.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45920 is the best umbrella candidate: it is an open, regression-style tokenizer bug affecting multiple model families, with clear user impact and broad duplicate potential.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest issue to anchor the cluster because it is broad, reproducible, and clearly describes a multi-model regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate handling and PEFT checkpoint loading are different subsystems with different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on a causal LM and Whisper empty-transcription failure are unrelated bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map CUDA assertions." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with cached KV are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is not the same bug as DAC forward/from_latents parity." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying in AyaVision and torch.compile SDPA failure in Bamba are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors and Qwen2.5-VL finetuning with iterable datasets are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus torch.export failures in torch_compilable_check are different classes of bug." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the affected models and concrete failures differ." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and slow convert_tokens_to_ids are unrelated performance/logic issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask correctness and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "A model-specific add_special_tokens regression is not the same as the broader wrong-token-id tokenizer regression." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and missing gradient-checkpointing flag are different configuration bugs." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying and bfloat16 dtype mismatch are different model/runtime problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "They both mention offloading/quantization, but the titles point to different failure modes and are too broad to merge." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask correctness and Perceiver interpolation at non-default resolution are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are distinct loading issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and flash-attention generation failures are not the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on a benchmark and ineffective gradient checkpointing are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel script failure and a Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping in composite Qwen configs are different config issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfaults and sinq save/load breakage are different model-loading paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessor label reduction and Molmo tied-weights attribute errors are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert under auto device mapping and Llava Next segfaults are distinct load-time failures." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading regression affect different components." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory growth under int4 quantization and an apex RMSNorm memory leak are separate memory 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": 22, + "review_unit_index": 14, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:26413|issue:28530", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44186|issue:44361", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "8df2dc155dc1f6e1b76b6d79c0cadbc9a0393873dba9c7ccdd1cb72d0fc789c5", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issue reports around unrelated model-specific regressions and trainer/loading failures. Only one soft pair looks plausibly duplicate: the custom-model init/from_pretrained regressions in 43646 and 46665. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the broadest representative regression here and the best umbrella for the only plausible duplicate pair; the rest are mostly unrelated model- or subsystem-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 best captures the cluster\u2019s main recurring theme: Transformers v5 breaking custom model initialization/loading paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: tied `lm_head.weight` serialization vs incorrect Qwen3.5 visual encoder keys during save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is a device-map cudaErrorAssert and the other is a flash-attention generation failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer `compute_loss` kwarg breakage is unrelated to a 3d_parallel startup failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected `num_items_in_batch` kwarg and FineGrainedFP8Config failure are different bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenization-version drift are different subsystems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume/epoch iterator failure is separate from early-stopping metric resolution." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is strict config parsing and the other is tokenizer loading; no shared code-path is evident." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Extremely high perplexity on a model is not the same as tokenization behavior changing across versions." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same Sam3 family, but dummy Conv2d in the pixel decoder and missing text-encoder weights are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and disabling mmap for OOM are different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and checkpoint max_steps recalculation are distinct trainer/model-loading bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied-weight serialization and Qwen3.5 visual-encoder key saving are different model-specific failures." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: torch.compile SDPA crash vs CPU offload device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and version-dependent tokenization behavior are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": true, + "reason": "Both describe v5 regressions in custom Python model classes/from_pretrained initialization; they plausibly share the same loading/init bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different components and failures." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output-size bug and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized-model offload loading failure are different mechanisms." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but the concrete failures and code paths differ." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "`GenerationMixin` import error is unrelated to a 3d_parallel runtime failure." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are different save/export bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel failure are unrelated parallelism issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated trainer problems." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3_5 recurrent-state reset are different models and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels import requirements are different package/code-path issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different AttributeError failures; no shared bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unexpected `compute_loss` kwarg and Qwen3 device-map assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays cautious about the largely heterogeneous set of issues, and the only accepted soft pair (43646/46665) is framed as a plausible shared custom-model loading/init regression rather than a strong certainty. No PR pairs are present, so there is nothing mergeability-related to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 15, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "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:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:43550|issue:43653", + "issue:29159|issue:36032", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:45357|issue:46402", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44625|issue:45479", + "issue:44077|issue:44625", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "a8e9086d815dca42b21b1390408ad421a7f7b823c17c3ef8591563e0981a0abb", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 16, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:44987|issue:45042", + "issue:46655|issue:46693", + "issue:39692|issue:44610", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:45759|issue:45923", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43550|issue:45072" + ], + "prepared_review_unit_hash": "f62fe63fdf028584f5e68095928c18a53cbab4c099720e9fa6af6fbfba3fca01", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: nearly all pairs are unrelated issues in different models/code paths. Only one pair is a clear duplicate (the two Qwen2_5_VLProcessor.apply_chat_template batched-input crashes). One offline tokenizer pair is thematically close but still too specific vs generic to merge confidently.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span many unrelated bugs, with only localized duplicate candidates rather than one coherent underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to anchor on the strongest duplicate signal, issue 44545 is the best representative because it is the cleaner duplicate of 44514 and has the clearer, more specific title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: Perceiver image-resolution handling vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken constructor regression and the other is a model load failure for ScandiBERT." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen, but one is a tie_word_embeddings warning during LoRA fine-tuning and the other is a visual encoder key save/load regression." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated bugs: eval-mode gradient checkpointing restriction vs a DeepSpeed ZeRO-3 gradient explosion regression." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different code paths: loading a specific model repository vs image processors incorrectly requiring torchvision." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding bug vs FA2 long-context performance regression; no same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is a documentation/example mismatch and the other is a processor/model image-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenization problems: runtime special-token post-processing updates vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and T5 RMSNorm leak are unrelated failures." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but one is embedding unpacking in TRL SFT and the other is evaluate() failing after train(); different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding is disabled; titles describe the same failure." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters vs quantized model save/load breakage are different mechanisms and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing and T5 memory leak are not the same code-path problem." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a Jupyter custom-model initialization regression." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE tokenization paths, but one is a generic cache-load failure and the other is a specific _patch_mistral_regex model_info() call; too broad to treat as the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness issue is unrelated to a T5 decoder input validation error message." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor update bug is different from BigBirdTokenizer mask-token registration causing empty decode output." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model quality/prediction issues, but they affect different models and different inference paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/example errors are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading vs quantization/offloading behavior are distinct problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position IDs bug are separate multimodal issues." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash in Mistral tokenizer loading and the other is a Kimi-K2.5 regression with codec handling; not the same concrete bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation maps and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regression issue vs list_repo_files revision forwarding bug; no overlap in code path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents STE mismatch are separate model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet accelerate-loading unpacking." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and bfloat16 dtype mismatch in other models are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone positive duplicate call on issue:44514 / issue:44545 is well supported by nearly identical titles, and the rest of the soft-edge rejections are phrased narrowly enough to avoid overclaiming duplicate status. The heterogeneity summary is also consistent with the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 17, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + 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"issue:44448|issue:44671", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:44485|issue:44509", + "issue:43716|issue:44008", + "issue:43388|issue:46032" + ], + "prepared_review_unit_hash": "703845c8a6e58dfe8b1259d2e4ed12d9c8a28536987eb8332d47cee12eb4e33e", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36387, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 18, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43540|issue:45381", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "d37c8db73d0b024e11d27cf4f21be222ec6d98e0d035a7418b9c958cf6c18c52", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues with one clear duplicate-like tokenizer pair. I\u2019d only merge the tokenizer spacing inconsistency pair; the other soft matches are too broad or only share a subsystem/theme.", + "confidence": 0.82, + "canonical_issue_reason": "issue:29159 is the better canonical for the tokenizer pair because it states the broader slow-vs-fast inconsistency that can subsume the more specific extra-space symptom in issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the strongest representative issue in the set: it is specific enough to identify the bug, but broad enough to cover the duplicate symptom and make triage easier.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and different failure modes: Whisper empty transcription handling vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime regressions, but the reported bugs are different code paths and symptoms; not the same underlying issue." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Same broad area of inference/device/dtype problems, but different models and concrete failures; too weak to treat as duplicates." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated bugs: BarkProcessor voice preset handling vs GenerationMixin import failure." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to StaticCache sequence-length return-type behavior." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and different regressions; only a vague video/OCR-input similarity." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/doc support issue, the other is a model output correctness bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model architectures and distinct dtype/vision-tower issues." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different validation paths and different model families; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Token post-processor updating and Whisper batch_decode skip_special_tokens are separate tokenizer behaviors." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model-loading/generation problems with no clear shared underlying code-path." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure vs pipelines import failure; unrelated regressions." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad umbrella about remote_code breakages, while 44561 is one specific cause; not clearly the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they affect different models and likely different preprocessing/position-id code paths." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are different failures." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor size mismatch vs dtype mismatch; different model-specific regressions." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer bug: the added-token extra-space symptom in 28218 matches the broader slow-vs-fast tokenizer inconsistency described in 29159." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline v5 removals, but one is an error message and the other is stale documentation." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions with different triggers and error surfaces; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type and text_kwargs/return_tensors handling are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading bug and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization regression is not the same as from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Incorrect CamemBERT MLM predictions and generic tokenization changes are too broad to merge." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging dependency issue vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP model structure inconsistency are different issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator warmup TypeError on Apple Silicon is unrelated to LwDetrImageLoss AMP crash." + } + ] + }, + "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 19, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "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:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:44387|issue:44617" + ], + "prepared_review_unit_hash": "cad6d9e3fe5e57d29882244337cc75f3a952d56e391837e0c3c162457639601f", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives. The only convincing duplicate pair is the Qwen3 tied-weights warning reports (44060/44368); the rest describe different models, code paths, or failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44060 is the clearest root-cause report for the only true duplicate pair; 44368 reads like a downstream manifestation of the same tied-weights warning bug.", + "canonical_pr_reason": null, + "best_issue_reason": "44060 is the best global issue anchor because it states the underlying warning/mis-tied-weights problem more concretely and can absorb 44368 as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decode behavior vs MXFP4 quantization fallback/loading." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate default bug is unrelated to DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/VL issues: weight_only loading error vs still-image RoPE index scaling." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve tokenizer/processor attributes, but different models and different failures; not the same code-path bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Shared mistral_common dependency, but one is an import regression and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": true, + "reason": "Same underlying tied-weights warning bug in the Qwen3 family; 44368 is a downstream report of the same misconfiguration/incorrect warning." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video-branch bug is unrelated to auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output drift are different vision-model issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error is not the same as the broad remote_code breakage reported in 45020." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is a different path than MXFP4 quantization loading fallback." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT image label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file breakage affects pretrained loading APIs differently than the est-roberta tokenizer regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading is unrelated to multimodal token counting in video processors." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch and DiaConfig save/load token-ID loss are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training on non-pretrained Bert causing IndexError is not the same as evaluate() failing after train()." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path regression for GenerationMixin is unrelated to custom-model initialization in notebooks." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading bug and OmDet-Turbo processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the torchvision dependency regression in PIL processors." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow backend in pip extras is unrelated to kernels v0.15 import requirements." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example/model mismatch and MXFP4 quantization fallback are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MoE loading/conversion." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading failure is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "CUDA reserved-memory growth under int4 quantization is a different issue than Sam3Video OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The non-duplicate verdicts are well-justified by distinct titles/code paths, and the 44060/44368 pairing is the only one that plausibly shares the same tied-weights warning theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 20, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43650|issue:43906", + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43454|issue:43577", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:28282|issue:34689", + "issue:42915|issue:45538", + "issue:45137|issue:45405" + ], + "prepared_review_unit_hash": "2d9039dbf04979a4393a4c8ac440246efeaecefd210b414180800f45ec0dca37", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35997, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 21, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46399", + "issue:46463", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:44479|issue:46693", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:43317|issue:45538", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:27957|issue:28282", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:44737|issue:46463", + "issue:43756|issue:46399" + ], + "prepared_review_unit_hash": "7e3c6856e6290fe072087b0b5d0777574a922fe4a1e98b0480cbad82ce8fd116", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous: most items are isolated regression reports across different models, loaders, and APIs. I found no soft-edge pair that looks like the same underlying bug/change, so the cluster should not be merged on duplicate grounds.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the broadest, most cluster-like report: a version-dependent tokenization regression that could plausibly subsume some tokenizer-adjacent complaints. That said, the overall cluster is still heterogeneous, so this is only a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the least specific, most generally framed issue in the set and is the best representative anchor for a mixed cluster of transformers-version regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: a MacOS bus error in CLIP loading vs trainer state token-count bookkeeping." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is unrelated to kernels import-time requirements for pipelines." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are generation regressions, but one is a Qwen video-input bug and the other is an FA2 long-context performance regression; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection for TensorFlow vs a missing Qwen2.5-VL export are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch environment dependency is not the same as a layoutlmv3 error-message clarity issue." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer bugs with different failure modes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M is unrelated to the new _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are different paths with no concrete overlap." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is about model/qformer staying float32 on load and the other about config.dtype becoming stale in from_config; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload load failure is unrelated to CLIPTokenizer's absurd model_max_length default." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output behavior is a model forward-pass issue, not a general tokenization-version regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure and FSDP CPU RAM efficient loading breakage are both loading-related but not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and video-input ValueError in Qwen3OmniMoe are different failures." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video, but they hit different Qwen model families and likely different preprocessing/forward paths; insufficient evidence they are duplicates." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "A special-token addition regression for mdeberta-v3 is unrelated to LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast and a list_repo_files revision-forwarding CI issue are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistencies." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-related, but one is a v5.3.0 multi-model video-input regression and the other is a qwen2.5-vl vision_position_ids bug; not clearly the same concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad area, but the specific failure modes and model families differ too much to treat as one PR-worthy bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta flash-attention support and missing PyTorch dependency are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failures are different vision-model bugs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and inability to load a specific BERT model are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading and Smollm3 RoPE-layer mismatch are distinct model/configuration problems." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and CustomTrainer compute_loss signature mismatch are separate trainer API issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights compatibility and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failed janus image-generation test and a Phi-4 multimodal loading failure are different model-specific regressions." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken duplicate-special-arg and Mistral regex patch crash are distinct tokenizer implementation bugs." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet device placement bug and T5 decoder-input validation error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration failure are different model-family 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": 22, + "review_unit_index": 22, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693" + ], + "soft_pairs": [ + "issue:44568|issue:46491", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43577|issue:45072", + "issue:45042|issue:45081", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44737|issue:45588", + "issue:43531|issue:44821", + "issue:43404|issue:45987", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:28282|issue:32090", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:28282|issue:33357", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "0fe235eed661419161483964c61671cd883e80efaa27a5ecad3b499922f85de2", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated v5 regressions across tokenization, config loading, model loading, and serialization. No soft pair looks like the same underlying bug closely enough to merge, so I\u2019d keep the cluster split and use the tied-weights serialization regression as the best anchor issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44466 is the clearest representative of the most concrete recurring theme in this set: v5 tied-weights / lm_head serialization regressions. It is explicit, reproducible, and broad enough to anchor closely related tied-weight reports better than the more model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 has the strongest signal as a root regression report: it names the affected behavior, version boundary, and likely code path (tied weights / save_pretrained serialization).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens failing for mdeberta-v3-base and the other is a CodeLlama encode/decode space-stripping regression. Different model families and different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position logic, but Smollm3 dropping RoPE layers is a configuration/model-definition bug, while Qwen2.5-VL scales temporal positions incorrectly. Not the same code path." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM loading key error and a Float8 storage lookup failure are distinct loader/runtime problems with no clear shared root cause." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but BLIP2 staying float32 on load and SwitchTransformers/TimmWrapperModel mismatching in bf16 inference are different model-specific dtype paths." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image processor dependency regression on torchvision; the other is a Mistral tokenizer regex crash. Different subsystems entirely." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "The first is an isolated reproduction of an older referenced issue, while the second is a broken Nemotron example. No evidence they are the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map/forward device mismatch and T5 decoder-input validation messaging are unrelated behaviors." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto_mappings references to removed configs are separate maintenance issues, not one bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of a specific older issue; the other is a FA2 long-context performance regression. Different symptoms and likely different fixes." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-bound relative position generation and flash_attention crashing on s_aux=None are unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and loading an AutoImageProcessor from URL are not the same underlying problem." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and StaticCache.get_seq_length returning a tensor are unrelated issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading models/tokenizers, but gguf_file support breaking from_pretrained and a specific model failing to load are not clearly the same defect." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BEiT image processor label-reduction bug; the other is a classification-loss issue when num_labels=1. Different layers of the stack." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained saving wrong visual encoder keys and global AutoTokenizer token-ID regressions are different serialization/tokenization problems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are both config-related, but they affect different fields and different loaders." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and FA2 long-context performance regression are distinct issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct not persisting on reload and convert_rope_params_to_dict rejecting a JSON list are both rope-related, but they are different functions and failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver interpolation handling are unrelated model-specific bugs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output changes in v5 and Qwen3.5 save_pretrained checkpoint corruption are separate regressions with different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension errors and a LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import vs. NoneType broadcast errors in Trainer are unrelated environment/runtime failures." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 token-type defaults for fine-tuning and T5 decoder-input validation error wording are different model behaviors." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code=True and a specific Qwen3_5MoeVisionConfig field being dropped by @strict are both config issues, but not the same one." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet loading/unpacking and Perceiver image-classification interpolation are not the same underlying defect." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both discuss tied weights in v5, but 44466 is about inconsistent lm_head.weight serialization by device while 45005 is a broader translation-model tied-weights issue. They may be related in theme, but the concrete bug reports are not identical enough to merge." + } + ] + }, + "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": 22, + "review_unit_index": 23, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43819|issue:44811", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43531|issue:43742", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:44479|issue:44625", + "issue:45491|issue:46002" + ], + "prepared_review_unit_hash": "e73f440e8c3ce9389925656f52f3275d49158fc921c25f60783188a2f2582eb3", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36873, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a loose set of tokenizer/loading/regression reports across many unrelated models and subsystems. 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"issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug vs config save/load losing custom token IDs; related area but not the same underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation/caching, but compiled-forward chunked generation and recurrent-state reset are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a broad tokenization-change report." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE loss normalization and DeepSeekV3 implementation divergence are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen-family regressions, but video-input handling and num_labels propagation are different issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head init/checkout 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": 22, + "review_unit_index": 24, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": 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No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue #45812 is the broadest and clearest regression report (silent v4\u2192v5 tokenizer break across Granite models), but the rest of the cluster is too heterogeneous to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "#45812 is the strongest representative issue: concrete, high-impact, and framed as a broad regression affecting many models rather than a one-off edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizer/model input behavior, but one is wrong SigLIP2 inference output and the other is a return_tensors handling bug; different failure modes and code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs a ZeRO-3 gradient explosion bug; unrelated symptoms and subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is not the same problem as abnormal gradients under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to the Qwen3.5 regression around processor.tokenizer and image-to-tokenizer calls." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 inference on B200 are different model/runtime issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs, but for different models and different concrete failures: special-token handling vs incorrect DeepSeek-Coder tokenization." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert is not the same as AutoTokenizer's offline-mode model_info() call bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated model and platform problems." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is distinct from inconsistent lm_head.weight serialization behavior." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models; the specific broken behavior and scope do not match." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load losing custom token IDs and MLukeTokenizer AttributeError are separate tokenizer/config bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden_states behavior in Qwen3.5 does not match the visual-encoder key regression in save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus generation test failure and a PEFT version bump issue have no underlying code-path overlap." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and a CPU offload device mismatch are different bugs in different model paths." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct is unrelated to the PEFT minimum-version packaging issue." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is about weight conversion under accelerate+deepspeed and the other about model loading with a text config issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import-utils KeyError on Python 3.13 are different compatibility problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar names but separate config regressions." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A runtime device mismatch with CPU offload is unrelated to a GraniteSpeech CI test flake from stale overrides." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and missing Float8 storage are different failures with no shared fix path." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id absence and AutoModelForCausalLM.from_config not unwrapping text_config are distinct composite-config bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models and CLIP text-model structure divergence are not the same underlying regression." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and cache max length being honored only for quantized cache are separate generation/cache issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading in BEiT and BigBirdTokenizer special-token registration are unrelated model/tokenizer bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different problems: one functional, one capacity-related." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the init_empty_weights unexpected argument regression." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both concern Gemma4, but one is OOM in multi-GPU inference and the other is a device mismatch with device_map=\"auto\"; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation under compiled forward and Whisper empty-transcription failure after align_special_tokens are unrelated code paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient anomalies and loading Phi-4 multimodal are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Wrong SigLIP2 outputs and widespread unexpected position-id keys are both regressions, but they are clearly different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 26, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:43065|issue:46369", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43450", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "913e0f24fabe843539885d557bbde33b74f56c037f7b21bb36adaca3bb5af72f", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37071, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose topical cluster of transformer issues, but the soft-edge pairs mostly describe different bugs in the same broad area rather than true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the best representative issue here: it is open, has the strongest discussion/reference activity, and is a concrete regression in quantization/offloading rather than a one-off repro. It is not a duplicate of the other candidates, but it is the most cluster-central issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it is active, broadly worded, and has the most external attention; however, the rest of the items are too heterogeneous to treat as one duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization and memory/offload behavior, but one is about offloading with quantization and the other is about save/load corruption after quantization; different failure modes and likely different fixes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to quantized model persistence." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing flash-attention tests and MLflow job-state reporting are unrelated subsystems and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM during model loading are not the same underlying issue." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is about a dummy Conv2d module while the other is a memory overflow in a specific model; not the same code-path bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile error for template nodes and a flash_attn import backend KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and num_input_tokens_seen bookkeeping are different tokenizer/trainer behaviors." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is continuous-batching multimodal input conversion and the other is KV-cache continuation indexing; different paths and fixes." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and an AuxRequest version-check import bug are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and unexpected zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-validation TypeError on a JSON-loaded list." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatch in CI and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Qwen multimodal text_config unwrapping are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_supports_window_size import and meta-device loading breakage are distinct loading/import issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and batched video processor shape bug are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and return_tensors being ignored with text_kwargs are different tokenizer API bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map mismatch in Gemma4 forward is unrelated to return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo processor/model resolution mismatch are different multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization/offloading behavior are in different areas and do not share the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING validation error for tensorflow_text are both import-utils related but clearly different backend-handling bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient growth are unrelated training/runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states bug are different generation-path problems." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and loading failure for physical-intelligence/fast are different regressions." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and meta-device loading breakage are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation errors and return_tensors handling are different bugs; one is docs/example correctness, the other is API behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 27, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:44521|issue:45290", + "issue:42490|issue:43493", + "issue:45381|issue:46209", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:45200|issue:45325", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:43388|issue:43526", + "issue:43827|issue:43901", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "47fbb7fa89c251fa08b83e3d9523b3798c82d4488d715b920c545b7a7aada40d", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35351, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 28, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45459", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:44857|issue:45593", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "issue:44448|issue:44743", + "issue:43611|issue:43931", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44514|issue:44521", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:45290|issue:46326", + "issue:43335|issue:45083", + "issue:46431|issue:46566", + "issue:43335|issue:44112", + "issue:45127|issue:45245", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:45588|issue:45859", + "issue:45200|issue:45588", + "issue:34689|issue:35141", + "issue:45459|issue:46234" + ], + "prepared_review_unit_hash": "50fed8434130859e0b133649342f93cf2209806279c8d2f2015e95818818336f", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37638, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-duplicate pairs look like the same underlying bug. The set is heterogeneous across chat templates, loading, compiler, Flash Attention, and model-specific regressions, so there is no strong canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the items span mostly unrelated bugs and regressions, so none clearly subsumes the rest as a duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative issue must be picked, issue 44521 is the broadest and most active item in the chat-template/multimodal subset, with the most discussion and inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: sparse-layer config construction vs torch.compile/SDPA failure in Bamba." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern multimodal/text model structure, but one is text_config unwrapping and the other is CLIP text-model attribute inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated regressions: feature extractor unsupported arg vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory not freed." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training issues: float16 AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss omission." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but the platforms and root causes differ completely." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different model/tokenizer bugs: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures vs Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import symbol missing vs Torch 2.10 incompatibility are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and qwen3 modular recurrent-state reset are separate model behaviors." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Generic base_model_prefix loading breakage vs Qwen3-VL shape mismatch are different load errors." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve from_config, but one unwraps text_config for composite configs while the other leaves dtype stale." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field loading bug are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a batched padding=False crash and the other is assistant_masks being all zeros; too different to merge safely." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing issue is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Dtype mismatch between train/eval and pipeline translation messaging are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to GraniteSpeech CI device override flakiness." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and Trainer NoneType broadcast failure do not share the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but tool-call no-content crashes and continue_final_message tokenizer behavior are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config bug and qwen3_omni_moe helper-function behavior are unrelated." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error and DiffusionGemma meta-device loading issue are different problems." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: SwitchTransformers config bug vs GraniteSpeech CI test drift." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse and category-count overflow are unrelated model/data issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-support helper and missing HybridCache import are different import/export regressions." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sink-less AttributeError and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama 3.2 Vision and output embedding reinit on resize are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and missing import_utils availability flag 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": 22, + "review_unit_index": 29, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + 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"issue:43278|issue:43381", + "issue:10000|issue:15354", + "issue:43927|issue:45698" + ], + "prepared_review_unit_hash": "14520b142a1eac7413511384772519e5e75c6291047f9e3db7f884b1aeeeadae", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36664, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 30, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46209" + ], + "soft_pairs": [ + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:44561|issue:44779", + "issue:37428|issue:42175", + "issue:43873|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:42490|issue:43873", + "issue:45588|issue:45823", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43278|issue:43575", + "issue:45198|issue:45803", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:43412|issue:45588", + "issue:43381|issue:43701", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:45372|issue:45406", + "issue:42915|issue:42994", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "d8e3f7f6c818301533feeb071256ac95b052f8db9b4b0efbbe4ae596c0a364d1", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary like crashes, quantization, or tokenizer/model loading, but they describe different models, different subsystems, and different failure modes. None look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target because the items span unrelated bugs. If forced to choose an anchor, issue:43873 is the best representative because it is open and has the most ongoing discussion/inbound references, but it is still not a true cluster-wide duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43873 is the best overall issue anchor only by activity/recency, not by semantic match: it is open, discussion-heavy, and user-facing. The rest of the set is too mixed to justify a stronger canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different components and symptoms: LwDetrImageLoss AMP/CUDA crash vs flash_attention integration AttributeError on sink-less models." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Different model families and failure modes: PEFT local checkpoint loading vs FP8 inference on B200." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a v5 API removal breaking trust_remote_code; the other is a DeepSeek tokenizer correctness regression." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated issues: flash-attention import error vs missing TensorFlow backend after installing the torch extra." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve quantization/offsloading at a high level, but one is offloading behavior and the other is a multi-GPU OOM on a specific Gemma model; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different trainer failures: NoneType broadcast error vs OOM with Adafactor + DeepSpeed." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "List nesting regression in pipeline output is unrelated to the trainer broadcast NoneType error." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support issue vs DeepSeekV3MoE implementation divergence; unrelated root causes." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both affect v5 behavior, but one is generation output mismatch and the other is device-dependent serialization of lm_head.weight." + }, 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"accept": false, + "reason": "Both involve Gemma4, but one is a dependency import error and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Dtype regression during eval is unrelated to Qwen2 tp loading OOM." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention multimodal models, but one is a MacOS bus error and the other is a documentation/example error." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id configuration mismatch vs Qwen3.5 flash-attention generation issue; different models and bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures are unrelated to flash_attention's s_aux=None crash." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failures: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading regression and rope-param validation TypeError are separate code paths." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Even within Gemma4, these are distinct failures: processor dependency import vs serve-side _tokenizer attribute missing." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different phases and different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf missing is unrelated to leftover dummy classes leaking into the repo API." + } + ] + }, + "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": 22, + "review_unit_index": 31, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45491|issue:46693", + "issue:45372|issue:45459", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:27957|issue:29942", + "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:46121|issue:46399", + "issue:45250|issue:46640", + "issue:43334|issue:43531", + "issue:27957|issue:29127", + "issue:27957|issue:33290" + ], + "prepared_review_unit_hash": "de01fcb02f7f1b6d3e986ad6905b050357d440059dee37e57b9b5209b6d29d27", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37353, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose FA2/transformers similarity bucket with many unrelated bug reports; I did not find any soft pair that looks like the same underlying issue or mergeable PR-equivalent change.", + "confidence": 0.89, + "canonical_issue_reason": "No true duplicate candidate stands out; if forced to pick one representative issue, #29942 is the broadest Flash Attention 2-related report here.", + "canonical_pr_reason": null, + "best_issue_reason": "#29942 is the most central representative for the FA2 subset, but it is still not a substitute for the other issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems and failures: FA2 test regressions vs void segmentation map image processing." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is a feature-arg crash in LasrFeatureExtractor and the other is a multi-model video-input regression; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d vs RT-DETR memory leak; unrelated code paths and symptoms." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to SigLIP2 producing nonsense outputs through AutoModel/pipeline." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are distinct model-implementation issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a specific tokenizer; different failure modes." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from all-padding sliding-window batches is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing import breaking Gemma 4 processor loading; the other is error masking when protobuf is absent." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/validation problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json during AutoTokenizer resolution." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failing on torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and CLIP bus errors on macOS are clearly different issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but RT-DETR GC/leak behavior and SAM3-litetext memory overflow are different models and causes." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsense outputs and RT-DETR memory release are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FA2 support and failing FA2 tests are related only at a broad theme level, not the same concrete bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific changes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime tokenizer post-processor updates vs Gemma3 NaN embeddings are different tokenizer/model behaviors." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and output embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is TP load OOM for Qwen2 and the other is int4 reserved-memory regression; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long OCR index error are unrelated preprocessing failures." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "reduce_labels returning one label has no clear connection to FA2 long-context performance regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are different layers of the stack." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model/load problems." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and SAM3-litetext memory overflow do not share the same code path." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL import and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash are different tokenizer/image-processor issues." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter validation TypeError and missing apply_rotary_pos_emb decorator are different rotary-embedding bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both FA2-themed but too vague and non-specific to treat as the same concrete change or bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "pad_token_id missing on Qwen3-VL text config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2/XLMRoberta support is unrelated to LayoutLMv3 box-validation error clarity." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 32, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46234" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:44514|issue:45381", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43873|issue:44871", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43316|issue:45759" + ], + "prepared_review_unit_hash": "d7520919df47ff874316b30695f30fc9abd46362389c19bce2479ace188b06fb", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated bugs across loading, generation, processors, configs, audio/video, CI, and utilities. None of the soft pairs look like the same concrete bug or change, so no duplicates are accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Both involve model internals/performance regressions, but one is CLIP hidden states and the other is Qwen3.5 MoE rotary embedding offload; different code paths and symptoms." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counting." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL input bugs, but one is batched chat template padding and the other is video vision_position_ids; different failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is not the same as embedding reinitialization during resize/post_init." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less crash and stale auto_mappings CI break are separate issues in different modules." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer memory blowup is unrelated to num_input_tokens_seen not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are distinct behaviors with no shared concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is sampling-rate defaulting and the other is an unsupported `center` arg in a feature extractor." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model initialization breakage is broader, but not the same concrete bug as patchtsmixer's `post_init` allowance." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Cache recurrent-state reset and Whisper batch decoding token skipping are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are different model/component bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are unrelated implementation issues." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A path-trailing-slash import warning has nothing to do with recurrent state reset in generation." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both mention model loading regressions, but they affect different versions and different failure mechanisms (`base_model_prefix` vs Llama 3.2 Vision Instruct)." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to tokenizer loading for FastSpeech2Conformer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in extras and missing import_utils symbol are unrelated packaging/API issues." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label loss degeneracy are different subsystems and bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API inconsistencies, but one is Gemma3TextConfig shape/discrepancy and the other is a missing `pad_token_id` on Llama4Config." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer `post_init` policy and Qwen video input regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and stale docs referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor conflict is unrelated to `list_repo_files` not forwarding `revision`." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression and ModelOutput key assignment bug affect different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading and Gemma-3 eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg sync and gather_for_metrics label truncation are distinct distributed-training bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A weight-shape mismatch during loading is not the same as incorrect checkpoint saving in Qwen3.5." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but one is a Gemma3TextConfig API discrepancy and the other is unwrapping `text_config` for composite Qwen multimodal configs." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and tokenizer loading are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 33, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:43701|issue:46506", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:44464|issue:46421", + "issue:43575|issue:43742", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:44610|issue:46369" + ], + "prepared_review_unit_hash": "82288a00f7eac267d7d48c9fc69eed3362e0307e5eb11aa122275a3d4d35d89e", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35619, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a true duplicate cluster: they span unrelated loading, config, generation, backend, and runtime failures. All soft-similarity edges look like false positives, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45698 is the broadest open loading/saving bug with the most discussion, so it is the closest thing to a cluster anchor, but the surrounding items are not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it is open, actively discussed, and broadly about from_pretrained/save_pretrained behavior; however, it should not be treated as a true duplicate hub for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/loading behavior, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting; different bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a model loading failure on transformers>=5.1.0, the other is a missing BACKENDS_MAPPING entry for tensorflow_text; unrelated causes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit.script parsing error vs DeepSpeed ZeRO3 deque underflow; both runtime errors, but not the same code path." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing to load a specific tokenizer is unrelated to FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and an unrecognized model/config.json error are different failures." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but quantized model dequantization save bugs are different from wrong custom module loading after save_pretrained." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen2 tensor-parallel OOM are distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency and chunked prefill recompilation share terminology but not the same underlying bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large model with tp is not the same as a key error when loading MobileLLM-125M." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel missing PyTorch dependency detection." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA causing model failure is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are different problems." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and pipelines import failing on kernels version/revision are both dependency issues, but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is different from a pipeline error message incorrectly implying translation support in v5." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "processor.tokenizer/image handling regression is not the same as Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate generation/config bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to the Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing tensorflow in the torch extra is a packaging/backend issue, not a config API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer optional post_init policy and non-persistent buffers being junk are different model initialization issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma token ID inconsistency and quantized model save/load breakage are not the same underlying defect." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained loading and a missing model_type in config.json are both load failures, but with different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct not persisting." 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+ "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46665" + ], + 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"25dcd773231e6e2afa973c6ee637aa21af4d0d152ff792bef513499497d127f8", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely a set of false-positive soft matches: most items are unrelated model-specific import/load bugs, dependency/version issues, doc/test issues, or performance regressions. I found no pair that clearly looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span unrelated regressions across imports, model loading, pipelines, docs, and testing. If one issue must be chosen as the closest representative, issue 43824 is the best fit because it is a concrete, well-scoped import failure and has the strongest signal among the reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the strongest standalone bug report here: it is concrete, reproducible, and has explicit inbound references. It is still not a true umbrella for the rest of the items, but it is the closest representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs intermittent import slowness; different code paths and symptoms." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is a pipelines import/version problem and the other is a Qwen3.5 registration crash; not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different failures: missing TensorFlow backend handling vs torch/transformers version incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError and GLM-4V-9B loading failure are distinct model-specific issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific import error for a Qwen2.5 VL class vs Python version compatibility issue; unrelated root causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; completely different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config attribute in Llama4 vs trust_remote_code returning incomplete AutoConfig fields; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing storage class vs Qwen3.5 chat crash; different symptoms and likely different code paths." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug vs wrong docstring for position_ids; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma-4 ZeRO3 from_pretrained failure; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure vs Python 3.9/3.10 compatibility problem; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs undefined tf backend from tensorboard-only install; distinct causes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off vs Gemma-3 eos_token_id inconsistency; different model logic." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt vs stale generate() warning; unrelated testing issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language backend vs from_pretrained behavior inside Python classes; different state-management bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crash with future annotations vs missing decorator in Qwen3.5 kernels registration; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention auxiliary losses, but one is router/load-balancing loss and the other is D-FINE denoising auxiliaries; not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is hf4.x/hf5.x LoRA compatibility and the other is Qwen3VL MoE loading breakage; different failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained failure; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window bug in Qwen3-MoE vs Qwen3.5 chat crash; not the same issue." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss omission and eos_token_id inconsistency are unrelated model/config bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output bug vs GLM-5 RoPE implementation discussion; no shared underlying defect." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure vs AttentionInterface.register changing function behavior; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba SDPA torch.compile failure vs PPDocLayoutV3 CPU/CUDA divergence; different models and mechanisms." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal output formatting bug vs cache max length semantics; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors vs _torch_extract_fbank_features issue; different pipeline components." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Importing a Qwen2.5 VL image processor vs missing is_offline_mode from huggingface_hub; different imports and libraries." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2.5 VL image processor vs HybridCache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs test-worker file race; unrelated implementation areas." + } + ] + }, + "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": 22, + "review_unit_index": 40, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:43901|issue:45003", + "issue:43540|issue:46655", + "issue:44734|issue:46424", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:45292|issue:45584", + "issue:44561|issue:46399", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44038|issue:46506", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "c04822faaff47cbc9afe95dacc6ae74f2068794c22cbdb468f88d2ae60159f75", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster in any strong sense: most items are distinct regressions or docs/config issues across different models and code paths. The apparent overlap is mostly superficial (Qwen, video, cache, DeepSpeed, config strictness), so none of the soft edges should be merged.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 44479 is the best anchor because it is a concrete, user-facing regression with a clear version boundary and a broad impact across several related video-capable Qwen model variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative issue in the set: it is specific, reproducible, and spans multiple affected models, making it more suitable as a cluster anchor than the narrower single-model or infrastructure-only bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both mention token/embedding behavior, but one is a DeepSeek tokenizer regression and the other is resize_token_embeddings not updating output embeddings; different bug and code path." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5/rotary-related, but one is CPU-offload incompatibility and the other is a missing decorator causing kernel registration failure; not the same fix." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs about return_all_scores vs a sys.modules access bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they affect different models and different failures: Qwen3OmniMoe video input handling vs SmolVLM padding calculation." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache behavior, but one is KV-cache continuation indexing in serve and the other is max_cache_length handling in cache config; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed/ZeRO3, but the failures are different: missing weight conversion vs deque underflow during ZeRO3 init." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but they target different models and different preprocessing paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache handling and removal of is_torch_fx_available are separate compatibility issues." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but one is a missing attribute on vision output and the other is a memory overflow in sam3-litetext; different bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss gating and an AMP/CUDA image loss crash are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a performance regression after upgrading Transformers." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and slow import times are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern composite Qwen configs, but one is a missing vision config field under strict validation and the other is auto-model unwrapping of text_config; different failures." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "A v5 compatibility break in trust_remote_code is not the same as a Qwen3.5 kernel registration decorator bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A token embedding resize bug and a general tokenization version-change report are not the same underlying issue." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but one blocks granite_speech loading while the other silently drops a Qwen3_5MoeVisionConfig field; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2_5_VLImageProcessor and an IndexError during ZeRO3+BertModel init are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embedding/serialization behavior, but one is tied-weight serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast and tokenizer error masking when protobuf is absent are separate issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline dropping final partial batches are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific Nemotron Flash Attention 2 support error and a generic Flash Attention 2.0 issue title are not enough to establish the same bug or change." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video input regression and a Windows/ROCm torch.distributed import problem are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are different model/config issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward pass and Gemma 4 mm_token_type_ids defaults are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": 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The soft-similarity edges do not describe the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: a generic dependency issue vs a tokenizer padding performance regression." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths and symptoms: FP8 accuracy vs a Qwen3.5 MoE from_pretrained load error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention training instability, but the affected mechanisms differ: flash_attention_3 behavior vs checkpoint/init NaNs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is an API request handling rejection, the other is a serve-time AttributeError in a processor class." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model/runtime issues: FP8 accuracy regression vs Qwen3-VL-Moe compatibility/load failure." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely different areas: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different model families." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 umbrella, but different bugs: wrong model type warning vs missing text encoder weights loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms: FP8 accuracy issue vs image-specific infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No overlap in code path: ONNX import failure vs tokenizer spacing after added tokens." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but the specific failure modes differ: offset mappings vs BOS/EOS insertion." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One missing hub symbol is a specific import regression; the other is a broad post-upgrade import breakage." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading failure is unrelated to a wrong tokenizer decoder type in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different subsystems: Flash Attention 2 model behavior vs Sentence Transformers load hang." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both involve saving/loading or quantized artifacts, but the concrete failures are different." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 issues: type warning vs memory overflow in a specific model call." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under compile is unrelated to a docstring-only issue." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer bug in one model vs broader version-to-version tokenization change; too different to be duplicates." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config bug in MLA layernorm vs documentation error for position_ids." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance/regression is unrelated to torch.split return values." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure and pipeline-parallel output corruption are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific configuration mistakes: RoPE layer loss vs incorrect tied-weights warning." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failure modes: loading hang vs MacOS bus error on CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command regression is not the same as a NameError during sentence-transformers import." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug is not the same as failing to load a specific model." + } + ] + }, + "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": 22, + "review_unit_index": 46, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:42907|issue:44964", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43122|issue:44779", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278" + ], + "prepared_review_unit_hash": "12f591a6bcb5a238cf663706eaacf3cb228ca54ab561b50e9cd5e944f02b7b40", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues: import failures, tokenizer regressions, model-specific bugs, and runtime/configuration problems. The soft links mostly share broad vocabulary or subsystem names, not the same underlying defect.", + "confidence": 0.76, + "canonical_issue_reason": "No clear canonical issue; the items span multiple unrelated bug classes, so none safely subsumes the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s import/regression theme, but it should still be treated as a representative issue rather than a duplicate umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and cached_file kwargs forwarding are different model-loading code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and operations: save/dequantize failure vs multimodal model loading failure." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing import and the other is a broad version-upgrade regression; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save_pretrained/dequantization issue vs GLM-5 GenerationConfig validation error." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and removed Sam3LiteText config references are separate failure points." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug and multimodal assistant_masks bug are different code paths." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding and tool-call assistant-message crash are unrelated APIs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization, but one is a version-to-version behavior change and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenizer regression and multimodal assistant_masks failure are not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are separate subsystems." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 warning 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"left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval and incorrect output under pipeline parallelism are different runtime issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate dependency breakages." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend and Python 3.14 load failure are unrelated environment issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import error and layoutlmv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on a specific image are different model bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad slowdown are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer backend state are different tokenizer subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are distinct bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific layer_type_validation import error and broad many-import-errors regression are only loosely related by symptom class." + } + ] + }, + "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": 22, + "review_unit_index": 47, + "review_unit_count": 56, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + 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"issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "ef2c1fca19d14b80eaee55bad74a9b7ff30b59c4d192194cf3e47cf6611d134d", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 48, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:42371|issue:46617", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:42222|issue:45542", + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "f63ab2f9524241455b9876046c2b74b436afa18797888f0b3277bf1e384314f1", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a few near-neighbor regression reports around tokenizer/model loading, config handling, and import breakage. I did not find any soft pair that clearly describes the same concrete bug or fix path.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the best umbrella representative here: it describes broad import breakage after upgrading, which matches the main regression-oriented theme in the set better than the narrower one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the clearest and most generally useful issue in the group: it is user-facing, version-specific, and broad enough to stand in for the import-regression subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation failures, but they involve different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3-related loading/model-shape problems; too broad to treat as the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video-processor shape issue, the other is a missing-torchvision crash in AutoProcessor." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a small bug and the other is an xdist race in captured_info handling." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Config dtype/type-checking regression vs stale config.dtype after from_config are different code paths and symptoms." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated testing-utils bug versus a padding performance issue in SequenceFeatureExtractor." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct problems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a None mapping assumption and the other is a Mistral regex patch crash." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems entirely; no shared bug path." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not enough to merge as one bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression versus a noisy logging message; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm epsilon precision are different concerns." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat-generation crash for Qwen3.5-35B versus a padding efficiency issue; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning and key error while loading a different model are separate loading issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings and trust_remote_code cache loading have no shared code path." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8/B200 inference are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid and unrecognized model/config.json errors are different failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but 45278 is a broad upgrade report and 44933 is a specific image_utils import issue; not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3Next model-loading bugs with different symptoms." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer step called twice under deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol versus an audio-feature extraction issue; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output; not clearly the same fix." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Torch.split return-value handling and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and VitPose model breakage do not share the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing-utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config attribute and unexpected position-id key handling are different regression classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 49, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "93878241df6ca828fbfae4d997685e4bf9c483b06aa2a07c83f0581c06d800d7", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly superficial title similarity across unrelated bugs and regressions (imports, version breaks, model-specific issues, and video/processor problems). I would not merge any of the soft pairs as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a safe canonical: the items span many independent code paths. If forced, issue:45071 is the cleanest, most broadly scoped regression report, but it does not represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the best-written standalone issue here because it is a clear, specific regression with broad applicability; however, it is not a strong representative for the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs in different components: missing image-patch API vs MLA q_a_layernorm epsilon precision issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-related breakages, but one is an import error and the other is type-checking behavior; not the same underlying bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: PreTrainedConfig type checking vs tensorboard/TensorFlow backend detection." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both affect chat/completions, but one is API acceptance behavior and the other is streaming inference on Qwen3.5; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model loading issues, but one is weight-shape mismatch and the other is missing attention projections." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both mention tensor ops, but one is a torch.split return-value issue and the other is a dtype/transpose bug in deepseek-v4." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different precision/dtype problems in different models; not the same failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Both are tensor-indexing style complaints, but the concrete bugs and affected code paths differ." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Both are version/regression complaints, but max_shard_size documentation behavior is unrelated to Qwen3.5-Moe from_pretrained loading errors." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they target different models and likely different support gaps." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention problems: one is a model-specific incompatibility, the other is degenerate training under flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen/VL loading issues, but one is a shape mismatch and the other is a different Transformers v5/Qwen3-VL-Moe bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "An API removal warning is not the same bug as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different scopes: unsafe sys.modules access vs a small bug in testing_utils.py." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A processor-load crash without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are performance/behavior issues, but one is an infinite loop on a specific image and the other is a memory overflow problem." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Unrelated: a nonexistent image_utils import versus a documentation mismatch in set_training()." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are small implementation bugs, but in different GLM code paths with different symptoms." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different math bugs: RMS norm epsilon precision issue versus GLM-5 RoPE implementation." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve from_pretrained, but one is a mapping-name None bug and the other is a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A model sliding_window bug is unrelated to a testing utility bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both affect generation/prefill or batching, but they are distinct issues in different parts of the pipeline." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model-family implementation problems: DeepseekV3MoE divergence vs deepseek-v4 tensor conversion/transpose behavior." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/runtime failures: missing torchvision vs missing ReasoningEffort from mistral_common." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Both are regressions in v5-era code, but one is an API removal notice and the other is a flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training bugs: optimizer state corruption under FSDP2/PEFT vs Liger Kernel not being applied with model_init." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics; not clearly the same fix." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different packages, symbols, and failure causes." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3_5/MoE config or architecture issues, but one is missing attention projections and the other is a missing config field." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed embedding-tie API and a quantization save/load bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-VL/Moe-related, but one is a load bug and the other is missing layer projections; different underlying defects." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A processor import crash without torchvision is unrelated to a save_pretrained shard-size question." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 50, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012" + ], + "prepared_review_unit_hash": "6d37978ecda2e4f1b631a03a0f4cdf6ff83542ef3e225e45051e4fb9e4757cc6", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated reports across different subsystems. None of the soft pairs looks like the same underlying bug/change closely enough to merge, so I\u2019d reject all soft edges. As a standalone anchor, issue 44380 is the clearest and most concrete report in the set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44380 is the most narrowly scoped, technically specific bug report here, with a clear backend/model interaction and actionable symptom description.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the best overall triage anchor because it is precise, reproducible, and focused on one concrete code path, unlike the broader or noisier reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is a flaky test seeding problem, the other is a noisy logging message; unrelated symptoms and fixes." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer failures: duplicate AddedToken kwargs versus TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removal of a config option and a quantization offloading issue are different code paths and problems." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens weight are different loading issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto-docstring crash from future annotations are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling being ignored is not the same as lazy cache init causing recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision for AutoProcessor video loading is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and an unsupported tensorflow_text backend mapping are different root causes." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A video-model dependency crash and a notebook syntax error are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different models and code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation support messaging and saving Pipeline objects are different behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects do not share the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and an infinite-loop image bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same issue as a compile failure with SDPA." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning and a tie_word_embeddings warning are different warnings with different causes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights and the 50GB shard-size question are unrelated save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention unsupported for one model and GPT2 attention scaling ignored are different backend/model bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model backend limitation and a Python version compatibility issue are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API and noisy logging are unrelated; no shared failing path." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are different model-specific problems." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation on empty transcription and importing Trainer being blocked by datasets are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention code, but one is backend config being ignored while the other is a registration behavior change; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading; different operations and symptoms." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification issue." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging for pip install .[torch] and importing Trainer after uninstalling datasets are unrelated dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling behavior are unrelated training versus attention 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": 22, + "review_unit_index": 51, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:42898|issue:43066", + "issue:44483|issue:45290", + "issue:36010|issue:42757", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "4fd534b132225aee46317093081ea8a5f8c4fdcf6d35d23da274cd783a129861", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35980, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "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/HF issues that happen to share broad keywords like import, loading, saving, chat templating, or attention. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical for the cluster because the reports are heterogeneous. If triage needs one anchor, issue 45698 is the most broadly actionable serialization/loading report, but it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; they do not look like the same underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug are unrelated code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both involve PyTorch/precision behavior, but one is a compile-time warning and the other is a torch>=2.9 flex_attention failure; different bugs." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI breakage from removed config references and a noisy logging message are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both are chat-related, but one is /v1/chat/completions request handling and the other is apply_chat_template crashing on batched input." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP outputs, but missing attentions and missing hidden_states are different regression surfaces and not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "These are different Qwen3-VL/Qwen3.5 feature requests/bugs around fp8 support, not the same failure." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Model custom-module loading after save_pretrained and a deepseek-v4 dtype/transpose bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and local_files_only still triggering network calls are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-selection bug and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is specific to Qwen3VL MoE models and the other is a generic state_dict sorting issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained problems with different object types." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated attribute regressions." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and importing Trainer being blocked by datasets are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "One is embedding resize propagation, the other is Gemma4 bidirectional attention mask construction; different bugs." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cleanup behavior and decoder-type mismatch are different tokenizer regressions." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/template adjacent, but they fail in different layers and with different inputs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors for different symbols/modules; not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and inability to save Pipeline objects are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression and Pipeline save_pretrained failure are distinct save/load bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention 2 for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A missing config attribute and a post_init validation rule are different model-definition issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are both platform/version compatibility reports, but Python 3.9/3.10 vs Python 3.14 failures are not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic sorted state_dict loading error and Qwen3.5 save_pretrained checkpoint corruption are different checkpoint bugs." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 attention masking are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size and missing pad_token_id are both config-attribute regressions, but in different models and code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP hidden-field regression and Qwen3.5 checkpoint saving corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size and Qwen3.5 num_labels propagation do not share an underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix and saving Pipeline objects are separate serialization problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed training optimizer-state bug and a typo in cache-strategy text are completely 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": 22, + "review_unit_index": 52, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-474", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "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", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43874|issue:46617", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:44387|issue:44556" + ], + "prepared_review_unit_hash": "5c98dc5e47a34c3f01295f5ab824a16e498c098eba1e2af6c747ec4cb7171b16", + "component_budget": { + "node_count": 474, + "item_count": 474, + "soft_pair_count": 1743, + "serialized_chars": 903768, + "estimated_input_tokens": 225942, + "estimated_eval_tokens": 452140 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "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 v5 regressions and model-specific loading/training issues, with only one plausible duplicate pair around import-time slowdown.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45278 is the broadest representative here: it summarizes the general v5 upgrade/import-regression theme that best fits the cluster\u2019s overall shape.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the set because it is the most general umbrella for the many v5-related import/load breakages, rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are model loading failures, but they involve different architectures and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failures are unrelated code paths." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`update()`/`no_grad` behavior is a cache-layer bug, while the other issue is about widespread import errors after a version upgrade." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is about compiled Python files and the other is a Python 3.13 `torch.jit.script` parsing/indentation issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regressions." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A sorted-state-dict load error and a Gemma pipeline roundtrip issue are not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different models, different failures: sorted state-dict loading vs missing Qwen vision config field." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A missing config attribute in Gemma3 is unrelated to the FSDP2/PEFT optimizer-state bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is seed-driven flakiness and the other is an xdist file race; different root causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These both point to the same top-level problem: `transformers` import is slow. Issue 41669 suggests a concrete cause (`import *` in models), and 44246 reports the same import-time slowdown symptom." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache/layer `update()` bug is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training issues and Qwen2 TP OOM are both TP-adjacent, but they are not the same concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading failure from a sorted state dict is unrelated to incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and PatchTSMixer `post_init` handling are unrelated model regressions." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics and Python version compatibility are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Two Qwen-related loading errors, but they concern different models and different missing pieces." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "A missing PyTorch dependency error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-family issues, but one is about attentions output and the other is a structural `.text_model` inconsistency; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in DSA indexing is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to a Phi-4 multimodal load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but the causes differ completely." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related test flakiness and removed-config references in auto_mappings are different issues." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and SmolVLM frame-count semantics are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "A missing image-processor method and a cache FileNotFoundError are unrelated load-time failures." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only` network requests and `AddedToken` argument duplication are unrelated tokenizer/runtime bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but one is specifically tokenizer loading and the other is checkpoint reload compatibility; 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The clearest duplicate candidates are the Qwen3.5 MoE loading reports and the RoFormer attention/kwargs reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45125 is the most concrete root-cause report, naming the missing `_tp_plan` needed for Qwen3_5MoeForConditionalGeneration tensor-parallel/model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the best representative issue because it is specific, actionable, and likely describes the underlying fix target rather than a downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems: cache/layer update decoration vs. Sam3PixelDecoder dummy Conv2d." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both involve loading/imports, but one is a missing Qwen2.5-VL class import and the other is a trust_remote_code cache 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"analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated one-off issues, with only loose thematic overlap around Transformers v5 regressions and model-loading/tokenizer problems. No soft pair looks like a true duplicate or mergeable same-fix target.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45850 is the broadest umbrella regression report in the set and the closest thing to a cluster representative, even though the surrounding issues are mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most general, cluster-like issue and the best anchor for triage among these otherwise disparate bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different model and bug path: Qwen3VL timestamp math vs SmolVLM video padding calculation." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "One is the v5 env command; the other is a lazy-loading regression. 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No shared code path or same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "702605d56168993f0343cb1ae6181a0ef4ec045215e48cce94cdc22071b42cb7", + "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": null, + "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": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "90a490c32083c001d86c1aff5420f4d55baef159d5e72d21e055c46e35bd137d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 22, + "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": "a8da4ecd3566823f8383eadf8edc0802c1c5bba14b60fc7f9fc95c92068cef11", + "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 to Qwen model support, but they target different model families and different auto-model tasks, so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader, more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration. It best represents the general support gap in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best anchor for this cluster because it is the wider model-registration request, while 44405 is a narrower task-specific addition for Qwen3.5 sequence classification.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for generic/generation auto classes vs. Qwen3.5 sequence classification support. Different model families and tasks, so 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": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "fd6e1f082052e0617b42929530767fa9a2097cf0be15bcad58dacc2e3e5bfbe7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "026376a84cf4ee77dd106f47701eb270aedab76b06a9ebd561b4cfe71f98f745", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 22, + "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": "fc498a4b11ddb1f45028a3c0b43534a0cb8febee3242a436c3edbd4549583ec5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and very similar content, so they are effectively duplicates of the same report. Issue #45145 is the better canonical/best issue because it has an inbound reference and slightly more linkage context.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 should be canonical because it has the same title as #45151 and has an inbound reference, making it the more connected representative of the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue overall for the same reason: it is the more referenced duplicate and is the clearest anchor for the shared topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept: identical title and near-identical issue content strongly indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 22, + "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": 15, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "25db83f18cf11204ec8b2bf3b2130e217f5aee950ebe7201480ab4dba0af743f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 22, + "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": "30b0f1206d8e0d3a265c3cc73d6bda0c1aecb233aac69b0fd55133d54e18b4d6", + "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": "Two closed issues with empty bodies and personal-name/date titles; there is no evidence they describe the same bug or any actionable product change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both issues are empty and unrelated on their face, with no duplicate indicators beyond a weak text similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful best candidate; issue:45762 is only marginally earlier, but both are equally uninformative and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are just different personal names with dates, and both issues have no body, links, or shared technical context indicating the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 22, + "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": "4b0794a2c7d3931ae837fe2056d0ae280a9589ea45cf915b2d3bdf050081aad1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not appear to describe the same underlying bug or request; they are just two unrelated title-only posts with different names and dates, with no bodies or cross-references.", + "confidence": 0.98, + "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": "The titles are different personal-name/date strings with no shared problem description, body, or links; this is not evidence of a duplicate 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": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "dce5bb8d30052730dadaa6ed95c60f042ab83abc17d19eb2d1857347c2048cad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 22, + "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": "4de8f32a6c826d7535c9d3fc9fa1824d2b0999b8c0520be8725daa5b26998841", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to split into two likely duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is thematically related but looks like a different dataset/sample request, so it should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it splits into two separate likely-duplicate pairs. If forced to pick one representative, 45870 is the best canonical issue for the first pair since it is the earlier report and shares the same title/body length signal as 45871, though the full body text is not visible here.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest issue representative for this cluster slice because it is the earlier member of the likely duplicate pair 45870/45871. It does not represent 45872/45873, so the cluster is still better viewed as two related subgroups rather than one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-data theme, but 45869 is a dataset bundle/sample request while 45870 is an example/prediction issue. Different underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related theme only; 45869 is about a dataset bundle, not the same example issue as 45871." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Highly similar: identical title and matching body length strongly suggest a duplicate, though the full body text is not shown here." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge/financial content, but one is an example issue and the other is a scraping-service request. Different underlying work." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad topic, but not the same concrete issue; 45873 is a scraping-service request, not the example prediction issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different issue topics despite shared financial/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request: example prediction issue versus scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Highly similar: identical title and matching body length strongly suggest a duplicate, though the full body text is not shown here." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster split is reasonable, but the summary is a bit too strong for the evidence shown. The packet gives identical titles and matching body lengths for 45870/45871 and 45872/45873, but it does not include the body text, so claims like \"title/body match exactly\" and \"exact duplicate issue pair\" overstate what is directly supported. Please downgrade those soft-edge verdicts and canonical reasoning to conservative language such as \"likely duplicate\" or \"highly similar\" unless fuller body evidence is available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 22, + "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": "3b2cbef0d1651bd51b74f7d851f9e9d5736ba43bd049ff88a8b69832da1550c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point to the same static-cache / linear-attention failure mode: one reports shape corruption during `early_initialization`, the other reports a `KeyError` for `linear_attention` in Qwen3.5. The model-specific crash looks like a symptom of the same underlying cache-path bug, so they should be clustered together.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader underlying mechanism (`early_initialization` corrupting linear-attention layers and causing wrong shapes), which can encompass the model-specific crash in 46441.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the clearest general report of the defect and is not tied to a single model variant; it is the best anchor for deduping related static-cache linear-attention failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": true, + "reason": "Same static-cache/linear-attention code path, with 46441 likely a downstream manifestation of the shape-corruption bug described in 46439." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is plausible, but the packet only supports a weak similarity signal: the two issues share `static` cache and `linear_attention` wording, yet one is about wrong shapes during `early_initialization` and the other is a `KeyError` in Qwen3.5. That is not enough to assert they are the same underlying bug or to accept the soft-edge merge. Please downgrade the summary to tentative similarity and avoid claiming a shared root cause without stronger evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 22, + "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": "91b1078c3bb1e959bfcf05980c09f8312c364c2ddec8af68a732c6e370a2e16b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-exact duplicates about the same Wav2Vec2CTCTokenizer v5 special-token regression; the open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better live canonical record for this duplicated bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 best represents the cluster because it is still open and already being referenced, while #46551 is closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same described bug, and identical scope; these clearly refer to the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have identical titles and the same body length, and the pair is marked with soft_similarity. Preferring #46552 as the canonical issue because it is still open and has inbound references is a conservative, well-supported choice. No PR-mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 22, + "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": "2807091cdcc73b81fc6a9a2a571d3c11e01bcf77ca47950d78623758ab96fe03", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the reports describe different symptoms and likely different bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46692 is the more specific report (RT-DETR v2 OOM after epochs), but neither issue clearly subsumes the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor shape mismatch vs memory exhaustion. Similar training context is not enough to treat them as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "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-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "31cfcee80e6ca0e010a1cb70a3594fd6b00a62ccc8c5287be3caeffdacf9fcf8", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38154, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38154, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated pull requests are grouped together here; the only true duplicate-style pair is the two nearly identical `fixed_cross_entropy` kwargs patches. All other pairs touch different models, features, or test/doc work and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate pair: it targets the underlying `fixed_cross_entropy` bug directly, has the explicit issue link, and is the slightly more complete/intentional patch for passing `weight` and `label_smoothing` through to `nn.functional.cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative in this set because it is the only clear same-change duplicate with 43254 and has the clearest issue linkage and review signal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition vs. an Executorch dynamic-shape test; different code paths and not the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method addition vs. a new MobileLLM model; unrelated features." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API patch vs. Executorch test coverage; no shared bug or mergeable common fix." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness work vs. MobileLLM model implementation; different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs. new MobileLLM model; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs. Mistral4 test/model work; different subsystems and problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs. Mistral4 test/model fixes; same broad testing theme but not the same concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape test vs. MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs. config resolution order fix; separate concerns." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition vs. Falcon output-collection refactor; not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs. model-creation skill/docs; completely different scope." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs. Mistral4 test/model fixes; unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/model wiring vs. CLIP-like `layrnorm` rename fix; different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model work vs. chat parsing updates; no shared fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model work vs. TDT loss kernel integration; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work vs. `cls.config` resolution ordering; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 model/test changes vs. model-creation skill/docs; not a duplicate change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs. skill/docs PR; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` implementation to forward cross-entropy kwargs; they fix the same concrete bug and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate-pair call on 43251/43254 is grounded in the packet: same file, same function, same issue target, and the diffs are nearly identical. The non-duplicate rejections are conservative and fit the provided previews. Minor caution: the canonical-pr wording about one patch being \"more complete/intentional\" is a bit subjective, but it does not materially overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "4be58dd3c857b164a3c8ec23c09512099932d52bf2a95abc210754796b1541f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 36, + "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": "51bc037d3b41f6a1a599a2c44b6347f82f16cd0d4669c30512bdc991c47afc49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "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, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change, so the soft match should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these PRs target different models, code paths, and features, so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global canonical choice for the cluster because the cluster is not a true duplicate set; the PRs are unrelated feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and unrelated feature work (TimesFM covariates vs DINOv3 image classification); no shared underlying bug or mergeable code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "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": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "4fb64066e5fbd67b187b64e001667e88d82763861dbbaa9f67ee4ed449c93aba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 36, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "87cceb56a046e5f73b8df753783e51d7463cafd112beb36639866161a9c0b684", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20759, + "estimated_input_tokens": 5190, + "estimated_eval_tokens": 10636 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20759, + "estimated_input_tokens": 5190, + "estimated_eval_tokens": 10636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a set of unrelated model-addition PRs. The only plausible duplicate pair is the two Step 3.7 Flash PRs, which both appear to implement the same model support despite one being a WIP/mini-model variant.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the cleaner canonical representative for the Step 3.7 Flash work: it has the clearer final model title, the main library integration, and a focused tests/docs footprint.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best overall representative because it is the most self-contained, fully-scoped model addition among the cluster and is the most likely target for deduplication against the later WIP variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo). They share template files only, not the same underlying feature or code path." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2). Same broad pattern, but not the same model or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model additions (ViT NEPA vs CTSM). No shared concrete bug/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families/versions; this is not a duplicate implementation of one concrete feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated additions; shared docs/auto-registration files are not enough to make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations with different code paths and tests." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are unrelated model additions; they only overlap on registry/docs plumbing." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs target Step 3.7 Flash support and appear to implement the same model integration, with the later PR looking like a WIP/alternate packaging of the same feature." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + 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false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "9996529e7f254958d023adbf5a073cc3668f42065b6cf1c8af1ca022e5a42302", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + 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"node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 36, + "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": "c7f2cac2afcef5e0ca373aabad43bfd7cb2d8c1a513b8d73957ab52e9e3b5860", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They share a file and a customization theme, but not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete representative change: it introduces `_loss_is_scaled_for_ga` and alters `training_step` loss normalization behavior for custom trainers.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger cluster representative because it makes a focused, user-facing trainer behavior change with a clear code-path impact; #43663 is a separate refactor/API hook for column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both are trainer extensibility changes, but they target different code paths and problems: one is about gradient accumulation loss scaling, the other about model signature/column filtering. They would not naturally be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "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": "c562aba0fece53118775ec68737d04d754b3833bfcf64b37aaf6254122ff1278", + "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 patch `src/transformers/cli/serve.py` around the same `TypeAdapter` annotation/runtime NameError in the CLI server, with slightly different implementation styles. They look like duplicate fixes for the same bug.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more focused fix for the exact `TypeAdapter` NameError case (especially when pydantic is unavailable) and makes the smallest targeted change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it directly addresses the reported NameError with minimal scope, while PR #43656 includes broader annotation cleanup beyond the core bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same underlying `TypeAdapter` NameError in `serve.py` and differ mainly in how they avoid runtime annotation evaluation; they could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded: both PRs touch `src/transformers/cli/serve.py` and both appear aimed at the same `TypeAdapter`/annotation `NameError` class of bug. The soft pair acceptance is conservative enough given the titles and diffs, and the PRs look mergeable into a single fix, though PR #43656 is broader than the minimal TypeAdapter-only change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "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:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "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:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "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" + ], + "prepared_review_unit_hash": "e85a62eb927e67fe6d94f9014e0ca5728fbec11711a512cd92515105c495350d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84884, + "estimated_input_tokens": 21221, + "estimated_eval_tokens": 42698 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75079, + "estimated_input_tokens": 18770, + "estimated_eval_tokens": 37796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a family of model-specific refactors to standardized output tracing around umbrella issue #43979, not one single bug fix. The only strong duplicate-like pairs are within the same model/code path (notably GPT-J/CodeGen, ResNet, GPT-Neo, and Flaubert).", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest cluster anchor: it has the explicit issue link, touches the core GPT-J/CodeGen output-tracing path, and is a concrete implementation of the shared refactor rather than a loose sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best representative for this cluster because it is substantial, explicitly tied to the umbrella issue, and most centrally reflects the shared standardized output-tracing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough to treat these as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + 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They are related subsystem changes, not the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45548 is the cleaner canonical representative for the specific bug it targets: it has a narrower scope, directly adds `distributed_config` serialization handling and a `has_ep` helper for loading behavior, and its title matches the concrete EP + ZeRO-3/accelerate launch issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 45548 is the better standalone representative because it is more focused and self-contained. PR 45662 spans multiple files and a different code path (post-shard wrapping / MoE / FSDP2), so it is less suitable as a canonical example for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: they share the broad expert-parallel loading area, but fix different concrete bugs. 45548 is about preserving EP config / enabling loading under DeepSpeed ZeRO-3; 45662 prevents expert tensors from being overwritten under FSDP2 via rank-0 broadcast. The code paths and mergeable changes are not the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "ae90077e4c97ff22cfee96c61d24cf094c3cd11f0dc58b8783e28d6dedf6e118", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 36, + "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-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "722d2e0dbec782b3cbf5649c4e3cbb8c13b4d987cbb1caf3ed982204b43e957e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4375, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4375, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds a model registry entry for GLM-ASR in AutoModel, while the other enables attn_implementation dispatch for RecurrentGemma with code, docs, and tests. They address different models and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the better canonical PR because it is a concrete implementation change with a clear bug/feature scope: enabling attention-implementation dispatch for RecurrentGemma across model code and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the strongest representative of the cluster since it has the more substantive, self-contained code-path change; PR 45670 is a separate AutoModel registry tweak for a different model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different underlying changes: 45670 registers glmasr in AutoModel mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. They do not fix the same bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "ed3b51a10da32dee262b438aaf8458272df02d5e7beed2f672fa2b7732cca67c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter-rule PRs: one updates forward signatures/return handling for TRF003, the other changes weight initialization behavior for TRF018. They overlap only by touching some of the same model files, not the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the better representative because it is the earlier, more discussion-heavy PR and its scope is a coherent forward-method rule implementation across several models.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the strongest cluster representative: it has a clear single-purpose change set and broader evidence of being the primary rule implementation work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different code paths: TRF003 updates forward/return-dict handling, while TRF018 rewrites _init_weights initialization logic. Shared model filenames do not indicate 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": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "b96068604a7a92890c942f4db06c740c29eb47b7f25be5f0651e5cdd16926e2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5084, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5084, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 36, + "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": "ed57aa7fedd7026658c6cda9043a749e8c5b1eb43940b2ce86ea019a7c2a35a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5522, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5522, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap in distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base PR touching many unrelated areas. The shared files are incidental overlap, not evidence of a duplicate change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained change with a clear feature goal (EP + Trainer integration). #46269 is too broad and looks like a branch-base integration PR rather than the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative for this cluster because it has a narrow, well-defined scope and the shared distributed files appear to be part of that feature. #46269 is a large umbrella PR and is not a good canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in a few distributed filenames, but the PRs are not the same underlying code change. #46126 implements EP/trainer integration, while #46269 is a broad distributed branch base spanning many unrelated modifications." + } + ] + }, + "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": 36, + "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-46138-9", + "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" + ], + "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:46504", + "pull_request:46138|pull_request:46432", + "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:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "25cfcb2c93fe6361064dc9ccb9a30bb4a5faf145b49d8c22048e19b67489e8b7", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23354, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23354, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate workflow-maintenance pull requests, not duplicate fixes. The soft links are driven by broad similarity (mostly \u201cchore: update .yml\u201d), but the actual diffs target different files and different changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items are unrelated workflow-only changes across different files and concerns, so there is no duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "No clear best PR for deduplication: none of these PRs appears to be the same concrete change as another, so no single PR should represent the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different changes; only broad CI/workflow similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits in different files; not the same fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow content and purpose; similarity is only superficial." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow file and distinct behavior change; not a duplicate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Separate workflow update in another file; no shared underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different logic changes; not the same PR." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow file and unrelated fix; only same repo area." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Separate workflow concerns; not the same concrete change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes; similarity is only at the CI-workflow level." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes in different files; not a duplicate change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and different purpose; no same underlying bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Both are workflow tweaks, but they change different jobs/files and fix different problems." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Distinct workflow updates with different behavior; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete bug or code path; only broad workflow similarity." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow logic in different files; not the same underlying change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Separate workflow maintenance changes; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and different CI concerns; not the same fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Same broad CI area, but different workflows and different behavior changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated edits; not a duplicate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes; similarity is only superficial." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Not the same concrete bug/change; different workflow files and goals." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files with unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but the diffs address different issues in the workflow and are not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one changes security checks and the other changes reusable-workflow wiring/comments; not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but distinct workflow concerns and different code paths; do not merge as 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": 30, + "component_count": 36, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "1ef5cf4049b4946d81ffcffc765fc51e40289bc95f19d95f0b28091ddaa06820", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad theme of replacing brittle file-based source inspection, but they touch different code paths and fix different helper functions, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the clearer standalone fix: it updates _can_set_attn_implementation in modeling_utils.py and adds tests, making it the most concrete representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the best fit as a representative PR because it has a specific bug fix, a narrow scope, and accompanying tests; #46152 is a broader utility change in a different module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open()-based source access, but they change different modules and different implementation paths; they are related refactors, not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "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-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "229891315f9ec9f30646e329a3faac76726c0c26ebdbfbee4c1c1d85738cf9c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by theme (adding SDPA dispatch support), but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are parallel feature additions for different architectures (T5 vs wav2vec2/audio models), not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the better representative of the cluster theme because it is the broader audio-model rollout and has much heavier review activity, but it is still not a duplicate of 46154.", + "soft_edge_verdicts": [ + { + "left": "[T5] Support attn_implementation=sdpa dispatch", + "right": "[wav2vec2] Support attn_implementation=sdpa dispatch", + "accept": false, + "reason": "Both are SDPA-dispatch feature PRs, but they modify different model implementations and 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 + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "5d0bcf7a34d86b2c66c9981333744b82eb879db673f0f8af1080e50968717fac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same right-window boundary bug in Moonshine streaming; PR 46546 is the broader, more complete patch and is the better canonical choice.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the more complete fix: it includes the Moonshine boundary correction, adds the related Gemma4 boundary fix, and includes a test, making it the best representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest standalone PR because it covers the concrete boundary bug more comprehensively and is more likely to be the final merged form of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs correct the same off-by-one right-window boundary in the same Moonshine streaming mask logic, and they could plausibly be consolidated into one change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "5a00cbada216d47ef8449620c6dcaa96d22f95bf45ba855f464d085d6de8dc36", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "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": "972dd3e80f1cb510fc578976cf660a1e8b638bb78e93047b668726dbad8a9ee4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode behavior around leading spaces, and the other fixes DeepSeek checkpoints being routed to the wrong tokenizer class. They touch different code paths and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the PRs address different bugs. If one must be chosen for the cluster, #46580 is slightly more representative of a concrete loading-class fix with explicit checkpoint targeting, but it is not a duplicate of #46574.", + "best_issue_reason": null, + "best_pr_reason": "#46580 is the cleaner representative of its own bug report: the title and diff clearly describe a specific tokenizer-class misrouting problem for named checkpoints. #46574 is likewise well-scoped, but it is about decode stripping in a different model family, so it does not serve as a better cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama decode stripping vs DeepSeek tokenizer-class selection. They do not appear 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "77158247553010888734be05040f363d7ebaea89c3987cd912f5e157eeab0be5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer PRs touching the same files, but they implement different changes: one is a refactor moving `MistralConverter`, the other adds tekken tokenizer detection/conversion/save support. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantial functional change: it adds new tokenizer detection/conversion/save behavior, whereas #46603 is mainly a package refactor moving `MistralConverter`.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the better representative of the cluster because it introduces the primary user-facing functionality and is broader in scope than the companion refactor PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying changes: #46603 moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files alone do not make them the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/manifest.json b/snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e4cf50088f310e128821771b3bc76a581c58c903 --- /dev/null +++ b/snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260616t180029z", + "artifacts": { + "hybrid": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-16T18:22:04Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260616T180029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260616T180029Z/manifest.json b/snapshots/20260616T180029Z/manifest.json index 8924364efea2affdbc75be4cc842439b88571d58..9789b5b4bf1ce8d6d49dc0e7682b1116415e2284 100644 --- a/snapshots/20260616T180029Z/manifest.json +++ b/snapshots/20260616T180029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1895 }, "extracted_at": "2026-06-16T18:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260616t180029z", + "runs": { + "hybrid-model-20260616t180029z": { + "analysis_id": "hybrid-model-20260616t180029z", + "artifacts": { + "hybrid": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/manifest.json", + "model": null, + "published_at": "2026-06-16T18:22:04Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260616T180029Z", "watermark": {