diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index bc1d46aec6bd8b1fb035d6d8a2db1ef51a21d38d..a6de8bff620718937389d5112e1c46f1287d7a64 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": "20260601T180035Z", - "generated_at": "2026-06-01T18:10:35Z", + "snapshot_id": "20260602T000030Z", + "generated_at": "2026-06-02T00:04:33Z", "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": 0.316, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.444, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44010, + "right_pr_number": 44085, + "code_similarity": 0.217, + "size_similarity": 0.816, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.36, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44010, + "right_pr_number": 44129, + "code_similarity": 0.156, + "size_similarity": 0.617, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.22, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44010, + "right_pr_number": 44154, + "code_similarity": 0.157, + "size_similarity": 0.558, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.3, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44010, + "right_pr_number": 44722, + "code_similarity": 0.227, + "size_similarity": 0.884, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.336, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 44013, "right_pr_number": 44044, @@ -1614,6 +1909,133 @@ } ] }, + { + "cluster_id": "cluster-44056-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44056, + "issue_numbers": [], + "pr_numbers": [ + 44056, + 44073, + 44074 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44056, + "right_pr_number": 44073, + "code_similarity": 0.233, + "size_similarity": 0.925, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.317, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44056, + "right_pr_number": 44074, + "code_similarity": 0.139, + "size_similarity": 0.536, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.214, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44073, + "right_pr_number": 44074, + "code_similarity": 0.141, + "size_similarity": 0.58, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1888,6 +2310,35 @@ ] } ] + }, + { + "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": [], @@ -1919,6 +2370,15 @@ "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-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-43698-3", "canonical_pr_number": 43779, @@ -1929,10 +2389,12 @@ "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, @@ -1943,7 +2405,7 @@ 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-44018-2", @@ -1954,6 +2416,25 @@ "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, @@ -1989,9 +2470,9 @@ "score": 164.0 }, "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 9cab89331f95a9c19a0270d01666f673a58d2db8..6b24b190d37e42eb5a46dbe9d455f0a7216a9993 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260601T180035Z", - "generated_at": "2026-06-01T18:10:35Z", + "snapshot_id": "20260602T000030Z", + "generated_at": "2026-06-02T00:04:33Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -569,8 +569,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -964,8 +964,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -1287,8 +1287,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -1601,8 +1601,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -1937,8 +1937,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -2259,8 +2259,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -2583,8 +2583,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -2902,8 +2902,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -3227,8 +3227,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -3539,8 +3539,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -3865,8 +3865,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -4168,8 +4168,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -4479,8 +4479,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -4786,8 +4786,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -5105,8 +5105,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -5388,8 +5388,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -5674,8 +5674,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -5989,8 +5989,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -6305,8 +6305,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -6588,8 +6588,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -6921,8 +6921,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -7219,8 +7219,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -7523,8 +7523,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -7830,8 +7830,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -8130,8 +8130,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -8444,8 +8444,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -8756,8 +8756,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -9075,8 +9075,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -9359,8 +9359,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -9657,8 +9657,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -9948,8 +9948,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -10252,8 +10252,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -10563,8 +10563,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -10874,8 +10874,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -11200,8 +11200,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -11519,8 +11519,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -11823,8 +11823,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -12164,8 +12164,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -12470,8 +12470,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -12796,8 +12796,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -13094,8 +13094,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -13406,8 +13406,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -13718,8 +13718,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -14009,8 +14009,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -14342,8 +14342,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -14682,8 +14682,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -15001,8 +15001,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -15350,8 +15350,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -15686,8 +15686,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -16055,8 +16055,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -16453,8 +16453,8 @@ "review_unit_count": 52, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-443", "nodes": [ @@ -16577,8 +16577,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16655,8 +16655,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16726,8 +16726,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16789,8 +16789,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17022,8 +17022,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17344,8 +17344,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17407,8 +17407,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17470,8 +17470,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -17533,8 +17533,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -17633,8 +17633,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17755,8 +17755,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17875,8 +17875,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17938,8 +17938,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18001,8 +18001,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18064,8 +18064,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18127,8 +18127,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18240,7 +18240,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18288,12 +18288,12 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8edeccc0b4a0a62222a11427b9e67968bac6c33191f1365bfce6afb92809563f", + "prepared_review_unit_hash": "98c8ca6d731eb09af59ad5d934085c8d0fa70c0cf9fb1725c453ea36814ca3cd", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40309, + "serialized_chars": 40310, "estimated_input_tokens": 10078, "estimated_eval_tokens": 20412 }, @@ -18301,7 +18301,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40309, + "serialized_chars": 40310, "estimated_input_tokens": 10078, "estimated_eval_tokens": 20412 }, @@ -18310,138 +18310,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous false-positive similarity. The only true duplicate pair is the two fixed_cross_entropy PRs; the rest are unrelated model additions, docs, kernel routing, or test-only changes.", - "confidence": 0.94, + "summary": "This cluster is mostly heterogeneous. The only true duplicate pair is the two `fixed_cross_entropy` PRs, which implement the same loss-kwargs fix; the rest are superficial overlaps in broad subsystem or file touchpoints and should remain separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43254 is the clearest canonical representative of the only real duplicate pair: it directly adds supported kwargs to fixed_cross_entropy and cleanly captures the shared cross-entropy fix.", + "canonical_pr_reason": "PR #43251 is the best canonical PR: it directly targets issue #43240, makes the `cross_entropy` kwargs change in `loss_utils.py`, and is the more explicit representative of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43254 is the best overall PR candidate because it most directly represents the cluster\u2019s only genuine overlap; the other PRs are not the same underlying change.", + "best_pr_reason": "PR #43251 is the strongest representative for the duplicate group because it has the explicit issue link and the cleanest description of the same `fixed_cross_entropy` change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model integration vs ExecuTorch export tests; unrelated changes." + "reason": "Unrelated PRs: one adds Videoprism, the other adds an Executorch dynamic-shape test. No shared bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer helper methods vs export/dynamic-shape testing; different code paths." + "reason": "Different tokenizer methods vs Executorch export tests; no same underlying code-path fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs adding a new MobileLLM model; no shared bug/change." + "reason": "Mistral tokenizer method additions and MobileLLM model addition are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs new MobileLLM model implementation; unrelated." + "reason": "Processor-pretrained robustness work is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; different subsystem." + "reason": "Loss-function kwargs fix vs new MobileLLM model addition; completely different changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy loss helper change vs Mistral4 test fixes; not the same code-path." + "reason": "The loss-function kwargs patch is unrelated to Mistral4 test/model updates." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 model/test changes; unrelated work." + "reason": "Executorch export test coverage and Mistral4 model/test fixes are not the same change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export dynamic-shape test vs model addition; no common underlying fix." + "reason": "Dynamic-shape export tests and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs config-resolution ordering fix; unrelated." + "reason": "Adding MobileLLM and fixing `cls.config` resolution are separate concerns." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon refactor for output collection; different changes." + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-interface refactor vs model-creation skill docs; not the same artifact." + "reason": "Falcon refactoring and model-creation skill/docs are different workstreams." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 test fixes; different models and problems." + "reason": "Falcon output-collection refactor and Mistral4 test fixes do not describe the same bug or change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-family layernorm rename; unrelated." + "reason": "Mistral4 test fixes and `layrnorm` renaming across CLIP-like models are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs chat parsing/serve overhaul; unrelated code paths." + "reason": "Mistral4 fixes and serve chat parsing updates are different subsystems and changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel integration; different areas." + "reason": "Mistral4 test/model fixes are unrelated to adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs config-resolution fix; unrelated." + "reason": "Mistral4 fixes and config resolution ordering are not the same underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model test fixes vs skill/documentation PR; not a duplicate change." + "reason": "Shared auto/modeling surface is too broad; Mistral4 fixes and model-creation skill are not duplicate changes." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model implementation vs skill/docs; no shared underlying bug." + "reason": "MobileLLM addition and model-creation skill/docs are unrelated." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "TDT loss kernel integration vs ROCm AITER kernel routing; both kernel-related but different functionality." + "reason": "Both touch hub-kernel plumbing, but one adds TDT loss kernel support while the other routes AITER kernels for ROCm; distinct changes and code paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy API gap by forwarding supported nn.functional.cross_entropy kwargs; they are alternate implementations of the same change." + "reason": "Both PRs patch `fixed_cross_entropy` in the same file to pass supported `cross_entropy` kwargs for issue #43240; they are the same underlying fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it identifies the only explicitly supported duplicate pair (43251/43254) and treats the remaining soft matches as unrelated. The accepted pair is plausibly the same fixed_cross_entropy bugfix, and the rejected pairs do not look mergeable into a single PR for the same change." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the two `fixed_cross_entropy` PRs, which clearly share the same file and issue target (#43240) and look mergeable as one loss-kwargs bugfix. The remaining false verdicts are supported by distinct filenames, targets, and change descriptions, with no obvious overstated duplicate claims." }, "evaluator_used": true, "retried": false, @@ -18452,7 +18452,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18473,12 +18473,12 @@ "pull_request:42781|pull_request:46332", "pull_request:46331|pull_request:46332" ], - "prepared_review_unit_hash": "a663a0e9fe475d8bd8bc056fbdd85d306283901f57193af8dcb24239578d9582", + "prepared_review_unit_hash": "37d966c1425ebcb6ae91faf778268065ee059aa2a84b2cfd95f2ff3c3ec3253e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 14484, + "serialized_chars": 14482, "estimated_input_tokens": 3621, "estimated_eval_tokens": 7498 }, @@ -18486,7 +18486,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 14484, + "serialized_chars": 14482, "estimated_input_tokens": 3621, "estimated_eval_tokens": 7498 }, @@ -18495,36 +18495,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all in the audio/ASR model-registration area, but they add different models or variants (VibeVoice core, VibeVoice Realtime, Parakeet-RNNT, Nemotron ASR). The shared docs/auto-mapping edits are superficial; none are the same underlying change.", - "confidence": 0.96, + "summary": "These PRs are all in the audio/ASR/model-registration area, but they add different models or variants: VibeVoice, VibeVoice Realtime, Parakeet-RNNT, and Nemotron ASR Streaming. The overlap is mostly shared auto-registry/docs plumbing, not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains separate feature additions for different models/variants rather than duplicates of one change.", + "canonical_pr_reason": "40546 is the clearest standalone baseline PR: it is non-draft, has substantial review activity, and implements the core VibeVoice model rather than a later variant or a different ASR model family.", "best_issue_reason": null, - "best_pr_reason": "40546 is the broadest standalone implementation, but it is not a duplicate of the others and only serves as a weak cluster representative.", + "best_pr_reason": "40546 is the best representative PR in this cluster because it is the most mature and self-contained; the others are separate model-specific additions, not duplicates of it.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Same model family, but different changes: core VibeVoice implementation vs VibeVoice Realtime with additional tokenizer/generation work. Not one mergeable duplicate fix." + "reason": "Related model family, but not the same change: 40546 adds base VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation changes." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different models and code paths: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-registration files are not enough to make them duplicates." + "reason": "Both touch audio auto-mappings, but they implement different model families and different features (VibeVoice Realtime vs Parakeet-RNNT)." }, { "left": "pull_request:42781", "right": "pull_request:46332", "accept": false, - "reason": "Different model additions: VibeVoice Realtime vs Nemotron ASR Streaming. Similar framework plumbing, but not the same underlying change." + "reason": "These are separate ASR model additions with only shared registry/docs boilerplate; they are not the same concrete bug or feature." }, { "left": "pull_request:46331", "right": "pull_request:46332", "accept": false, - "reason": "Both are ASR-related PRs, but they add different models (Parakeet-RNNT vs Nemotron ASR) and cannot plausibly be merged as one duplicate change." + "reason": "Different model families and different streaming ASR implementations; shared auto-mapping edits are too generic to treat as duplicates." } ] }, @@ -18538,7 +18538,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18554,12 +18554,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8f53d817d5f4dba7dcdaaa1914200136989df6f0298c3a0d291bb707e574ce20", + "prepared_review_unit_hash": "e63330398165eba74653c0fb5131c958b5c87a8681dcb6230c957ceb9395f867", "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 }, @@ -18567,7 +18567,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18576,18 +18576,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be clustered as duplicates.", + "summary": "These are two unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. No duplicate relationship is evident.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the cleaner representative of the set: it is a focused, concrete model-support addition with code, docs, and tests, whereas PR #40755 is a separate TimesFM feature for an unrelated forecasting capability.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best standalone representative because it is a narrower, well-scoped feature PR with substantial review activity and explicit implementation changes; PR #40755 addresses a different problem domain.", + "best_pr_reason": "pull_request:40755 is the more substantial representative of the cluster: it adds a larger, self-contained feature with multiple code and test changes, while the other PR is a separate model-specific classification feature.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different underlying changes: TimesFM covariate forecasting versus DINOv3 image classification support. They do not fix the same bug or implement the same feature and would not plausibly be merged into one PR." + "reason": "Different underlying changes for different models and code paths; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be merged as duplicates." } ] }, @@ -18601,7 +18601,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18664,7 +18664,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18682,12 +18682,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b0bdeafd91ba55db087cae6f713b71e63db99fa56b30bc8197152f3c956a03db", + "prepared_review_unit_hash": "f6141dbf4142cdc67a88e8c1f603e5cea6e9bbb17b1bf4ea4297a4e81959a5d1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18695,7 +18695,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18704,24 +18704,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-addition pull requests (DeepSeek OCR, Isaac, and Kimi2-6). They share the same project-area patterns, but they do not appear to fix or implement the same underlying code path or change set.", - "confidence": 0.96, + "summary": "These are three separate new-model addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share only boilerplate integration points like auto-mapping and docs, not the same model or code-path change, so they should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster because it is the most actively discussed and has the broadest integration surface, but it is still a distinct model-addition PR rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the strongest single representative of the cluster because it is the most extensively reviewed and has the broadest integration surface among the three, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 45630 is the best cluster anchor only in the sense of being the most mature/active of the three; it is not a duplicate of 41797 or 45186.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both are new-model addition PRs, but they target different models and different implementation details; this is shared scaffold, not the same underlying change." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared files are generic registration/docs scaffolding, not the same underlying bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "These PRs add different model families with distinct files and code paths. Similar auto-mapping/docs updates are not enough to treat them as one fix or one feature." + "reason": "Different model additions (Isaac vs Kimi2-6). Overlap is limited to common auto-mapping and documentation plumbing, which is insufficient for PR deduplication." } ] }, @@ -18735,7 +18735,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18751,12 +18751,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "c9b1f650c64e608ea683a0379e05eacc5e8a57556451853fce505f3ab1fdd305", + "prepared_review_unit_hash": "22a3be2c190155dfc4ff099280db58078054b82d66bbdc08c7fd1e0ce26ca24d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18764,7 +18764,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18773,18 +18773,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions versions, but they target different action families and different workflow failure modes: one is a Node 24 compatibility sweep for checkout/cache/upload-artifact, the other upgrades docker/build-push-action in Docker image workflows. They are related maintenance work, not duplicates.", - "confidence": 0.95, + "summary": "These are related GitHub Actions maintenance PRs, but they address different upgrades: PR 42975 updates checkout/cache/upload-artifact and other actions for Node 24 compatibility, while PR 42976 bumps docker/build-push-action to v6 in Docker image workflows. Shared workflow files do not make them duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader GitHub Actions compatibility sweep and explicitly addresses the Node 24 compatibility theme across many workflows.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest overall representative of the cluster since it covers the most central workflow-action compatibility update and has the clearest overarching purpose.", + "best_pr_reason": "PR 42975 is the broader workflow-maintenance change, but it is not a substitute for PR 42976 because the latter targets a different action family and code path.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions upgrades, but they change different actions in different workflows (checkout/cache/upload-artifact vs docker/build-push-action) and do not look like the same underlying fix." + "reason": "Different underlying changes: Node 24 compatibility upgrades for general GitHub Actions vs docker/build-push-action v6 bumps for Docker workflows. They overlap on some workflow files but would not be merged as one PR." } ] }, @@ -18798,7 +18798,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18821,7 +18821,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "7949d6f072fd82a689b0201d531615e0fbf4a3544b51d0ee4233f4029c2e8692", + "prepared_review_unit_hash": "bc74a67ea960e3d3a97c93f31f5b1a3bb8be48c5192f6abc46120803f4b9d0b6", "component_budget": { "node_count": 4, "item_count": 4, @@ -18843,48 +18843,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition pull requests, not duplicates. They overlap only on shared infrastructure and docs registry files, but each introduces a different model family and distinct code paths.", - "confidence": 0.97, + "summary": "All four items are distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is limited to common Transformers boilerplate such as docs, auto-mapping, and repo-check updates, not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 is the broadest and most active representative of the cluster, but it is still a distinct Molmo2 model-addition PR rather than a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest single representative if one must be chosen: it has the most discussion, the widest set of model/processor/video files, and the clearest end-to-end model integration among the set.", + "best_pr_reason": "pull_request:43451 is the strongest representative PR: it is a substantial, well-scoped Molmo2 model addition with the most extensive implementation/test coverage and review activity, making it the best single PR to anchor this cluster if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are different model families with different implementation files and tests; shared auto/docs files are boilerplate, not the same underlying change." + "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Shared files are generic model-registration/docs boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model integrations with different model code, configs, and test suites; they do not fix the same bug or add the same feature." + "reason": "Different additions: ViT NEPA vs Molmo2. Similarity is only from Transformers scaffolding and docs, so they are not mergeable as one fix/change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; the overlap is only in shared registry/documentation files." + "reason": "Unrelated model implementations: ViT NEPA and CTSM touch different architectures and files beyond standard auto/docs updates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related in naming but are distinct model families with different files, processors, and support paths; not mergeable as one duplicate PR." + "reason": "Molmo and Molmo2 are related by name, but these are separate model integrations with different configs, processors, and tests; not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different models and different code paths, so this is only broad subsystem overlap." + "reason": "Molmo and CTSM are different model add-ons with no shared bug or concrete code-path fix, only broad subsystem overlap." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model additions with distinct implementation and test files; no shared concrete bug/change." + "reason": "Molmo2 and CTSM are distinct model additions; shared auto/docs files do not indicate a duplicate or a single combined PR-worthy change." } ] }, @@ -18898,7 +18898,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18917,52 +18917,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "564fe1b455a126729c3fc5afbca29d78ca15569bbe5e0d92f8a2479e5ffc1490", + "prepared_review_unit_hash": "cf084a4eaa335012cddc65eea3dfa9043e1281e786b9968c867b5ffb64ff9f80", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not duplicates of one another: one is a Whisper tokenizer/test fix, one is a dummy test-only change, and one is a broader FP8/dequantization fix. The cluster is heterogeneous, so no soft edges should be merged.", + "summary": "The three pull requests are not duplicates: one is a Whisper tokenizer/test fix, one is a CLIP/ViT test-only edit, and one is a FP8 dequantization change spanning loading/quantization code. None of the pairs look like the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the strongest representative PR: it has a coherent production bug fix with supporting code changes and tests, whereas pull_request:43291 is a narrower Whisper-specific patch and pull_request:43665 is clearly not a real functional fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best standalone PR in the set because it addresses a concrete code-path problem with the most complete fix and validation coverage.", + "best_pr_reason": "PR 44815 is the strongest standalone candidate because it has a coherent implementation fix across core loading, FP8 integration, quantizer logic, and targeted tests. The other PRs are narrower or clearly test-only.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different areas and different intent: Whisper tokenizer logic vs. placeholder test edits; they do not fix the same underlying bug." + "reason": "Different subsystems and different changes: Whisper tokenizer logic vs CLIP/ViT test edits. They do not fix the same bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Both are real fixes, but for unrelated code paths: Whisper decoding/tests vs. FP8 dequantization/model loading in Mistral/finegrained FP8." + "reason": "Whisper decode/timestamp handling is unrelated to the FP8 dequant/loading fix; no shared concrete bug or mergeable combined patch." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Not the same change at all; 43665 is dummy test noise, while 44815 is a substantive dequantization fix." + "reason": "Test-only CLIP/ViT edits are unrelated to the FP8 dequantization implementation change. Same broad repo, but not the same underlying fix." } ] }, @@ -18976,7 +18976,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18999,12 +18999,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "183a215021499e64644b8dec0adef24d227a15348e35c7e09d9158f329f1fd1b", + "prepared_review_unit_hash": "a9deb428eda9ba9416d6a84033c9a298a8cd704be0b917889c8ab09ebeb711f3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12257, + "serialized_chars": 12260, "estimated_input_tokens": 3065, "estimated_eval_tokens": 6386 }, @@ -19012,7 +19012,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12257, + "serialized_chars": 12260, "estimated_input_tokens": 3065, "estimated_eval_tokens": 6386 }, @@ -19021,42 +19021,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly synthetic \"do not merge\" PRs for CI/test-bot experimentation, but the changes are not duplicates of one another. The only high-overlap pair still edits different code paths and should not be merged together.", - "confidence": 0.78, + "summary": "This cluster is mostly synthetic \"do not merge\" PRs with overlapping test-file edits, but they do not appear to fix the same underlying bug or change. Only one pair looks superficially similar, but the concrete changes are still unrelated.", + "confidence": 0.44, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46114 is the most representative cluster member: it has the broadest synthetic test/CI footprint, touches multiple test files plus CI/config code, and links to the most other items via shared test-harness behavior.", + "canonical_pr_reason": "PR 46114 is the broadest and most representative of the set, with the largest multi-file test/CI footprint and the strongest cluster-like theme, even though the PRs are not true duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46114 is the best overall representative because it is the most connected and widest-scoped example of the cluster\u2019s synthetic PRs.", + "best_pr_reason": "PR 46114 is the best stand-in for the cluster because it is the most central synthetic test-migration/CI PR and touches the widest range of files.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both are synthetic test PRs, but they change different things: 43488 is a version/dependency tweak plus a ViT test file, while 46114 is a broader migration/OTEL test harness change." + "reason": "Both are synthetic PRs and both touch a ViT test file, but 43488 is a repo-bot format/dependency check while 46114 is an OTEL/test-migration harness change; not the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They only overlap on the ViT test file, but the actual changes are unrelated: 43488 adjusts packaging/versioning, while 43532 rewires workflow and test infrastructure for diff display." + "reason": "Shared \"don't merge\" intent and a small overlap in test infrastructure, but 43488 is about package/version formatting and 43532 is a workflow/display-diff change across CI files; different changes." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both are CI/test harness experiments, but they target different code paths and purposes; they are not the same concrete fix/change." + "reason": "Overlap is only in test/CI scaffolding and a shared ViT test file, but the concrete edits are different: 43532 rewrites workflow behavior, while 46114 adds migration/test harness tweaks and unrelated test imports." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Even though both are synthetic test PRs, 45932 changes CI, model code, and multiple model files, while 46100 only adds failing assertions in ViT tests." + "reason": "Despite the deterministic soft match, these are not the same change: 45932 alters OTEL secrets plus multiple model/config files, while 46100 only injects failing assertions into ViT tests." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Shared test-file overlap is not enough here: 46100 is a small ViT test migration, whereas 46114 is a much broader CI/test and utility change." + "reason": "They both touch tests, but 46100 is a narrow ViT test failure injection and 46114 is a broader migration/OTEL/CI PR; no shared concrete bug or code path." } ] }, @@ -19070,7 +19070,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19086,12 +19086,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "5c641370d61b2db88083c5d3d3effe7dd3a22cc9875c0b1cc69de23443d36e04", + "prepared_review_unit_hash": "0b0569b954784177705c63872c80da976eebe762e6922888980247e807662d9d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19099,7 +19099,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19108,18 +19108,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related segmentation feature PRs, but they are not duplicates: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model integrations and tests. The overlap is mostly shared docs/registry plumbing.", + "summary": "Two open PRs add new segmentation pipelines with very similar scaffolding and docs, but they target different features: promptable concept segmentation vs promptable visual segmentation. They share repository touchpoints, not the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the two PRs target different pipeline features and different concrete code paths.", + "canonical_pr_reason": "No canonical PR: these are separate feature additions for different segmentation tasks, not duplicates of the same change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global duplicate representative because they solve different feature gaps; 43613 is broader, but it is still a separate change from 43612.", + "best_pr_reason": "Neither PR is a good duplicate canonical for the other; both are legitimate but distinct pipeline additions.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared documentation and registry files are incidental and not enough to merge as duplicates." + "reason": "Different pipeline/features and different model/test targets; similarity is broad scaffolding, not the same code-path change." } ] }, @@ -19133,7 +19133,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19149,40 +19149,40 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "b2cd26ed2bdfdebe9a4cf51651b9622e1f26b00fde5f6d0b3482814eea5cd5d1", + "prepared_review_unit_hash": "7595b0cddb6c979a8d3b7dadd84cd9fc5145021b55401c0225dc4c9d8deda2f0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4652, - "estimated_input_tokens": 1163, - "estimated_eval_tokens": 2582 + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4652, - "estimated_input_tokens": 1163, - "estimated_eval_tokens": 2582 + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one updates failure-reporting/CI automation, while the other injects test failures and adjusts CircleCI test selection. They overlap on a ViT test file, but they do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one changes workflow/reporting logic for new failures, while the other changes CircleCI test selection and injects test failures in ViT/tensor-parallel-related tests. They only overlap on a shared test file, not on the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43649 is the better canonical representative because it has a clear, substantive failure-reporting/CI workflow change and broader scope; PR 46301 is a narrow test-injection/check change with different intent.", + "canonical_pr_reason": "PR 43649 is the clearer canonical PR for this cluster because it has a descriptive title and a coherent change set around CI/self-comment failure reporting, unlike the generic and test-injection-focused PR 46301.", "best_issue_reason": null, - "best_pr_reason": "PR 43649 is the strongest standalone PR in the cluster due to its clearer purpose, larger implementation footprint, and direct relation to CI/failure reporting rather than an isolated test modification.", + "best_pr_reason": "PR 43649 is the best representative PR since it is more substantive and self-explanatory; PR 46301 is a narrow CI/test-marker change with intentional failing test edits and does not align with the same bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "Reject: the shared ViT filename is incidental. 43649 changes self-comment/scheduled CI and failure-reporting utilities, while 46301 changes CircleCI markers and adds deliberate failing assertions in tests. They do not target the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "Reject: the PRs target different problems. 43649 edits self-comment/scheduled CI and failure-reporting utilities, while 46301 changes CircleCI markers and adds test failures for ViT/tensor-parallel coverage. Shared filenames alone are not enough to treat them as the same change." } ] }, @@ -19196,7 +19196,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19212,7 +19212,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "2dd7cc13e06264d55a5f0772c587ca6e1c63742190a7e49aa9161bdb187f69f9", + "prepared_review_unit_hash": "1f1732fad8f72f3aee4645d2e68efe289e4d5bbf75e5b806e5c754acb02a7cc7", "component_budget": { "node_count": 2, "item_count": 2, @@ -19234,18 +19234,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open PRs both touch `src/transformers/trainer.py`, but they address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They are not the same underlying change.", - "confidence": 0.96, + "summary": "These PRs both touch `src/transformers/trainer.py`, but they change different Trainer behaviors: one adds a hook for gradient-accumulation loss scaling, the other factors out signature-column computation for column filtering/PEFT. They are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43651 changes training loss scaling behavior, while 43663 changes input column filtering; they solve different problems in different code paths.", + "canonical_pr_reason": "No single canonical PR: the two pull requests address different code paths in `Trainer` and should not be treated as duplicates.", "best_issue_reason": null, - "best_pr_reason": "If a single representative had to be chosen, 43651 is the more self-contained trainer behavior change, but it does not subsume 43663 and this cluster should not be collapsed around it.", + "best_pr_reason": "PR 43651 is the more representative standalone change because it introduces a direct behavioral hook for loss scaling during training; PR 43663 is an unrelated helper extraction for signature-column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different features in `Trainer`: 43651 adds a loss-scaling hook for gradient accumulation, while 43663 adds a signature-column override for dataset filtering. They are independently mergeable and not the same bug/change." + "reason": "Same file, but different functionality and different call sites: gradient-accumulation loss scaling vs. model signature column filtering. Not mergeable as one change." } ] }, @@ -19259,7 +19259,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19275,7 +19275,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "935460f30b107192d9f9dad46c09b25246c839951a4b849e9e3419cd6e9f7c85", + "prepared_review_unit_hash": "bd11f4ec9b70405b910fe8479b3bc971a65561cc7a920a3d26b7a40b9ae9b181", "component_budget": { "node_count": 2, "item_count": 2, @@ -19297,32 +19297,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs in the same CLI module, but they target different TypeAdapter-related failure modes: one is a general NameError fix, the other is specifically about running without pydantic installed.", - "confidence": 0.88, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and appear to address the same import-time `TypeAdapter` NameError in the CLI, with 43842 being the more direct and narrowly scoped fix.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the more central representative: it is earlier, has more discussion, and directly targets the base TypeAdapter CLI NameError.", + "canonical_pr_reason": "43842 is the most direct fix for the concrete crash path: it makes `TypeAdapter` TYPE_CHECKING-only and stringizes the annotation, preventing the import-time NameError when pydantic is absent.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best single representative for the cluster because it has the broader bug report and the stronger review/discussion signal.", + "best_pr_reason": "43842 best matches the bug report and fixes the exact runtime failure with the smallest, most explicit change set.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Reject: same file and symbol, but different concrete bugs. 43656 fixes the CLI TypeAdapter NameError generally; 43842 fixes the pydantic-optional import path. They are not the same underlying change and shouldn\u2019t be merged as duplicates." + "accept": true, + "reason": "Both PRs are about the same `serve.py` import-time `TypeAdapter` NameError in the CLI, and they could plausibly be combined into one fix; 43656 is broader, but it targets the same underlying failure mode." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/serve.py` and their titles/diffs support the same `TypeAdapter` import-time NameError theme. The soft-edge acceptance is conservative enough, since the changes look plausibly combinable into one CLI bugfix rather than unrelated edits." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 14, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19388,7 +19391,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19461,15 +19464,15 @@ "pull_request:44017|pull_request:44161", "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:43997|pull_request:44073", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", "pull_request:44056|pull_request:44101", - "pull_request:44059|pull_request:44068", + "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", @@ -19500,358 +19503,406 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "0c2182ac47925b7bf2946b5ac85860ff21144cc20914d95779c6b577b1df27c5", + "prepared_review_unit_hash": "a0b0bc25814d4dfdafb81b0f92917481d2262229b7ee891c069791a56a1c8dc3", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84890, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75087, - "estimated_input_tokens": 18772, - "estimated_eval_tokens": 37800 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors around the shared standardized output-tracing initiative tracked by #43979. Most PRs are parallel implementations for different architectures, not true duplicates; the only clear duplicate-like pairs are within the GPT-Neo and GPT-J refactor branches.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43979 is the common umbrella tracker explicitly referenced by many of the PRs and matches the shared standardized output-tracing refactor theme.", - "canonical_pr_reason": "PR #44722 is the strongest representative of the cluster: it explicitly targets #43979 and covers the same standardized output-tracing migration across the closely related GPT-J/CodeGen code paths.", - "best_issue_reason": "#43979 is the only clear shared issue target and best captures the underlying initiative that ties the cluster together.", - "best_pr_reason": "#44722 is the most complete and representative PR in the cluster, with explicit issue linkage and concrete changes to the core GPT-J/CodeGen tracing path.", + "summary": "Mostly a theme cluster of per-model standardized output-tracing refactors, not one duplicate set. Only a few pairs are true near-duplicates within the same model family (notably GPT-Neo and GPT-J).", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative: it is the latest and most complete GPT-J/CodeGen standardized-output refactor, with a clear issue link and broader scope than earlier GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest standalone PR in the cluster: recent, explicit about the target issue, and broad enough to subsume the earlier GPT-J variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same umbrella refactor theme, but CVT/FNet and GPT-J are different model code paths and not a single duplicate change." + "reason": "Same umbrella issue, but different model code paths; not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families (CVT/FNet vs DeBERTaV2); too broad to treat as the same change." + "reason": "Both are output-tracing refactors, but for different architectures/files; not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; one is broader, but the GPT-J change is the same kind of fix." + "reason": "Same GPT-J output-tracing refactor in the same file; these look like iterative variants of one change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet and EfficientNet are separate implementations; same initiative, not the same bug/change." + "reason": "Shared theme and issue target, but RegNet vs EfficientNet are separate model paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model paths despite sharing the umbrella issue." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar refactor wording." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing and EfficientNet output tracing are different concrete refactors." + "reason": "Different model families and files; only the refactor pattern is shared." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are separate model implementations; not a duplicate." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations, so not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different architectures and cannot be merged as one concrete fix." + "reason": "GPT-J vs MGP-STR; same initiative, different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different code paths; same theme only." + "reason": "GPT-J and MPT are different model implementations, not mergeable as one duplicate PR." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both PRs refactor the same GPT-Neo output-tracing code path, so they look like duplicate implementations of the same change." + "reason": "Same GPT-Neo output-tracing refactor in the same file; looks like a direct duplicate/superset pair." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same underlying change." + "reason": "GPT-Neo vs GPT-J; same refactor style, but not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are separate model refactors, not one duplicate PR." + "reason": "GPT-J and GPT-Neo are separate model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different architectures; same umbrella issue does not make them duplicates." + "reason": "ResNet and GPT-J are unrelated model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model refactors." + "reason": "Both are output-tracing refactors, but for different models and call paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate code paths, so this is not a duplicate change." + "reason": "ResNet and MPT do not share the same concrete change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model families; shared topic only." + "reason": "GPT-Neo and Flaubert are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are distinct concrete implementations." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths and not mergeable as one PR." + "reason": "MPT and GPT-J/CodeGen are not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J are different model branches; not the same underlying change." + "reason": "GPT-Neo vs GPT-J; similar refactor pattern, different concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different concrete changes." + "reason": "GPT-Neo and MGP-STR are different model code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "ViLT and XLM/Flaubert are separate model code paths." + "reason": "MPT and GPT-J are distinct refactors in distinct files." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and LongT5 are different models; same issue target is not enough to merge them." + "reason": "GPT-2 and MGP-STR are unrelated changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and VisualBERT are distinct implementations." + "reason": "GPT-J and MGP-STR do not share the same concrete bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and VisualBERT are unrelated concrete refactors." + "reason": "ViLT and Flaubert are separate model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and Flaubert are different model paths." + "reason": "GPT-2 and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MGP-STR are not the same bug/change." + "reason": "GPT-Neo and MPT are different concrete refactors." }, { - "left": "pull_request:44098", + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "ViLT and LongT5 are different model refactors." + "reason": "Segformer and LongT5 are separate implementations." }, { - "left": "pull_request:44059", + "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-2 and MPT are separate code paths." + "reason": "GPT-Neo and MPT are different model-specific refactors." }, { - "left": "pull_request:44085", + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model implementations." + "reason": "MPT and MGP-STR are unrelated changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and GPT-2 are distinct model families; not a duplicate." + "reason": "RegNet and VisualBert are separate implementations." }, { "left": "pull_request:44073", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated concrete changes." + "reason": "VisualBert and Flaubert are unrelated model code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44068", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and GPT-Neo are different model paths." + "reason": "MPNet and Flaubert do not fix the same underlying issue." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate refactors." + "reason": "GPT-2 and GPT-J are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and MPT are unrelated model implementations." + "reason": "Flaubert and LongT5 are separate implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and MGP-STR are different concrete code paths." + "reason": "RegNet and Segformer are different model backbones." }, { - "left": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models and changes." + }, + { + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert are separate model refactors." + "reason": "TextNet and Flaubert are unrelated refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and Segformer are different architectures; not duplicates." + "reason": "RegNet and GPT-Neo are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different implementations." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model code paths." + "reason": "TextNet and LongT5 are separate code paths." }, { - "left": "pull_request:43996", + "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated concrete refactors." + "reason": "GPT-Neo and LongT5 are unrelated model refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and Segformer are different model implementations." + "reason": "RegNet and MPT are different model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and DeBERTaV2 are distinct model paths." + "reason": "SqueezeBert and MPT are unrelated changes." }, { - "left": "pull_request:44044", + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different implementations." + }, + { + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated concrete changes." + "reason": "RegNet and TextNet are unrelated model-specific refactors." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same underlying GPT-J/CodeGen standardized tracing refactor; the broader PR is a plausible superset of the same change." + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 do not share the same underlying bug/change." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both center on the GPT-J tracing refactor, and the changes are close enough to be merged into one PR." + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model families; shared issue target only." + "reason": "RegNet and SpeechT5 are separate implementations." }, { "left": "pull_request:43996", - "right": "pull_request:44007", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet are different model code paths." + "reason": "CVT/FNet and LongT5 are unrelated model paths." }, { "left": "pull_request:43996", - "right": "pull_request:44129", + "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated concrete refactors." + "reason": "CVT/FNet and Segformer are different changes in different models." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different implementations." + "reason": "SqueezeBert and DeBERTa are different code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and ViTS are separate model paths." + "reason": "DeBERTa and TextNet are unrelated refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: #43979 is the common umbrella issue, and #44722 is a reasonable canonical PR because it\u2019s the most complete GPT-J/CodeGen representative with explicit issue linkage. The soft-edge verdicts are conservative overall and the accepted pairs do look mergeable as single PRs for the same GPT-Neo / GPT-J-style output-tracing refactors." + "feedback": "The cluster summary is grounded in the packet: it correctly identifies a broad per-model output-tracing theme and treats most cross-model pairs conservatively as non-duplicates. The two accepted soft-edge pairs are plausible mergeable variants within the same model/file family, and the canonical PR choice is supported by the latest/broader GPT-J+CodeGen scope. One minor wording caution is that 'most complete' is a bit subjective, but not enough to invalidate the overall result." }, "evaluator_used": true, "retried": false, @@ -19862,7 +19913,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 31, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19889,70 +19940,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "efb78bb485eac13b17d9360a03914340d7d48cc06ac6624cea0a43064c6630fc", + "prepared_review_unit_hash": "a67c57c7f7501eb4cd342ebaf9d18ac0626844c54ef2c30ad7992c3c23b9fb76", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84890, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "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": "These PRs are thematically similar but are model-specific refactors for standardized output tracing/capture across different code paths. They are not duplicates and should not be merged together.", - "confidence": 0.94, + "summary": "These PRs all belong to the same broad theme\u2014model-by-model refactors toward standardized output capture/tracing\u2014but they are not duplicates of one another because each touches a different model and code path. No soft pair looks like the same concrete change that should be merged into one PR.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the clearest anchor for the cluster: it has an explicit issue link, a well-scoped standardized output-capture refactor, and a concrete model-specific code-path change.", + "canonical_pr_reason": "PR 44129 is the clearest anchor for the cluster because it is explicitly linked to issue 43979 and makes a focused output-tracing refactor with a concrete implementation scope.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best representative of the overall theme because it is the most explicitly justified and most concrete standardized output tracing change among the set.", + "best_pr_reason": "PR 44129 is the best representative single PR in the set: it is explicit about the goal, issue-linked, and more concrete than the other model-specific refactors.", "soft_edge_verdicts": [ { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44024 (FocalNet standardized outputs)", + "right": "pull_request:44076 (Refectored modeling_imagegpt.py to enable hooks to capture_outputs)", "accept": false, - "reason": "Both are output-capture refactors, but for different models (FocalNet vs ImageGPT) with separate implementation paths; not the same underlying fix." + "reason": "Same general refactor family, but different models and different concrete code paths; too broad to treat as one duplicate PR." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:44073 (VisualBert output tracing refactor)", + "right": "pull_request:44074 (TextNet output tracing refactor)", "accept": false, - "reason": "Both touch standardized output tracing, but one is VisualBert and the other is TextNet; these are distinct model-specific changes, not one shared bug." + "reason": "Both standardize outputs, but they affect different model implementations and are not the same underlying bug/change." }, { - "left": "pull_request:44056", - "right": "pull_request:44073", + "left": "pull_request:44056 (MPNet capture_outputs refactor)", + "right": "pull_request:44073 (VisualBert output tracing refactor)", "accept": false, - "reason": "MPNet and VisualBert are different model implementations; the refactors follow the same pattern but do not fix the same concrete code-path problem." + "reason": "Shared abstraction pattern only; the changed paths are model-specific and not mergeable as one concrete fix." }, { - "left": "pull_request:44056", - "right": "pull_request:44074", + "left": "pull_request:44056 (MPNet capture_outputs refactor)", + "right": "pull_request:44074 (TextNet output tracing refactor)", "accept": false, - "reason": "Different models and different forward/output plumbing; similarity is only at the refactor pattern level, which is too broad for duplicate acceptance." + "reason": "Different model code paths with the same refactor theme, but not the same change." }, { - "left": "pull_request:43997", - "right": "pull_request:44010", + "left": "pull_request:43997 (Migrate RegNet to standardized output tracing)", + "right": "pull_request:44010 ([SqueezeBert] Migrate to standardized output collection decorators)", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; both are output-tracing refactors, but not the same underlying change." + "reason": "These are independent per-model refactors; they do not fix the same bug or change the same code path." }, { - "left": "pull_request:44010", - "right": "pull_request:44129", + "left": "pull_request:44010 ([SqueezeBert] Migrate to standardized output collection decorators)", + "right": "pull_request:44129 (Refactor SpeechT5 output tracing to standardized output capture)", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct implementations; the shared theme is standardized output capture, but the concrete fixes are not the same." + "reason": "Different model subsystems and different implementation details; similar naming but not the same concrete PR." } ] }, @@ -19966,7 +20017,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20031,12 +20082,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "90fc77609ffb16de1cc52f2c35755d2f9a5a10755ad4cd667d1f450b6a00a3b1", + "prepared_review_unit_hash": "95d30c68bcce9e63ab931ac77f2f74b7a735b19e925cd14f9629075ec6f891bf", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39786, + "serialized_chars": 39788, "estimated_input_tokens": 9947, "estimated_eval_tokens": 20150 }, @@ -20044,7 +20095,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39786, + "serialized_chars": 39788, "estimated_input_tokens": 9947, "estimated_eval_tokens": 20150 }, @@ -20053,246 +20104,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all share a broad \u201coutput tracing / can_return_tuple\u201d refactor theme, but they target different model implementations and code paths, so they are not duplicates. PR 44003 is the strongest representative because it spans two closely related mamba-family files and adds the most concrete tracing plumbing.", - "confidence": 0.94, + "summary": "A set of theme-similar but model-specific output-tracing refactors; despite overlapping decorator/import patterns, they touch different code paths and should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most central and substantive representative: it updates both falcon_mamba and mamba, adds output-capture plumbing, and is broader than the single-model refactors.", + "canonical_pr_reason": "PR 44025 is the most representative single change in the set because it applies the tracing refactor across two closely related files in one model family; the others are separate model-specific refactors rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best overall representative for the cluster because it is the broadest concrete implementation change rather than a narrow one-file refactor.", + "best_pr_reason": "PR 44025 is the clearest standalone representative of the cluster, with a focused multi-file refactor and explicit output-tracing changes; the rest are broader theme matches but not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but timm_backbone and UperNet are different model code paths." + "reason": "Both are output-tracing refactors, but they target different model families (timm_backbone vs upernet) and different forward paths, so they are not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated implementations." + "reason": "Different model code paths (timm_backbone vs vision_text_dual_encoder); same refactor motif, but not a shared underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and behavior: timm_backbone vs UnivNet." + "reason": "Different models and implementations; no evidence of one concrete defect spanning both PRs." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems: timm_backbone refactor versus mamba/falcon_mamba tracing changes." + "reason": "These touch unrelated model stacks (timm_backbone vs mamba/falcon_mamba); too broad to be one duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Both touch tracing helpers, but timm_backbone and rwkv are distinct model paths." + "reason": "timm_backbone and rwkv are separate model implementations; shared wording about output tracing is not enough to merge them." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families: MobileNetV1 vs UnivNet." + "reason": "MobileNetV1 and UnivNet are unrelated model families; the refactors are parallel, not duplicate fixes." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different code paths: MobileNetV1 versus UperNet." + "reason": "Different subsystems and forward methods; no shared code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate models; similar refactor only." + "reason": "MobileNetV1 vs Depth Anything are unrelated; same refactor style, different targets." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different implementations: MobileNetV1 versus VisionEncoderDecoder." + "reason": "MobileNetV1 and vision_encoder_decoder do not share the same concrete code path." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different models and forward paths: MobileNetV1 vs SpeechEncoderDecoder." + "reason": "MobileNetV1 and speech_encoder_decoder are separate implementations; not one fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + "reason": "Vision-text dual encoder and UnivNet are different model code paths; similar output handling changes do not make them duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models: vision-text dual encoder versus UperNet." + "reason": "Different model families and runtime paths; no same-bug evidence." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Same umbrella refactor idea, but vision-text dual encoder and mamba/falcon_mamba are different implementations." + "reason": "Vision-text dual encoder and Mamba/FalconMamba are unrelated; these should stay separate." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families: vision-text dual encoder vs Depth Anything." + "reason": "Different model stacks and different output-tracing implementations." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are different models and cannot be merged as one fix." + "reason": "UnivNet and UperNet are unrelated; the PRs only share a broad refactor theme." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different concrete code paths: UnivNet versus mamba/falcon_mamba." + "reason": "No shared concrete code path between UnivNet and Mamba/FalconMamba." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models: UnivNet and Depth Anything." + "reason": "Depth Anything and UnivNet are different model implementations, so this is not a duplicate change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations; only the refactor pattern matches." + "reason": "UperNet and RWKV are distinct architectures; the output-tracing changes are not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths: UperNet versus mamba/falcon_mamba." + "reason": "UperNet vs Mamba/FalconMamba: different code paths, different models, not mergeable as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families: mamba/falcon_mamba vs CodeGen." + "reason": "Mamba/FalconMamba and CodeGen are unrelated implementations; shared refactor language is too weak for duplicate status." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated code paths despite similar tracing refactor wording." + "reason": "TimmBackbone and CodeGen affect different model code paths and cannot plausibly be one concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model implementations." + "reason": "UnivNet vs CodeGen are different architectures; no same underlying bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different subsystems with different forward logic." + "reason": "UperNet and CodeGen are separate code paths with only superficial similarity in the refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen do not fix the same underlying bug." + "reason": "Vision-text dual encoder and CodeGen are unrelated; same refactor template, different change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different models: Depth Anything versus VisionEncoderDecoder." + "reason": "Depth Anything and vision_encoder_decoder are unrelated model families; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families: Depth Anything vs SpeechEncoderDecoder." + "reason": "Depth Anything vs speech_encoder_decoder: different code paths and model stacks." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are separate code paths." + "reason": "Depth Anything and SuperPoint are separate model implementations; the similarity is only in output handling refactor style." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models: Depth Anything versus RWKV." + "reason": "Depth Anything and RWKV are unrelated; no evidence they fix the same defect." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated implementations." + "reason": "Depth Anything vs DPR: different model families and forward paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are different code paths." + "reason": "vision_encoder_decoder and RWKV are different architectures; not one duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate, non-duplicate refactors." + "reason": "vision_encoder_decoder and speech_encoder_decoder are separate modules; similar wrapper refactor, but not the same concrete code-path problem." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models: VisionEncoderDecoder versus SuperPoint." + "reason": "vision_encoder_decoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated model implementations." + "reason": "vision_encoder_decoder and DPR are different model code paths; no duplicate evidence." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are different model code paths." + "reason": "speech_encoder_decoder and SuperPoint are unrelated; same broad theme only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models: SpeechEncoderDecoder versus RWKV." + "reason": "speech_encoder_decoder and RWKV do not share a concrete code-path bug." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are unrelated." + "reason": "speech_encoder_decoder and DPR are separate implementations; not mergeable as one fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are distinct implementations." + "reason": "SuperPoint and RWKV are different architectures; the PRs are only superficially similar." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths: SuperPoint versus DPR." + "reason": "SuperPoint and DPR are unrelated model code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families; similar tracing theme only." + "reason": "RWKV and DPR are different models with different forward logic; no same underlying bug or change." } ] }, @@ -20306,7 +20357,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20314,63 +20365,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44662-3", + "cluster_id": "cluster-44662-2", "nodes": [ "pull_request:44662", - "pull_request:45075", "pull_request:45401" ], "soft_pairs": [ - "pull_request:44662|pull_request:45401", - "pull_request:44662|pull_request:45075", - "pull_request:45075|pull_request:45401" + "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "81e130e1d0d80a0e23cc09526b303e7d61f7ac25ae42abe0cc92c7560b50b646", + "prepared_review_unit_hash": "238d788c6459d6b0b94f5d10c1a5d88306229e15b5973df5f15d8a7afef8f80e", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS), not duplicates of the same change. They share the common Transformers boilerplate for adding a new model, but each targets a different architecture, fileset, and model-specific code path.", - "confidence": 0.97, + "summary": "These are two separate model-addition PRs: PenguinVL vs Voxtral TTS. They share some auto-registration/docs files, but they target different models, different code paths, and different supporting tests/converters, so they should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs are for different models and different implementations, so there is no single duplicate to anchor the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest representative only in the sense that it is the most complete/established model-addition PR in the set, but it is not a duplicate of the others.", + "best_pr_reason": "PR 45401 is the cleaner representative of the cluster only in the sense that it is narrower and has an explicit issue target, but it is still unrelated to 44662 and should not be treated as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL and Voxtral TTS are unrelated model additions with different model-specific files and code paths; shared Transformers registration/docs boilerplate is not enough to treat them as the same change." - }, - { - "left": "pull_request:44662", - "right": "pull_request:45075", - "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 add different models with distinct implementations, converters, and tests; they are not the same underlying bug or feature." - }, - { - "left": "pull_request:45075", - "right": "pull_request:45401", - "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are separate model integrations touching different model directories and behavior, so they should not be merged as duplicates." + "reason": "Different model implementations and concrete functionality: PenguinVL vs Voxtral TTS. Shared docs/auto-registration scaffolding is incidental and not enough to treat them as the same underlying fix or feature." } ] }, @@ -20384,7 +20420,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20400,7 +20436,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "7e45a14750b2a56c0f3d28fa579dea054d27e60f3ba1393fccc13fd6d15d38d3", + "prepared_review_unit_hash": "4bf3eaa2b5f19a454bca13c63703e0422d8692b58f9230988cb77d82f3da0c83", "component_budget": { "node_count": 2, "item_count": 2, @@ -20422,18 +20458,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related kernel/module-fusion efforts, but they are not the same change: #44979 introduces a generic Module Fusion API and supporting abstractions, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integrations. They overlap in theme but target different code paths and could not reasonably be merged as one PR.", - "confidence": 0.92, + "summary": "These PRs are thematically related around module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API and tests, while #45363 wires n-to-1 kernel fusion through `KernelConfig` and `modeling_utils` with an example. Different code paths, different scope, not mergeable as one duplicate PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete, user-facing implementation of fusion behavior via KernelConfig and integration hooks; #44979 is a broader API scaffold. If one PR must represent the cluster, #45363 is the better anchor for the actual feature path.", + "canonical_pr_reason": "#45363 is the broader, more end-user-facing implementation: it integrates fusion into `KernelConfig`/model loading and adds a concrete example, making it the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative of the cluster because it adds an end-to-end fusion workflow and touches the runtime integration points, whereas #44979 is mainly foundational API work.", + "best_pr_reason": "#45363 is the best single PR to represent the cluster because it covers the actual kernel-fusion integration path rather than just introducing the lower-level API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are about fusion, but they implement different layers: #44979 adds a generic Module Fusion API/module abstraction, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration code. They do not appear to fix the same concrete bug or change the same code path, so they should not be merged as duplicates." + "reason": "Related feature area, but not the same underlying change. #44979 introduces a generic Module Fusion API (`module_fusion.py`, tests), while #45363 implements n-to-1 kernel fusion via `KernelConfig` and integration hooks. Different concrete objectives and code paths." } ] }, @@ -20447,7 +20483,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20463,7 +20499,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ebf7b4fa2ca6f4c2abc01bb52a999585046cd198ccfc4a2d67569fbafbeb1579", + "prepared_review_unit_hash": "f37f3970a554f56c5bb58db31deb5023c843e77a64f3d1fec5a0ce6fc52b3ebf", "component_budget": { "node_count": 2, "item_count": 2, @@ -20485,18 +20521,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs implement the same Mistral regex fix in the same file; the second is a broader version with tests, so they are duplicate/change-equivalent enough to cluster together.", + "summary": "Both PRs address the same concrete bug in `_patch_mistral_regex` for Mistral tokenizers: using `tokenizer.backend_tokenizer.pre_tokenizer` causes an AttributeError, and both switch to `tokenizer.pre_tokenizer`. PR 45317 is the more complete version because it includes tests and broader validation, while 45086 is a smaller earlier fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same core fix plus test coverage, making it the more complete representation of the change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same AttributeError as 45086 but also adds test coverage, making it the more complete and validation-backed change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best PR overall: same concrete bug fix, same touched code path, and it adds tests, so it is the most complete candidate.", + "best_pr_reason": "PR 45317 is the best overall representative because it covers the full fix plus tests for the same code path, whereas 45086 is just the minimal code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Both PRs patch the same AttributeError in _patch_mistral_regex within tokenization_utils_tokenizers.py and are plausibly mergeable into one PR; the second mainly adds tests." + "reason": "Same underlying bug and same code-path fix in `tokenization_utils_tokenizers.py`; the second PR is a superset with tests, so these are mergeable variants of the same change." } ] }, @@ -20510,7 +20546,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20526,7 +20562,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "95eec3809039fb2b78fb1468e5aa03da069ada3c59c52ef68db7ca31a4785d20", + "prepared_review_unit_hash": "e52fe895afda5c191140bb95c1051d808420b05cb041db98aed2767b6309e07f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20548,18 +20584,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH PRs overlap on the same model family, but they address different changes: one refactors the base NemotronH implementation/conversion mapping, while the other splits NemotronH into dense and sparse variants with docs and tests. They are related, but not duplicates.", - "confidence": 0.89, + "summary": "The two PRs are related to Nemotron H, but they target different changes: one is a refactor/conversion-mapping alignment to GraniteMoeHybrid-style naming, while the other adds/organizes separate NemotronH Dense and Sparse model families with docs and tests. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR for the cluster because it is the broader, more complete architectural change: it introduces the dedicated nemotron_h_dense and nemotron_h_sparse implementations, updates auto-mapping/docs, and includes tests, making it the likely end-state of the model refactor.", + "canonical_pr_reason": "PR #45569 is the better representative of the cluster because it introduces the broader, more user-visible model family split (NemotronH, Dense, Sparse) plus documentation and test updates, whereas #45115 is a narrower internal refactor/conversion-mapping change.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the full user-facing model restructuring, whereas #45115 is a narrower internal refactor focused mainly on inheritance and weight conversion mapping.", + "best_pr_reason": "PR #45569 is the strongest standalone PR in this cluster: it covers the concrete model/API restructuring and documentation, while #45115 is mainly internal refactoring for checkpoint conversion and inheritance cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both are about NemotronH, but #45115 is a conversion/inheritance refactor and #45569 is a model-splitting/docs/tests change. They do not appear to fix the same concrete code-path problem and would not be merged as one PR." + "reason": "They share NemotronH code paths, but the actual changes differ: #45115 focuses on inheritance and checkpoint key remapping, while #45569 adds/renames model variants, docs, and tests. These are not the same concrete fix and would not plausibly merge into one PR." } ] }, @@ -20573,7 +20609,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20589,7 +20625,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8a3f292571f90166e20a75cb135db5dc387aeb86066b182decd0bb39832f974c", + "prepared_review_unit_hash": "0cc971eb913b1cdcea91fb447892607504d4ba9b068b402e5ea4374b77c6905b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20611,18 +20647,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds heterogeneous per-layer configuration support, while the other adds heterogeneous model/cache/runtime support. They overlap in infrastructure files, but they are not the same concrete change.", - "confidence": 0.84, + "summary": "The two PRs are closely related but not duplicates: one adds per-layer heterogeneous config plumbing, while the other adds broader heterogeneous model/runtime support that builds on it. They share files and topic, but the concrete changes and merge intent are different.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more complete feature PR; it includes the model/runtime work and builds on the config plumbing, so it is the better representative for the cluster.", + "canonical_pr_reason": "PR #45332 is the broader umbrella PR: it covers heterogeneous model/runtime support in addition to config plumbing, so it is the better representative if one PR must stand in for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the strongest standalone candidate because it covers the full heterogeneous-model feature rather than only the configuration layer.", + "best_pr_reason": "PR #45332 is the best overall representative because it spans the wider end-to-end heterogeneous support path rather than just the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature area, but different scopes: 45333 adds per-layer config support, while 45332 adds heterogeneous model/cache/runtime behavior. They are not the same underlying change and could be merged separately." + "reason": "Reject: #45333 is focused on per-layer config support, while #45332 adds broader modeling/cache/masking changes. They are related, but not the same concrete code-path fix and would not plausibly merge into one duplicate PR." } ] }, @@ -20636,7 +20672,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20652,7 +20688,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7aed025656c1f53c4a695c0b7892b5863e754e5d7768873eddb4c35ccaa18d96", + "prepared_review_unit_hash": "22535228548bc81693d40974f434e1ec6715452ebcec3c9ba0f43638437eb08e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20674,18 +20710,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate typing-focused PRs: one is a broad repository-wide type checking sweep, and the other is a narrower typing/helper update around modeling_utils/PEFT. The shared files look incidental, not duplicate work.", + "summary": "Two open PRs are related by broad typing work, but they are not duplicates: one is a repo-wide type-checking sweep, the other adds shared typing protocols/helpers for specific code paths.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more representative cluster item: it changes type-checking config and touches many transformers modules in one sweep.", + "canonical_pr_reason": "PR #45425 is the more concrete, reusable typing change: it adds shared typing aliases/protocols in `_typing.py` and updates a few implementation sites that need them. It is narrower and easier to treat as the representative typing-focused change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 best represents the cluster because it is the largest and most central typing-related change, while 45425 is a narrower follow-up-style helper update.", + "best_pr_reason": "PR #45425 is the best overall representative because it makes targeted, structural typing additions rather than a broad mechanical pass. PR #45415 is a wide type-checking sweep across many files and config, so it is less canonical for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They overlap on typing-related files, but they do not appear to fix the same concrete code-path problem. 45415 is a broad type-checking pass across many modules plus pyproject config, while 45425 adds typing protocols/helpers for modeling_utils and PEFT-related code. Not mergeable as one duplicate PR." + "reason": "They are both typing-related, but they do not appear to fix the same concrete problem. #45415 is a broad type-checking cleanup across many `src/transformers/*py` files plus `pyproject.toml`; #45425 adds specific typing protocols/aliases and adjusts a smaller set of implementation sites. These could coexist, so they should not be merged as duplicates." } ] }, @@ -20699,7 +20735,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20715,7 +20751,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "1129b193d63acb2335b696944d7bba2a433cb7ee8a225c4890fae36f7c9b8862", + "prepared_review_unit_hash": "0361f44dfa5b95118ab513118c29dca57bc6069957957cd1f1dee0a35081a252", "component_budget": { "node_count": 2, "item_count": 2, @@ -20737,18 +20773,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: both are cache-related PRs, but they target different model families and different failure modes. PR #45513 fixes multi-token cached forward behavior in OLMo/Qwen3 variants for GDN linear attention, while PR #46084 fixes Mamba2 use_cache handling when seq_len > 1. They should be triaged separately.", - "confidence": 0.97, + "summary": "These are two unrelated pull requests that both tighten cache-aware forward logic, but in different model families and different code paths. PR #45513 fixes multi-token cached forward for Qwen3.5/Olmo Hybrid GDN linear attention, while PR #46084 fixes Mamba2 use_cache behavior when seq_len > 1. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner representative: it has an explicit issue target, a narrowly scoped fix, and a direct code-path description for the seq_len > 1 cache bug.", + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster only in the sense that it has a concrete linked issue and a narrowly defined bug fix; #45513 is broader and spans multiple model files without an explicit issue target. However, the two PRs are not duplicate changes.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best standalone PR in this cluster because it is more specific, explicitly tied to issue #46032, and fixes one concrete cache path rather than spanning several model files.", + "best_pr_reason": "PR #46084 is the strongest standalone representative because it targets a specific bug, cites an explicit issue (#46032), and changes a single code path in Mamba2. #45513 is also valid, but it is broader and less focused.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both are about cached forward execution, but they fix different model implementations and different underlying bugs. #45513 changes OLMo/Qwen3-family linear attention behavior for multi-token cached continuation; #46084 changes Mamba2 cache handling when seq_len > 1. They are not the same change and could not plausibly be merged into one PR." + "reason": "Both involve cache/seq_len handling, but they fix different models and different execution paths: Qwen3.5/Olmo Hybrid multi-token cached attention vs. Mamba2 cached use_cache logic. There is no evidence they are the same underlying bug or could be merged into one PR." } ] }, @@ -20762,7 +20798,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20778,12 +20814,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "a357636a21a7f9232be0aec2f8d4225a5f358197734f075610ecc8de397e6bef", + "prepared_review_unit_hash": "ce2e13e865c6e03c1f8636b90d3b09f11addaba2d176be56ca73af99e798d241", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20791,7 +20827,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20800,18 +20836,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both EP-related PRs, but they address different bugs: #45548 fixes EP + DeepSpeed ZeRO-3 loading under `accelerate launch`, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. The overlap is mostly in subsystem and `modeling_utils.py`, not the same code-path failure.", - "confidence": 0.94, + "summary": "Both PRs target expert-parallel loading issues, but they fix different code paths: #45548 handles config serialization and a model helper for EP/ZeRO-3 loading, while #45662 fixes DTensor/sharded parameter assignment and expert overwrite during distributed loading. They are related but not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#45662 is the more concrete and narrowly defined fix, with direct changes in the loading/broadcast path tied to expert parameters; #45548 is a separate loading/serialization fix.", + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses the more concrete failure mode in the actual loading path and touches the broader set of affected distributed-loading components.", "best_issue_reason": null, - "best_pr_reason": "#45662 best represents the cluster if one PR must be chosen because it targets the explicit expert-overwrite bug with clearer runtime impact and broader supporting code changes.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific overwrite bug during expert-parallel loading, with code changes directly in the parameter assignment path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying failures: one is EP + ZeRO-3 loading via accelerate launch, the other is EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Shared EP context is not enough to merge them as duplicates." + "reason": "Both are about EP loading, but #45548 is about config handling/feature detection for ZeRO-3 + accelerate, whereas #45662 fixes DTensor post-shard wrapping and expert parameters being overwritten. Different underlying bugs and different fix paths." } ] }, @@ -20825,7 +20861,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20841,40 +20877,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "d12da6c2ce84ea7810dbdeb894e61fadece56367010137d6520ff1013636632d", + "prepared_review_unit_hash": "0fb19481fb2d6551311809ec5261740890447dca2800451f2812f99a65b1bf26", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging collision in transformers testing utilities; one is a narrower implementation, the other also updates CI log collection to handle split files.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils, and 45645 appears to be the broader, more complete fix because it includes the same code change plus CI handling for multiple output files.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45645 is the more complete and representative fix: it changes the xdist-safe output path, updates tests, and adapts CI to consume multiple captured_info files.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix from 45639 and also updates the CI workflow to collect all captured_info artifacts, making it the more complete implementation of the same fix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45645 best fits as the primary PR because it covers the full end-to-end behavior change, not just the internal file-writing fix.", + "best_pr_reason": "PR 45645 is the strongest standalone fix: it addresses the collision in the library code and the downstream CI log collection path, so it best matches the full underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on captured_info output. The fixes are directly related and could plausibly be merged into one PR." + "reason": "Same underlying xdist-safe captured_info fix; 45645 effectively subsumes 45639's testing_utils change and adds the related CI artifact handling needed for the new file layout." } ] }, @@ -20888,7 +20924,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20904,7 +20940,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "a46a6d8021aae8239544f78305f4f944200d6d42d077182ca018b3af123b5a53", + "prepared_review_unit_hash": "f8674bd4ba3ace381d71b108a8ff6188540b9cb5edffadcfa2a420622978d278", "component_budget": { "node_count": 2, "item_count": 2, @@ -20926,18 +20962,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds AutoModel registry entries for glmasr/dia, the other implements RecurrentGemma attn_implementation dispatch plus supporting conversion/tests/docs. They should not be clustered as duplicates.", + "summary": "The two PRs are unrelated: one adds GLM-ASR to an auto-model registry, while the other adds RecurrentGemma attention-implementation support and associated conversion/test/docs changes.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46320 is the better cluster anchor because it is a coherent, multi-file feature fix centered on RecurrentGemma attention dispatch, whereas #45670 is a small registry-only tweak for a different model family.", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the more substantial and self-contained change, but it is not a duplicate of PR 45670; the two address different code paths and model families.", + "best_pr_reason": "PR #46320 is the strongest standalone PR in the set: it addresses one concrete code-path problem, has supporting conversion/test updates, and is more complete than the narrow auto-registry change in #45670.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different targets and functionality: AutoModel mapping for glmasr/dia vs RecurrentGemma attention-implementation support. No shared concrete bug/change to merge into one PR." + "reason": "Different underlying changes and code paths: GLM-ASR auto-model registration vs. RecurrentGemma attn_implementation dispatch/conversion. They are not plausibly mergeable into one PR." } ] }, @@ -20951,7 +20987,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20967,7 +21003,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "54f5621e9bc1e55586d4aea04d84970e32831cc583f19a18b7ac5f97c8c572f7", + "prepared_review_unit_hash": "4a679ac7b185e9763ebb0c7372dd455bece0bae9fbcb2507e7c21d92f25c91e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20989,18 +21025,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR implements a tuple-return linting behavior in model forward methods, while the other adds a new modeling rule about dead do_* flags in image/video processors. Different rule numbers, subsystems, and code paths.", - "confidence": 0.98, + "summary": "These are related only at a high level: both are linter/modeling-rule PRs in Transformers, but they target different rules and different underlying behavior. PR 45720 changes model forward return handling for TRF003, while PR 46259 adds a rule about unused do_* flags in image/video processors (TRF016/TRF018 family).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the more concrete code-change PR: it updates model forward implementations to use can_return_tuple and removes explicit return_dict plumbing across several model files. That makes it a clearer anchor than the rule/docs-focused PR.", + "canonical_pr_reason": "PR 45720 is the more concrete code-path change: it adds can_return_tuple and updates multiple model forward methods to implement the return-dict/tuple rule. It is a cleaner representative of the cluster than the broader rule-doc plus processor sweep in 46259.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the better representative of the cluster because it contains the main runtime behavior changes across model forward paths, whereas PR #46259 is primarily a linter/rule-definition update with broader documentation and rule maintenance.", + "best_pr_reason": "PR 45720 is the strongest standalone PR here because it has a specific behavioral fix across model forward paths, rather than mainly introducing a new lint rule and related cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: TRF003 tuple-return handling in model forwards vs. TRF016 dead do_* flag detection in image/video processors. They do not fix the same bug and would not plausibly merge into one PR." + "reason": "Different underlying changes: 45720 is about model forward return semantics (TRF003), while 46259 is about dead do_* preprocessing flags in image/video processors (TRF016/TRF018). Shared subsystem and linter framing are not enough to treat them as the same fix." } ] }, @@ -21014,7 +21050,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21080,7 +21116,70 @@ { "label": "pull_request", "component_index": 29, - "component_count": 31, + "component_count": 32, + "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-46019-2", + "nodes": [ + "pull_request:46019", + "pull_request:46334" + ], + "soft_pairs": [ + "pull_request:46019|pull_request:46334" + ], + "prepared_review_unit_hash": "2db7ae307de42411a294ce3dffd8d82f1806bdce735fa0e8cd7c7ac9f6a639b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4044, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4044, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open docs-only PRs touch the same continuous batching guide, but they address different topics: tensor parallelism setup vs. fast-path kernel support on CUDA/XPU. They are related by subsystem and filename, not by the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46334 is the better representative because it documents a concrete behavior matrix for the fast path and fallback logic in continuous batching.", + "best_issue_reason": null, + "best_pr_reason": "PR 46334 is the clearest standalone change in the cluster: it explains the actual fast-path kernel/device combinations and fallback behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46019", + "right": "pull_request:46334", + "accept": false, + "reason": "Both are documentation edits in the same file, but they cover different features and code paths; they are not the same underlying change 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": 30, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21103,70 +21202,70 @@ "pull_request:46154|pull_request:46317", "pull_request:46196|pull_request:46317" ], - "prepared_review_unit_hash": "f3703813ac6510d3757b744798b8e8271869ca7dec26a19ddb7e43d7b877f435", + "prepared_review_unit_hash": "aee274d22841a356553f54df60fd4356c20221a4e121af71cd220b40cdf455f0", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11166, - "estimated_input_tokens": 2792, - "estimated_eval_tokens": 5840 + "serialized_chars": 11164, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11166, - "estimated_input_tokens": 2792, - "estimated_eval_tokens": 5840 + "serialized_chars": 11164, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all about adding SDPA dispatch support, but each targets a different model family and implementation path, so they should not be merged as duplicates. The most representative PR is the broadest multi-model dispatch change.", + "summary": "These PRs are thematically similar (each adds SDPA dispatch support), but they target different model implementations and code paths. They should not be deduplicated or merged together.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the most comprehensive representative: it covers multiple related model families (SeamlessM4T/v2 and wav2vec2 variants) plus tests, making it the broadest SDPA-dispatch change in the set.", + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, covering multiple model families and the most extensive SDPA dispatch changes/tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the best cluster representative because it spans the widest scope among these similar dispatch-support PRs while still being a concrete, coherent change set.", + "best_pr_reason": "PR 46196 is the strongest stand-alone PR in this set because it spans several related models and appears to have the most complete implementation and validation coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different model implementations (CTRL vs T5); same high-level feature, but not the same underlying code-path bug or mergeable change." + "reason": "Both add SDPA support, but they modify different model stacks (CTRL vs T5) with distinct attention code paths; not the same concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL SDPA dispatch and SeamlessM4T/wav2vec2 SDPA dispatch are separate model-specific fixes with different code paths." + "reason": "CTRL-specific SDPA dispatch is separate from the wav2vec2/seamless M4T family changes; they are related patterns, not one duplicate bug." }, { "left": "pull_request:46073", "right": "pull_request:46317", "accept": false, - "reason": "CTRL attention dispatch and Zamba attention dispatch are distinct model changes, not the same concrete bug fix." + "reason": "CTRL and Zamba are different architectures with unrelated implementation details; these are not mergeable into one PR for the same code-path issue." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA support and SeamlessM4T/wav2vec2 SDPA support affect different architectures and kernels; not a single duplicate PR." + "reason": "T5 encoder/decoder SDPA dispatch is a different fix from wav2vec2/seamless M4T attention dispatch; same theme, different underlying code paths." }, { "left": "pull_request:46154", "right": "pull_request:46317", "accept": false, - "reason": "T5 and Zamba are different model code paths; shared theme alone is insufficient to treat them as duplicates." + "reason": "T5 and Zamba touch different model internals and would not be one shared bug/change." }, { "left": "pull_request:46196", "right": "pull_request:46317", "accept": false, - "reason": "SeamlessM4T/wav2vec2 SDPA dispatch and Zamba dispatch are unrelated model-specific changes, even though both enable attention dispatch." + "reason": "These target separate model implementations (wav2vec2/seamless M4T vs Zamba) and cannot plausibly be merged as one duplicate PR." } ] }, @@ -21179,8 +21278,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 31, + "component_index": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21196,7 +21295,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d82301e5eb1a44226c09c6644ec60a60f607b07de823c27d364b8a1a795a372d", + "prepared_review_unit_hash": "4c9471d1ae7839860c8c12e870a5c999e24fb76a29781938e3cb620ab8b8929c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21218,18 +21317,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed branch base touching many subsystems. The shared files alone are not enough to treat them as duplicates.", - "confidence": 0.89, + "summary": "These are related by broad distributed-model work, but they are not duplicates: one PR is a specific EP + Trainer integration change, while the other is a much larger distributed branch-base PR spanning many subsystems.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the broader umbrella change and likely the better representative of the distributed branch work, while #46126 is a narrower follow-up/integration PR.", + "canonical_pr_reason": "46269 is the broader umbrella PR for the distributed branch base; 46126 is a narrower EP/Trainer integration slice, so 46269 is the better representative if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the most central artifact in this cluster because it spans the widest set of distributed changes and subsumes the shared files seen in #46126.", + "best_pr_reason": "46269 is the best single PR to keep as the cluster representative because it covers the broader distributed integration work, whereas 46126 is a specific feature PR with a different concrete scope.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs target different scopes and likely different merge units. #46126 is specifically EP/Trainer integration, whereas #46269 is a large distributed base branch with many unrelated file changes; they do not look like the same concrete code-path fix." + "reason": "Reject: they share distributed filenames, but the concrete changes differ. 46126 adds EP routing and Trainer integration; 46269 is a broad distributed branch-base update with FSDP/CI and many unrelated files. They do not fix the same underlying bug or implement the same change." } ] }, @@ -21242,8 +21341,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 31, + "component_index": 32, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21259,7 +21358,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "6f120d9bcabeb7262df6a965aa8aae9bf7fd2d14985e0f1b915491502717abbb", + "prepared_review_unit_hash": "e0b6b60e54fa346c449f9dfb54c6c26de88858423126718ba0969c3a4c234bfc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21281,18 +21380,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs share a broad theme of avoiding direct file-open source inspection, but they target different code paths and different bugs, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Both PRs are source-reading refactors, but they target different code paths and files: one adds a resource-based helper in `import_utils`, while the other changes `_can_set_attn_implementation` in `modeling_utils` to use `inspect.getsource`. They are related in theme but not the same underlying change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the cleaner representative of the cluster because it fixes a concrete source-reading heuristic in _can_set_attn_implementation and includes a corresponding test update.", + "canonical_pr_reason": "PR #46152 is the broader, more central refactor: it introduces a reusable traversal/resource-resolution helper in `import_utils` to avoid `open()`-based self-source access. It better represents the cluster\u2019s shared theme than the narrower caller-side change.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone PR: it addresses a specific modeling_utils behavior, has clearer semantics, and is more directly tied to a single code-path fix than #46152.", + "best_pr_reason": "PR #46152 is the best representative because it implements the core infrastructure change, whereas PR #46207 is a separate, function-specific source-reading update in a different module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: both are about avoiding file-open source inspection, but #46152 changes import_utils path resolution for traversables, while #46207 changes modeling_utils' attention-implementation capability check. Different modules, different behavior, and not the same concrete fix." + "reason": "Related only by the general goal of avoiding file-open source inspection. They modify different modules, different functions, and different mechanisms, so they are not the same underlying bug/change and would not plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 62bf8646702381a3f45f89b05616438323807708..045167cc2dfb6d27f30e60297d41ca1640cf84d9 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260601t180035z", + "analysis_id": "hybrid-model-20260602t000030z", "archived_artifacts": { - "hybrid": "snapshots/20260601T180035Z/analysis-runs/hybrid-model-20260601t180035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260601T180035Z/analysis-runs/hybrid-model-20260601t180035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-01T18:10:36Z", + "published_at": "2026-06-02T00:04:34Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260601T180035Z", + "snapshot_id": "20260602T000030Z", "variant": "hybrid" } diff --git a/snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.json b/snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a6de8bff620718937389d5112e1c46f1287d7a64 --- /dev/null +++ b/snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.json @@ -0,0 +1,2478 @@ +{ + "schema_version": "1.0", + "repo": 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"estimated_input_tokens": 11957, + "estimated_eval_tokens": 24170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 is out of bounds\" reports around model init/loading; most other pairs are different models, APIs, or docs changes.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43596 is the broadest representative of the ZeRO-3 index-out-of-bounds family, and it matches the accepted BERT/Gemma3-style reports on the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 best captures the shared DeepSpeed ZeRO-3 init/loading bug with a concise, generic title; it is the most reusable canonical issue among the close matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure modes: missing Qwen3.5 config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated problems: AMD GPU support for GPT-OSS vs an MPS histogram kernel error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and different error paths (dtype mismatch vs AMD GPU runtime failure)." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different concrete bug: autocast dtype mismatch in Phi-tiny-MoE vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime issues; no shared code path is evident." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and errors: Qwen-3 NVFP4 failure vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are failures, but on unrelated paths: DeepSpeed collective mismatch vs ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and subsystems: export-to-ONNX vs FineGrainedFP8 runtime failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "No common concrete bug; ONNX export error vs Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table QA crash vs stale RAG examples documentation." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5, but they are different removed features and different docs surfaces." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different issues: ModernBERT ONNX export vs GenerationMixin import failure." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training problems: Qwen3.5 input embedding unpacking vs resume/trust_remote_code behavior." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different tensor mismatch complaints on different models and code paths." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-style reports, but the underlying path and model family differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated: ZeRO-3 BERT index error vs training-resume/trust_remote_code issue." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different models and failure mechanisms; no shared underlying bug is apparent." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error shapes: ZeRO-3 init IndexError vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Shape mismatch crash vs GPT-OSS tensor-parallel issue; different code paths." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different features: Qwen3-VL video StopIteration vs training resume/trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT init error is unrelated to the resume/trust_remote_code problem." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config regression (missing pad_token_idx) is unrelated to training resume behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: BarkProcessor voice preset vs ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the specific failures and model paths are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds failure during model init/loading; likely the same underlying DeepSpeed bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: detokenization bug vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and bug classes; not a duplicate." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed training failures and different concrete error messages." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP/activation-checkpoint recomputation mismatch vs generic tensor mask shape mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but different bugs: CPU offload incompatibility vs uninitialized-memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT index error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training stack problems: checkpointing/FSDP mismatch vs custom trainer signature change." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: AMD GPU support vs outdated RAG examples docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and tensor shape mismatch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Version compatibility complaints, but about different version pairs and different failures." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibilities: vLLM/PaddleOCR-VL loading vs USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds error during model loading/init; Gemma3 and BERT look like repros of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they refer to different removed APIs and different documentation pages." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific failures: image preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different kernel/runtime bugs: autocast dtype mismatch vs MPS histogram not implemented." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen3.5 SFT trainer input handling vs MPS MoE histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different concrete paths: Liger Kernel cross_entropy vs Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs missing GenerationMixin import." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different features and errors: GPT-OSS on AMD vs table-question-answering crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same model family, but different bugs: device mismatch with auto device_map vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Version incompatibility vs model-specific NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different issues: activation checkpointing/FSDP mismatch vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures with no clear shared code path." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model families and failure mechanisms." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different MoE/dtype issue vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: image-preprocessor/model dtype mismatch vs MPS histogram kernel limitation." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/inference problems on different models." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors; no duplicate relationship is evident." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: Qwen-3 NVFP4 runtime error vs TRL SFT unpacking issue." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue vs TRL SFT trainer embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds error during model loading/init; both look like the same DeepSpeed issue." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different config/runtime problems: Gemma3TextConfig missing field vs Qwen3 device-map cuda assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs mismatches: return_all_scores behavior vs removed run command." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime problems: missing Float8 storage type vs USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model paths and symptoms: Gemma4 device mismatch vs Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime issues with no shared root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The ZeRO-3 index-out-of-bounds cluster around 43596/43638/41762 is supported by the packet, and the rest of the pairwise rejections are conservative given the differing titles/subsystems. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43716|issue:46294", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43541|issue:44589", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "b11c274fc829410e66a64e4aaff96a2ebf072f3d8c31270976e55a5a2ff455c7", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39560, + "estimated_input_tokens": 9890, + "estimated_eval_tokens": 20036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions and model-specific bugs. The soft pairs share superficial similarity, but they do not look like the same concrete underlying issue or change, so none should be merged.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest umbrella here: it describes a recent-version regression affecting remote-code models, which is the closest high-level match to the cluster\u2019s recurring compatibility/theme issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single representative issue because it is broad, version-regression oriented, and open-ended enough to subsume multiple related compatibility reports without overfitting to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: processor handling for Voxtral vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and symptoms: Liger Kernel cross-entropy routing vs Qwen3.5 video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different bugs: detokenization regression for DeepSeek coder vs outdated RAG examples/docs." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to documentation/example updates." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad similarity around version breakage, but one is remote_code model support and the other is a USE_DISTRIBUTED=0 PyTorch compatibility issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint / model artifact issue vs loader implementation failure for a different architecture." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model loading/runtime error versus docs/example maintenance; no shared concrete code path." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params signature breakage is unrelated to PyTorch distributed support changes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related config issues, but they involve different models and distinct integration failures." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading regression for GLM-4.7-Flash is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors with zero-sized tensors, but they occur in different Bert/deepspeed scenarios and are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading failure is unrelated to table-question-answering task crashes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are separate compatibility regressions." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve runtime/compatibility issues, but one is DeepSpeed ZeRO-3 with Bert and the other is torch 2.4.1 vs transformers 5.8.0." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different failure domains: model detokenization regression versus QA pipeline crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic config regression are unrelated code paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 problems: chat template crash versus streaming inference API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Model loading error and table QA crash do not share a concrete underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: Gemma3 config attribute error vs Gemma4 device placement bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure is unrelated to MPS histogram_int support in moe models." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing grouped_mm error is a different code path from the MPS Int histogram failure." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different precision/runtime issues: dynamo tracing grouped_mm vs autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor/model loading failure for Voxtral is unrelated to compilation errors for non-template nodes." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different API regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/transformers compatibility issue; the other is a Gemma4 forward device-map mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they involve different models and different zero-length tensor scenarios." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are separate model-format issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/index errors, but they arise from different models and workflows." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM is a different problem from tied-weights translation-model regressions." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming inference API failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different issue than the pydantic config regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming chat/completions failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video chat-template feature/token mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig breakage are distinct regressions." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are version regressions, but one targets remote_code models and the other targets PyTorch/USE_DISTRIBUTED compatibility." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input on Qwen variants, but one is a broad v5.3.0 regression and the other is a specific apply_chat_template feature/token mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to missing Float8 storage type support." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero-size IndexErrors, but they occur in different models and initialization flows." + } + ] + }, + "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": 18, + "review_unit_index": 3, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "a2b79151a67fbadd21e8558fc30c59b7cd3bc9729d6cbbe78fc3703657801113", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37142, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer regression: issues 43644, 43950, and 44534 describe the same underlying `register_buffer(persistent=False)` corruption/junk-fill problem.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43950 is the most explicit root-cause report for the non-persistent buffer regression (`from_pretrained()` corrupts `register_buffer(persistent=False)` buffers) and subsumes the related reports in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best global issue candidate because it is the clearest, most specific statement of the shared bug and is central to the only accepted duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about degraded text embeddings while the other is about nonsensical AutoModel/pipeline outputs; related area, not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different failures: multimodal `from_config` not unwrapping `text_config` versus `inv_freq` reading uninitialized memory after `to_empty(cuda)` materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "One is a missing TensorFlow backend / tensorboard-only environment issue; the other is a torch-transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths: image preprocessor/model dtype mismatch versus TRL SFT embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking are distinct training/loading bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model loading, but one is a cache-path collision and the other loads the wrong module after save/load; not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but they affect different models and different tying paths; too broad to treat as one bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a generic GLM5 issue are not the same underlying problem." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash is unrelated to tied-weight handling." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are separate quantization/runtime issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weights handling are different problems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied-weight issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and Qwen-3 NVFP4 runtime error are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying code-path problem is evident." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers 5.x regression where non-persistent buffers are mishandled/corrupted during loading." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level bitsandbytes/storage errors with different symptoms and causes." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a model output-quality complaint and the other is a text-embedding degradation issue; insufficient evidence they are the same defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral and missing `all_tied_weights_keys` on MolmoForCausalLM are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model-quality regression and tokenization-version change are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-state rebuild bug and Qwen3_5Moe rotary embedding uninitialized memory are distinct." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention illegal memory access from 3D position_ids is not the same as CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA and increased reserved memory under int4 quantization are different regressions." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same Transformers 5.x non-persistent buffer corruption/junk-fill regression, described from different angles." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosion are related only at a very high level; the concrete bugs differ." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected `num_items_in_batch` argument and DeepSpeed ZeRO-3 loading index error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve initialization/materialization, but one is a non-persistent buffer regression and the other is a Qwen rotary-embedding uninitialized-memory bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Accepted. The summary is grounded in the packet: the only clearly supported duplicate cluster is 43644/43950/44534 around the Transformers v5 non-persistent buffer corruption regression. The soft-edge rejections are conservative and do not overclaim equivalence from broad thematic similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45923", + "issue:46315" + ], + "soft_pairs": [ + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45715|issue:46315", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43257|issue:43866", + "issue:42915|issue:43872", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "e89a74dcbcb99a2136ebbd45c0180585026579f6892174cafbf35e6ce12f9245", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of transformer loading/tokenizer regression reports, not a single duplicate set. The strongest common thread is recent v5 loading regressions, but most pairs are model-specific and should stay separate. I only accepted the clearest same-bug pairs.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 45020 is the best umbrella representative of the cluster\u2019s main theme: recent transformers versions breaking model loading, especially around remote_code and related load-time regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most general and reusable issue in the set, so it is the best overall issue representative for triage among these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading behavior, but one is a generic noise/UX complaint and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes; the titles do not point to the same underlying loader bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization behavior and a flash_attn import KeyError are unrelated issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 HF-vs-reference implementation discrepancy, with worse text embeddings as a symptom of that mismatch." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "One is about gradient checkpointing with PEFT LoRA; the other is about Qwen3 MoE memory usage. Different bugs." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific model that fails to load; no evidence they are the same defect." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The first is a specific missing-fields bug in AutoConfig with trust_remote_code; the second is a broad umbrella about remote_code breakages, not the same concrete issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are distinct model-specific problems." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-on-int error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A broken LoRA checkpoint migration issue is not the same as a tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing model class and a bitsandbytes Int8Params constructor mismatch are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A model loading failure and a missing all_tied_weights_keys attribute are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and a Gemma4 device_map forward mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "A tokenizer-mapping edge case in add-new-model-like is different from the broader remote_code loading regression." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different directions and likely different loops; not enough to merge." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure categories; no shared underlying bug is evident." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad remote_code regression and a tokenizer codec/regression issue are not the same defect." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model loading KeyError and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A missing lm_head tying bug and a non-persistent buffer corruption regression are different code-path problems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "These are related docs-only pipeline references, but they are different documentation cleanup reports rather than one duplicate bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model runtime failure and a fbank feature extraction issue are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is a bitsandbytes compatibility issue and the other is an init_empty_weights type error; close in theme but not the same concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion/load behavior and an Ovis2 corrupted checkpoint are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and bitsandbytes _is_hf_initialized incompatibility are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing with LoRA and a missing supports_gradient_checkpointing flag are different issues even if both mention checkpointing." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe the same class of Qwen3-family DeepSpeed ZeRO-3 weight-loading failure, with parameters ending up missing during load; the model variant differs but the underlying loader problem is the same." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 position_ids is unrelated to the flash_attention sinkless-model crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about duplicate links. The umbrella choice for issue 45020 is plausible as a broad representative of the remote_code / loading-regression theme, and the two accepted soft pairs are the clearest same-bug candidates. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45305", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756" + ], + "prepared_review_unit_hash": "5d3eb8c8d5d28d45656a8c779ab2534bbc3222482d41305e199e48d7f757a820", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37670, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports; only two soft duplicate pairs stand out: the custom model-initialization regressions and the repeated mask-shape IndexError. Everything else looks like separate model- or subsystem-specific issues.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the cleanest and broadest statement of the shared custom-model initialization regression, without the notebook-specific framing from 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue in the set because it states the underlying regression most generally and is the most suitable duplicate target among the accepted overlaps.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures and likely different code paths: trainer API keyword mismatch vs a tensor mask-shape IndexError." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different problems: one is a model-loading test failure for GLM-4.7, the other is a NemotronH checkpoint-loading bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed, but the concrete bugs differ: weight conversion vs gradient averaging with GAS." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading related, but they target different models and different failure modes; not enough evidence of the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying mask-shape mismatch IndexError; 44805 looks like a later/generalized report of the same runtime bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both touch Qwen video inputs, but one is a broad regression report and the other is a specific StopIteration symptom; not clearly the same code-path bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and symptoms: PagedAttentionCache/group-type handling vs NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the titles point to different models and different loader issues." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated domains: DeepSpeed training RuntimeError vs image-processor segmentation-map handling." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs in different components: Qwen2.5-VL rope-index scaling vs Qwen3.5-MoE rotary embedding materialization." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 shared-kv state bug and the other is a device-map mismatch during forward." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF architecture support; the other is a Qwen3-MoE sliding_window behavior bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and failure modes: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-embedding StopIteration and MPS histogram-not-implemented are unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom model initialization regression; 43646 is just the broader, cleaner wording." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are load/config problems around Qwen-like models, but the concrete bugs differ: FineGrainedFP8Config vs meta-device loading." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5 video/input behavior, but one is a video StopIteration regression and the other is an embedding unpacking failure; insufficient evidence of one bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is not the same as meta-device loading breakage." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FineGrainedFP8Config failures are different regressions." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping-name failure and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45834", + "accept": false, + "reason": "Both are IndexError reports, but they involve different models and different failure contexts." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too different\u2014zero probabilities vs nonsensical AutoModel/pipeline results\u2014to treat as the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-inference leakage and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but the video StopIteration and mask-shape IndexError point to different code paths." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech and tiny-random glm4v config validation are different config-loading regressions." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both involve model init/load failures, but one is a deepspeed zero3 Bert index error and the other is a tokenizer-mapping-name issue." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero-sized tensor/indexing with deepspeed zero3 is unrelated to tokenizer mapping registration." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration and mask-shape IndexError are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading and mmap OOM on Strix Halo are different memory-management issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles/body-level signals, and the rejections do not overclaim duplicate status for clearly different failures. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44488|issue:44991", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:45663|issue:45759" + ], + "prepared_review_unit_hash": "eae3b60588c8a12bba190c01403c894d9dcb7edd56547b211f292d78f9af5fac", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed bag of model-loading, tokenizer, training, and v5-regression reports. A few issue pairs are superficially similar, but the evidence is generally too thin to call them true duplicates; I would not collapse the cluster around a broad duplicate family.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43644 is the best representative issue because it is a clear, self-contained Transformers v5 regression with a broad symptom description. It is the most general issue in the set, but the cluster overall still looks heterogeneous rather than a single duplicate chain.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global issue candidate because it is broad, concrete, and centrally about a v5 buffer-initialization regression. It best captures one of the recurring subthemes without overstating the whole cluster as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the problems differ: zero probabilities vs. docs/example model-processor and quantization failures." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths and failure modes: Qwen3 MoE LoRA compatibility vs. BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 vs. Qwen3.5 flash-attention generation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-related, but one is an auto device-mapping CUDA assert and the other is a FineGrainedFP8Config loading issue." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen3.5, but one is ZeRO-3 weight loading and the other is incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar wording around loading failures, but they involve different model families and no shared concrete code path is shown." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to SGD argument handling." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "The symptoms overlap, but the packet does not show enough evidence that these are the same non-persistent-buffer bug rather than two similar v5 regressions." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a docs/example issue and the other is a runtime inference correctness problem." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash test loading vs. Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer/model families with different symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion is unrelated to GLM-4.7-Flash loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Related to memory/offloading broadly, but these are different regression types and not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to a generic model shape-mismatch load failure." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different performance regressions: Qwen3 MoE training memory vs. int4 reserved-memory growth." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is buffer junk initialization and the other is custom-model initialization in Jupyter notebooks." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to a resize_token_embeddings output_embeddings bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the concrete faults differ: packed-sequence position_ids vs. s_aux=None on sink-less models." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different tokenizer/model paths and the packet does not show a shared root cause." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights/_is_hf_initialized are different serialization/init issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "The titles are very similar, but they point to different model families and different embedding targets, so the evidence is not strong enough to merge them." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom around lm_head tying, but different model implementations and not clearly the same code path." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issues are unrelated to GLM5." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT LoRA is unrelated to T5 using apex.FusedRMSNorm." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and torch.device('meta') loading regressions are different problems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size violation and a model loading failure are only broadly related, not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states is unrelated to Qwen 3.5/3.6 text_config unwrapping." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall framing is mostly grounded, but the soft-edge judgments are not conservative enough. In particular, the analyst marked several pairs as true duplicates even though the packet labels them deterministic_accept=false, including issue:44451/issue:44488 and issue:45276/issue:45335, and also issue:43644/issue:44534. Those pairs may be similar, but the evidence in the packet is not strong enough to promote them to accept. The cluster summary also slightly overstates the duplicate/regression cohesion by calling the issue set a broad v5 regression pattern rather than a mixed bag with only a few similar pairs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46315" + ], + "soft_pairs": [ + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45812|issue:46315", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716" + ], + "prepared_review_unit_hash": "c3efc77e37542580c1f7ff8a28de7b58007a499844d96b5c3343e94df1041485", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37529, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. The only clear duplicate chain is the `resize_token_embeddings` regression cluster, where the generic report is the best representative; most other soft pairs share a subsystem label but not the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45292 is the most generic and central wording in the clear duplicate chain (`resize_token_embeddings` not updating outputs), while 45276 and 45335 look like model-specific manifestations of the same API regression.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 best represents the cluster because it states the core failure without narrowing to a specific model field, making it the most reusable duplicate target among the issue set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and failures: Gemma4 FSDP/shared_kv_state bug vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/OOM, but one is offloading behavior and the other is increased reserved memory under int4; not the same concrete bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leak and Gemma4 device-map mismatch are unrelated code-paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` arg during init_empty_weights is unrelated to Strix Halo mmap/OOM handling." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading problems on different models; no evidence of the same code path or fix." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model-loading issue and sinq save/load breakage are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug in SwitchTransformers vs Gemma4 FSDP attention-state rebuild; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "OOM symptoms overlap, but the causes are different: int4 reserved-memory regression vs mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression affecting output embeddings; 45276 is a model-specific variant of 45292." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "One is a GLM-4.7-Flash loading problem; the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue and RLHF NaN/SDPA math fallback issue are distinct." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is file permission propagation and the other is loading the wrong module; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map assert and AudioFlamingo3 batch leak are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are separate model/config issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling bug vs Gemma4 FSDP shared_kv_states bug; different paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Jupyter and Trainer resume max_steps calculation are different problems." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as meta-device loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and does not match the specific autocast dtype mismatch bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate+deepspeed and NemotronH checkpoint loading are separate model-loading failures." + }, + { + "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:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenizer-version behavior change are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are separate issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression family; 45335 is another manifestation where decoder.embed_tokens is not updated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the two resize_token_embeddings pairs, which are strongly supported by the titles and similarity signal. The rest of the verdicts avoid overclaiming by treating shared subsystems as insufficient for duplication, which matches the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "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:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:46050|issue:46326", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915" + ], + "prepared_review_unit_hash": "2169594f1ab50ca33d3c02ee3a5414ae81113dc3bb6725d8fbcb48ff16ec7e1e", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions: model/tokenizer loading failures, a few training/inference bugs, and some docs-only issues. The soft edges are mostly topical similarity rather than the same concrete defect, so I would not merge any of them.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster: a Transformers v5 model-loading regression affecting a generic code path (`base_model_prefix`) that matches the overall theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to anchor this set because it describes a general v5 loading breakage rather than a one-off model or tokenizer symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different problems: an isolated reproduction of an older issue vs a Qwen3.5 PagedAttentionCache crash with linear_attention." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Both are runtime failures, but one is torch.export/checkable-model logic and the other is Perceiver image-classification resolution handling." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression and git-oss-20b MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs a generic mask-shape IndexError; different code paths and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but one is about `return_all_scores` text and the other about removed pipeline tasks; not the same fix." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation error are distinct failures." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility vs TRL SFT trainer embedding unpacking are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Saving/loading `extra_state` and unwrapping `text_config` are different serialization/config bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a broad v5 dev regression and the other is a specific checkpoint weight-shape mismatch." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token method conflict is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and compiled flex_attention failing on newer torch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment with `None` are different bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory use and Strix Halo mmap OOM avoidance are not the same defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM regression and est-roberta tokenizer load failure are separate model-specific issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for est-roberta vs a Mistral regex patch crash; same area, different root cause." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction issue and a mistral_common continue_final_message bug do not share the same code path." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but XLNet positional encoding CPU placement and Qwen3.5 MoE rotary embedding offload compatibility are distinct." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization of `extra_state` vs Qwen VL video-input regression are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are different low-level regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registry generation failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption; different underlying bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and tokenizer post-processor refresh logic are not the same issue." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline `return_language` regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and a template compilation TypeError are different problems." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load breakage and mistral_common final-message handling are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer load failure for cjvt/sleng-bert and physical-intelligence/fast loading failure are distinct model-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from `trust_remote_code=True` config loading and Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting and Qwen2.5-VL iterable-dataset multi-image finetuning are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:40444|issue:46326", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "4c889e8818ef1d2a0a3cdbc797ba6ef8c595c94dadcce4decb978c4d559088c8", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37939, + "estimated_input_tokens": 9485, + "estimated_eval_tokens": 19226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated one-off Transformers bugs. The only clear duplicate-like soft edge is the Qwen3.5 save_pretrained regression pair; the rest are too model-/path-specific or describe different failures.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 save_pretrained checkpoint corruption; it best captures the underlying regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best cluster anchor because it states the core save_pretrained regression in a general way, while issue:45357 is a narrower follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different subsystems and failures: FineGrainedFP8Config vs PagedAttentionCache linear_attention group handling." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and likely different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around custom models, but one is non-persistent buffer corruption and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Same audio area, but the first is an unsupported center arg crash and the second is a generic fbank feature extraction issue; not clearly the same defect." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache seq_length return type are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad from_pretrained breakage and the other is a Qwen2.5-specific v5 failure; too little evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu/cpu offload dequantized loading and Qwen2.5-GGUF loading are different failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and inability to load a specific BERT model are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden_states output bug and Qwen2.5-VL rope index scaling are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method calls are different problems." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend registration, but one is missing tensorflow from extras and the other is an unsupported tensorflow_text backend entry." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample rate default and MIMI batch padding-mask behavior are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures for different models; no clear shared concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is generic initialization and the other is non-persistent buffer junk; not the same defect." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to StaticCache.get_seq_length return semantics." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head weight/tied weights, but one is a missing tie in Mistral3 and the other is inconsistent serialization by device." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic load noise and a specific Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer load failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config and non-template-node compilation are completely different issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching and DAC from_latents/STE mismatch are different model bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom model initialization and non-persistent buffer junk are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check and OmDet-Turbo processor image sizing are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for a specific model and slow convert_tokens_to_ids are different problems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and code paths: ScandiBERT loading vs Mistral tokenizer regex patching." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "General model load failure vs Mistral tokenizer patch crash; not the same underlying bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint corruption; 45357 is a narrower continuation about visual encoder keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only treats the Qwen3.5 save_pretrained pair as a likely duplicate-like match, and the other soft-edge rejections are plausibly cautious given the issue titles/descriptions. No overstatement of evidence is apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46326" + ], + "soft_pairs": [ + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:44062|issue:44987", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:44977|issue:46326", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43746|issue:46326", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:40444|issue:45325", + "issue:43317|issue:43856", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "3245dcf64a1d65a3e4cacd83bd3c8e55c49bfea648546de97ca38da4a085272b", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated bug reports, with only superficial overlap around Transformers v5 regressions, Qwen/VL models, tokenizers, and checkpointing. None of the soft pairs look like the same concrete bug/change, so I would keep them separate.", + "confidence": 0.18, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone representative: it is a concrete, high-impact AutoTokenizer regression affecting all Granite models and is better scoped than the broader, noisier reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but one is about FineGrainedFP8Config and the other about init_empty_weights/_is_hf_initialized; different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is an init flag regression in Transformers v5; the other is a Strix Halo mmap OOM workaround. No shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different model/runtime failures: FP8 config vs missing Float8 storage. Same broad era, not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weights/tied embeddings, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocabulary. Not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken special-arg conflict vs a model-loading failure for physical-intelligence/fast; unrelated issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization junk. Different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and GraniteSpeech strict config loading are separate model/config problems." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and cudaErrorAssert under auto device mapping are completely different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL video/temporal-position issues, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not clearly the same failure." + }, + { + "left": "issue:44977", + "right": "issue:46326", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure vs mistral_common continue_final_message tokenizer behavior. Different subsystems and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility is unrelated to noisy transformer loading logs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and mistral_common continue_final_message are different tokenizer/model-loading paths." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure do not share the same concrete root cause." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen2-VL/Qwen2.5-VL, but one is multi-GPU training and the other is IterableDataset multi-image finetuning; too different to merge." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing updates and add_special_tokens not adding BOS/EOS are related to tokens, but not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and a tokenizer-load regression for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one concerns _is_hf_initialized and the other non-persistent buffers. Different defects." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakage are separate compatibility problems." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are different feature/flag bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other returns wrong token IDs for Granite models. Not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training under flash_attention_3 and zero-loss classification with num_labels=1 are different training pathologies." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading under Transformers v5 and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset finetuning failure and rope-index temporal scaling are distinct issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map auto offload failure and Qwen3 MoE memory inefficiency are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are unrelated Transformers v5 breakages." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are separate model/config issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression are different model families and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43761|issue:44079", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:44186|issue:44265", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "951d5c8b1c57bfb37f10309458e091959a5af984e4269457bc5a199749fd0981", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37503, + "estimated_input_tokens": 9376, + "estimated_eval_tokens": 19008 + }, + "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 across tokenizers, model loading/init, multimodal position IDs, device maps, and memory behavior. The soft edges are mostly theme-level similarities, not same underlying bugs, so they should all be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 model-initialization regression family, which is the closest shared thread among the cluster items, even though the cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best umbrella issue because it is generic, high-impact, and closest to the common v5 loading/initialization breakages represented here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow/backend packaging, but one is an install-extra omission and the other is a runtime backend detection error; different bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/Voxtral error messaging and an Apple Silicon allocator TypeError are unrelated code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching-related incorrect outputs, but they affect different models and different mechanisms (padding mask vs sliding-window/all-padding NaNs)." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 regressions, but sliding-window handling and init_empty_weights argument handling are distinct bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches are different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are loading/init regressions, but base_model_prefix handling and custom model initialization are not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs on different architectures; no shared concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backends versus model-loading compatibility in vLLM are separate issues." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both affect multimodal models, but one is a Qwen2.5-VL rope-index scaling bug and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is a serialization inconsistency depending on device." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different internal behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL multimodal inputs, but multi-image iterable finetuning and video position_id calculation are distinct bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video-input vision_position_ids; not the same fix." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 memory growth and a Sam3Video OOM are not the same underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image finetuning failures are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures via torch_compilable_check are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument and strict config loading for granite_speech are different loading issues." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is missing special tokens on one tokenizer and the other is wrong token IDs across multiple tokenizers." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but one is a CUDA assert in Qwen3 and the other is a forward-time device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward divergence are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/generation issues and Bamba torch.compile SDPA failure are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and torch.export torch_compilable_check failures are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate 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": 18, + "review_unit_index": 12, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:46305|issue:46315", + "issue:39692|issue:40444", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:40990|issue:45584", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43881|issue:44991", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:42175|issue:46291", + "issue:44423|issue:45406" + ], + "prepared_review_unit_hash": "a2bb4f298566693659b5741f85135524198ccb6e257728c15b8d532b1ba39293", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37946, + "estimated_input_tokens": 9487, + "estimated_eval_tokens": 19230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad themes like loading, offloading, multimodal models, or dtype/config issues. I found no soft pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43873 is the broadest and most central umbrella in this noisy cluster: it covers offloading/quantization behavior, which is the closest shared theme among the nearby loading/offload reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative issue because it is open, clearly actionable, and has the widest scope among the candidates without being tied to a single narrow model or example.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is a Moonshine streaming mask off-by-one bug; the other is tokenizer slowdown with many added tokens. Different code paths and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL IterableDataset failures are different multimodal scenarios with different failure modes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they target different models and likely different model-specific config/tokenizer issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-output inconsistency from padding masks is unrelated to OmDet-Turbo\u2019s processor/model image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "One is a tied-weights serialization bug; the other is a bfloat16 dtype mismatch in inference. Same broad area, but not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and Nemotron gradient-checkpointing metadata are unrelated implementation issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are different model/task bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a device_map loading failure and the other is a broader offloading regression; not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx config regression and Qwen composite-config unwrapping are separate config-loading problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and LoRA gradient-checkpointing ineffectiveness are unrelated trainer/model-behavior bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image-processing behavior, but one is batched-padding support and the other is non-default image resolution handling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization changes across versions are different subsystems and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization and packed-weight unpacking on accelerate load are different weight-management bugs." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling and tokenizer conversion slowdown are unrelated; one is multimodal positional math, the other is tokenizer performance." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization by device and incorrect visual encoder keys in Qwen3.5 save_pretrained are both save issues, but not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5/auto device mapping/flash-attention, but one is a cudaErrorAssert on A800 and the other is generation misbehavior with flash-attention." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and evaluate import failing due to kernels metadata are unrelated package-loading issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights metadata are entirely different components." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime problem and a Qwen3Moe FP8 configuration failure are different execution paths and bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failing artifacts and different error classes: model loading for glm-4v-9b versus tokenizer loading for est-roberta." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps accounting are separate bugs in different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with past_key_values do not describe the same code path or symptom." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are distinct model-specific forward bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied lm_head weights and Qwen3.5 visual encoder save keys are different model serialization/tie-weight issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and bfloat16 dtype mismatches are unrelated tokenizer versus inference-type bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate config/tokenizer compatibility issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and tokenizer behavior changes across versions 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": 18, + "review_unit_index": 13, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:43550|issue:43653", + "issue:30064|issue:34634" + ], + "prepared_review_unit_hash": "83f4e29f240462dc7f97da6179a8e36a3888a9eeb8ca8fe755b8d3bd069e5034", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36120, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of superficially similar but actually unrelated regression reports across tokenizers, model loading, quantization/offloading, and vision processors. I do not see any soft pair that clearly describes the same underlying bug or a PR that could plausibly cover both sides, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items are too heterogeneous to normalize around one canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate. If forced, issue 45701 is the broadest tokenizer-regression report, but it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offload/memory-related, but one is general quantization offloading and the other is a Strix Halo mmap OOM workaround; different bugs and fixes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is an int4 CUDA reserved-memory/OOM regression and the other is a T5-specific apex FusedRMSNorm leak; not the same code path." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they affect different model families and different processor/model contracts." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization; too different to merge." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on task padding/truncation; OmDet-Turbo is a processor resolution mismatch. Unrelated failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and runtime paths: torch.compile+SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both touch filesystem behavior, but cache-path collisions and read-only permission propagation are distinct bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to sinq save/load breakage." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization/offload failures on different models; no shared concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both involve tokenization regressions, but one is processor.tokenizer/API breakage and the other is a broad tokenization-change report; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to Llava Next segfaults." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity could be caused by many things; the report does not match the broader tokenization-change issue concretely." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and different distributed/runtime failures." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention parallelism/device mapping, but the concrete failures and affected models differ." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Both are dependency-compatibility issues, but Torch 2.10 incompatibility and kernels version/revision requirements are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong Granite token IDs; different models and fixes." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "A missing pad_token_id config field is unrelated to the kernels import/version error." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related, but sliding_window behavior and missing pad_token_idx are separate API issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API inconsistency for Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal loading/processing issues, but one is video input handling and the other is weight_only from_pretrained failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are completely different model behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are not the same bug as Granite token IDs being wrong." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations, different task failures, and different exception modes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels behavior is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency does not match the specific T5 add_special_tokens load conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor _tokenizer missing and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are distinct filesystem issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation-map handling and Bark voice_preset behavior share no underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44843", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46291" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844" + ], + "prepared_review_unit_hash": "c2f4914fdf8e57da1fb6d65ae8e138aaac61444de01d214565ded4cf5e9cd076", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear issue duplicate pair around Qwen2_5_VLProcessor batching; the rest are unrelated model/loading/tokenizer/training bugs and should not be merged together.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44514 is the cleanest canonical: it is the earlier, more explicit report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash as 44545.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best representative issue because it precisely states the bug and has an exact duplicate in 44545; the remaining items are largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failure modes: CPU offload device mismatch vs unpacked packed weights during accelerate loading." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated: Qwen3.5 PagedAttentionCache crash vs kernels import/version requirement in evaluate." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization, but one is a runtime special-token post-processor bug and the other is a broad version-regression report." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3Moe FP8 config failure vs Llava Next load segfault." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen configs, but one is a sliding-window issue and the other is missing text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Completely different subsystems: model offload/device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix and a docs cleanup are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with past_key_values are unrelated issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different areas: metrics gathering tuple handling vs SAM3 text/box behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False; clearly the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning is unrelated to a multimodal token-counting video-branch NameError." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different failures: auto device mapping cudaErrorAssert vs PEFT adapter checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer/config related, but one is runtime post-processor refresh and the other is save/load token-ID loss." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Image resolution handling and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload rotary embedding compatibility are separate Qwen issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to inputs_embeds/past_key_values generation behavior." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window support and missing Float8 storage are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash is unrelated to multimodal text_config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model failing in v5.1.0 and PIL processors wrongly requiring torchvision are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument collision and ScandiBERT loading failure are not the same code-path." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but they concern different models and distinct preprocessing errors." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in T5 RMSNorm and a missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor refresh and BigBirdTokenizer mask-token registration are different tokenizer bugs." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and a trust_remote_code capability flag issue are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE, but one is a general cache-load failure and the other is a specific model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and DeepSpeed ZeRO-3 gradient inflation are separate training bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44514/44545 are an exact title match and a credible duplicate pair, and the remaining verdicts are conservative rejections of clearly different issues. I don\u2019t see any overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46032", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:44918|issue:44936", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43421|issue:44186", + "issue:43381|issue:45704", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:43540|issue:46294", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:43596|issue:44220", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "37c8d9ec912e7225b32bebddde86cfaf385cf1490f1ada9fdb521d205fdd9c27", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not contain any clear duplicate pair; most items are unrelated bug reports across different models, tokenizers, trainers, and quantization/offload paths. Best representative issue is the broad, active quantization/offloading report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most central and broadly phrased report, with the highest discussion and reference activity in this set, so it is the best cluster anchor despite the cluster not being a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue because it is active, widely discussed, and covers a general runtime behavior problem rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer-related failures, but one is about Qwen3.5 input embeddings unpacking and the other is about evaluate-after-train behavior; different bugs and code paths." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 Apex RMSNorm memory leak and Qwen3_5MoE CPU offload incompatibility are unrelated model/runtime issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling and Qwen3 auto device mapping CUDA asserts are unrelated subsystems and failure modes." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "One is about TokenizersBackend not refreshing post-processing after runtime special-token changes; the other is a LayoutLMv2Tokenizer crash on NER padding/truncation." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a T5 RMSNorm memory leak are distinct issues with no shared concrete code path." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are different configuration bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/codec handling, but the reports target different models and different concrete failures; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but one is a Qwen3OmniMoe ValueError and the other is a Qwen3.5 chat-template token/feature mismatch; different failure points." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation example errors and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and the zero-loss single-label-classification bug are different configuration problems across different model families." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL video vision_position_ids mismatch are different multimodal bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression/warning and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are separate model implementation issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are entirely unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter checkpoint loading and sinq quantized save/load breakage are different persistence/loading bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel initialization and _torch_extract_fbank_features are unrelated paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated tokenizer vs model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are different model-specific problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward variable collision are unrelated multimodal bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like/tokenizer-mapping logic are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are different regression reports." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter checkpoint loading and quantization/offloading behavior do not describe the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR index errors are different model/input-processing issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failure modes: compiled SDPA on Bamba vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input_ids/inputs_embeds and degenerate zero loss are separate classification issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are unrelated trainer vs model logic bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching crash and Perceiver non-default resolution interpolation failure are different model/tokenizer issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n variable-name collision 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": 18, + "review_unit_index": 16, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46192" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:30064|issue:36331", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "7478ce8b898c320bdf3c2613aa948ac94e1b35ee7188f0cd7f937fe3cab345e7", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35067, + "estimated_input_tokens": 8767, + "estimated_eval_tokens": 17790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports; the soft-similarity pairs are largely false positives across different models, tokenizer behaviors, or API regressions. The closest thematic cluster is the remote_code/config-loading regressions, for which the broadest representative is issue #45020.", + "confidence": 0.4, + "canonical_issue_reason": "#45020 is the broadest umbrella report in the only clear thematic cluster (remote_code-related breakages), so it is the best representative issue title for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 best captures the shared remote_code regression theme while remaining broad enough to represent adjacent config-loading breakages without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: sparse-layer construction in SwitchTransformersConfig vs Smollm3 RoPE-layer dropping; no shared concrete code path." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "One is an AddedToken argument duplication error; the other is a model load failure for cjvt/sleng-bert. Same tokenizer area, but different root causes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decoding bug vs DAC latent/STE mismatch; unrelated behavior and fix surface." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and remote_code config-field loss are different problems in different subsystems." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are regressions, but one corrupts non-persistent buffers in from_pretrained and the other returns the wrong type from StaticCache.get_seq_length()." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline hub lookup issue and the other is an AttributeError on tokenizer object shape; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but one returns incomplete AutoConfig data while the other rejects strict granite_speech loading; distinct failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen model families and have different symptoms/root causes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and CamemBERT masked-LM regressions are separate model-specific issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature changes are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different concrete bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA tower initialization/weight-sharing are not the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are different model-specific failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault and MPS histogram_mps integer support error are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are CI/device-dtype regressions, but they affect different mechanisms and models; not a single fixable bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a stale pipeline error message/docs issue; the other is incorrect inference output for SigLIP2." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not the same bug or change." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but #44561 is a specific is_torch_fx_available regression while #45020 is a broader umbrella report." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Both are API regressions around tokenizer/cache inputs, but they affect different parameters and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup 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": 18, + "review_unit_index": 17, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912" + ], + "prepared_review_unit_hash": "ca3302152f2befd319661c03425339072a01ebcea43316ffd1689a8c0648c9d8", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35118, + "estimated_input_tokens": 8780, + "estimated_eval_tokens": 17816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated one-off issues; only one soft edge looks plausibly duplicate-level from titles alone. The rest appear to be distinct bugs affecting different models, loaders, or runtime paths.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the best high-signal, broadly scoped regression report in this set; it is concrete enough to be actionable and broad enough to represent a wider breakage class.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest user-facing regression framing and the broadest applicability among these unrelated issues, so it is the strongest canonical candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer spacing/inconsistency regression around added tokens; 29159 is the broader formulation of the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failure modes: image size mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An indexing shape error during masking is unrelated to evaluate-after-train behavior." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but the concrete failure modes and affected code paths differ." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message, the other is stale docs; related topic, not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and distinct loading/tie-weight problems." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different attributes, different components, and different model/processor paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging mismatch is unrelated to Mistral regex patching." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of one earlier issue is not the same as an FP8 inference failure." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Generic tokenization changes are too broad to be the same as CamemBERT masked-LM prediction regressions." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is a different problem from CLIP text model structure inconsistency." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label-reduction bug in BEIT preprocessing is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but the models and concrete failure descriptions differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue text is unrelated to a technical reproduction report." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading key errors are not the same as broad remote_code breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and tokenizer max-length configuration are different issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and auto_mappings CI breakage do not share the same underlying defect." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency regression are separate." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are different loading bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated model execution paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft edge (28218/29159) is plausibly duplicate-level from the titles, while the other pairs are reasonably rejected as distinct bugs. Canonical issue choice is also defensible within this mixed set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45372", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46326" + ], + "soft_pairs": [ + "issue:45372|issue:46326", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "3faa9713077b24b91377f6b3c3c6190280ef2ec493207d3510e866d96488eeb4", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated. The only strong soft edge is the Qwen video regression pair, with 44479 as the broad umbrella report and 43329 as a narrower report on the same video-token counting path. No PRs were provided.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative report in the cluster for the Qwen video-input regression; 43329 is a narrower related report focused on the same video-token counting path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best global issue candidate because it captures the shared user-facing Qwen video regression across multiple VL/MoE variants and serves as the clearest umbrella report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common/tokenizer behavior, but they describe different failures and code paths: Gemma 4 processor loading import error vs continue_final_message handling." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and bugs: DAC from_latents/STE mismatch versus DiaConfig save/load token ID loss." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated subsystems: BarkProcessor voice_preset versus Trainer compute_loss signature compatibility." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-loading/generation problems, but they affect different models and concrete code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to GPT-OSS MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import break and Jupyter custom-model initialization are distinct bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different image-model failures: zero probabilities in SigLIP2 versus wrong processor output size in OmDet-Turbo." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo input-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they affect different code paths and different failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are separate model-loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import break and custom compute_loss signature incompatibility are different failures." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PIL backend torchvision requirement regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode special-token handling are different processor bugs." + }, + { + "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:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but missing fields from trust_remote_code and unwrapping text_config for composite Qwen configs are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning and Qwen3 MOE weight conversion are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-helper bug in multimodal token counting and the other is a batched processor shape issue." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-OSS perplexity are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and TrainerState num_input_tokens_seen are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying Qwen video-input regression in the multimodal token/video path; 43329 isolates the undefined helper issue, while 44479 reports the broader regression across Qwen VL/MoE variants." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config and MobileLLM loading key errors are different model-loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Qwen3-VL weight-shape mismatch are separate loading failures." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the PIL backend torchvision dependency change." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading errors and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and GPT-OSS MXFP4 fallback are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and a generic tokenization-version-change report are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the overall rationale slightly overstates the evidence: the packet supports 44479 as the broad Qwen video-regression issue and 43329 as a narrower related report, but it does not explicitly establish an \"accepted duplicate pair\" in the source data. Safer wording would avoid claiming duplicate-status beyond what the packet shows." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:44568|issue:45488", + "issue:42915|issue:45538", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:38175|issue:44898", + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:43749|issue:44756", + "issue:44792|issue:44964", + "issue:43906|issue:45381", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "c35c5b6f31c52ec82edbeeeba79ab9f76b4472e55a820c858e4dbe9ac1fb6021", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer/model-loading regressions. I only see two true duplicate-style pairs: the SigLIP2 implementation issue and the Qwen video-input regression pair.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the broadest, most representative bug report here: it describes a concrete video-input regression across several Qwen variants and can subsume the closer duplicate-style report in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue candidate because it is specific, user-facing, and broad enough to serve as the representative issue for the video-input subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is a training/runtime failure with DeepSpeed, the other is a save_pretrained key regression for Qwen3.5 multimodal models." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and failures: CUDA device-mapping assert on Qwen3 vs. video-input ValueError on Qwen3OmniMoe." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 loading failure vs. AutoImageProcessor URL loading problem." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer bugs, but the concrete failures differ: mDeBERTa special-token handling vs. LlamaTokenizer overwriting ByteLevel pre-tokenization." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: Qwen3Moe FP8 config failure vs. CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "No shared bug path: MacOS bus error on a CLIP model vs. TrainerState token-count tracking not updating." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: model loading regression for physical-intelligence/fast vs. tokenizer max_length default for CLIPTokenizer." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different failure modes: device_map/offload load error vs. tokenizer max_length semantics." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying video-input regression in Qwen multimodal code: 45381 is a specific manifestation of the broader v5.3.0 video-input bug described in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video processing, but the model families and concrete error paths are different enough that this is not clearly the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-shape error vs. tokenizer slow/fast inconsistency." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs. version-bump issue for MIN_PEFT_VERSION." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "No common bug path: model loading regression vs. hub API revision-forwarding issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-time errors, but they are different code paths and failure causes: MobileLLM key error vs. init_empty_weights unexpected argument." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype issues in different models; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs. Perceiver non-default-resolution failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading bugs, but one is an AddedToken argument collision and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: XLNet CPU allocation bug vs. flash-attention crash on sink-less models." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different issues: Qwen3 MoE weight conversion with accelerate/deepspeed vs. GPT-oss-20b OOM." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different code paths: lm_head tying bug vs. StaticCache sequence-length return type bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is a state counter update bug and the other is a breaking API signature change." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Unrelated: custom model initialization breakage vs. FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken keyword collision vs. Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE/config handling, but one is silent reload fallback and the other is a validation TypeError with JSON-loaded lists." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 implementation discrepancy: 43994 is the user-facing symptom of the model behaving incorrectly compared with the reference implementation." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen3-related issues: MoE weight conversion failure vs. Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but one is an FSDP loading regression and the other is a Strix Halo mmap/OOM issue." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal failures: a janus image-generation test failure vs. Phi-4-multimodal model loading failure." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Cannot confirm same bug from the titles alone; 43906 is only a reproduction of another issue, while 45381 is a specific qwen2.5-vl video-input regression." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading failures: init_empty_weights argument mismatch vs. AutoImageProcessor URL loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44479 is a broader Qwen video-input regression report, and the two accepted pairs (43493/43994 and 44479/45381) are conservatively framed as duplicate-style matches. The many rejected pairs are also appropriately cautious and mostly correspond to clearly different model families or bug classes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:43824", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:36010|issue:42175", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43756|issue:45325", + "issue:43697|issue:45216", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:43906|issue:46202" + ], + "prepared_review_unit_hash": "8d47a178185e1fef8384ebe72b81b24de1581df6eca2674a5430768c61d425a7", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35404, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly mixed: the soft-similar pairs mostly share broad themes like loading, config, tokenizer, or serialization, but they are not the same underlying bug/change. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Different problems: missing GenerationMixin import vs packaging/backends missing TensorFlow in a torch install." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is PyTorch not installed; the other is a model-loading regression for Llama 3.2 Vision in 4.46.2." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend/package omission vs Qwen2_5_VL import failure; unrelated failure paths." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision dependency regression in image processors vs a Mistral regex patch AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Save_pretrained key regression vs tokenizer token-ID regression; different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError on one model load vs missing Float8 storage type; unrelated runtime failures." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pin issue vs stale auto_mappings references; different causes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both config-related, but one is generic remote-code config field loss and the other is a specific Qwen3_5MoeVision strict-field drop." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug vs strict config rejection for granite_speech; different underlying issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm rope-position bugs with different models and mechanics." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained regression; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon allocator TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking bug vs Perceiver resolution failure; different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen2.5-VL, but one is chat-template batching/padding and the other is wrong video vision_position_ids." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression vs BLIP2 dtype handling; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error vs LayoutLMv3 error-message clarity; not duplicates." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure vs trainer.evaluate() after train; different subsystems." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is translation-model weight handling; too broad to merge." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading regression vs offline mistral regex patch calling model_info(); different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import dependency issue vs Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of a prior issue vs a Gemma pipeline roundtrip failure; no evidence they are 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": 18, + "review_unit_index": 21, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44704", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45356", + "issue:45491", + "issue:45542", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46209" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44514|issue:45290", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:33666|issue:36010" + ], + "prepared_review_unit_hash": "0d89c5d3a6a230273a45e4f358014289db71bbdb8d622f6872cba127d43e9f6e", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37777, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct bugs spanning tokenizer loading/behavior, training, generation, model loading, and backend availability. I do not see any soft pair that is the same underlying issue, so none should be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43653 is the closest anchor because the cluster\u2019s soft links skew toward tokenizer-related failures, and it has inbound references; however, this is not a strong canonical due to the overall mix of unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43653 is the most representative issue among these because it sits near the most repeated theme in the set (tokenizer behavior/load regressions), but the cluster is too diverse for a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/regression reports, but they describe different failures and code paths (processor.tokenizer/images handling vs codec/fix_mistral_regex behavior)." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and symptoms: image processor void-segmentation handling vs multi-GPU training for Qwen2-VL." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated problems: trainer state after train/evaluate vs device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about default shard size in save_pretrained; the other is AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes (special-token registration vs AttributeError on tasks)." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is an AttributeError in MLukeTokenizer and the other is AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different model/runtime issues: zero probabilities in SigLIP2 vs custom processor/tokenizer regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern optional backend detection, but they target different backends and different error conditions; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but the triggers are different (batched padding=False vs assistant tool-call messages without content)." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Distinct issues: dtype propagation when loading BLIP2 vs output differences in RTDetrV2 under Transformers v5." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token related, but one is BigBirdTokenizer mask-token registration and the other is mdeberta BOS/EOS insertion behavior." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/loading problems: unexpected position-id keys vs quantized sinq model breakage after save/load." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but one is offline model_info patching and the other is a specific tokenizer failing on a particular model." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is not the same as the MacOS bus error with a community CLIP model." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/cache, but one is chunked generation with compiled forward and the other is recurrent-state reset in a specific modular Qwen3.5 implementation." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token registration vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Distinct issues: Qwen3-MoE sliding_window behavior vs key error loading MobileLLM-125M." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but they concern different models and different mechanisms (compiled forward chunking vs flash-attention behavior)." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different failure classes: torch.compile/SDPA on Bamba vs configuration token-ID loss on save/load." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code-ish compatibility, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated model/runtime issues: Qwen3.5 flash-attention generation vs FP8 inference failing on B200." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different problems: Bamba torch.compile + SDPA vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Both are model/runtime edge cases, but one is BLIP2 dtype loading and the other is flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are different trainer bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization after resizing are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a GPU sliding-window attention issue and the other is NaNs in classification heads after checkout/init." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Different areas: trainer GPU broadcast error vs Qwen2-VL multi-GPU training discussion." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/regression topics: lm_head.weight serialization vs sinq quantized save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy field in Beit semantic segmentation and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Distinct bugs in different models and stacks: Beit preset loading vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and chunked generation compiled-forward inconsistency are different failure paths." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loading vs preprocessing issues: Beit legacy field vs OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 22, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:43688|issue:45440", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:43262|issue:43295", + "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43994|issue:46192", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:44849|issue:45357", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:44493|issue:46285" + ], + "prepared_review_unit_hash": "81544dd06dbaefe6c2923c5eeaac12567e9c9795a9aeef68fd95d9fec1d903bd", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36165, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model/config/tokenizer regressions rather than duplicates. No soft edge looks like the same underlying bug, so all candidate merges are rejected. If forced to pick a representative issue, the broad tokenizer regression in Granite is the strongest single example.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45812 is the broadest, clearest user-facing regression in the set: a silent AutoTokenizer token-ID bug affecting all Granite models, making it the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the strongest cluster-wide signal because it describes a general, high-impact tokenizer regression rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but they describe different failures and code paths: aux-loss normalization vs model implementation divergence." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A model load KeyError for MobileLLM is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch and sinq save/load quantization breakage are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and a Trainer GPU broadcast NoneType TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and multimodal processor/tokenizer regression are different code paths." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to the MacOS CLIP bus error regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different failures." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong results and ignored return_tensors in text_kwargs are unrelated tokenizer/pipeline behaviors." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading models, but one is gguf handling for tokenizer/causal LM and the other is a specific model load failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config token-ID loss on save/load." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 B200 inference failure are different issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a custom Trainer signature error are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token config fields, but they affect different model configs and different attributes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and GPTNeoX rotary_pct reload regression are separate positional-encoding bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a misleading pipeline translation error message are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example mistakes are not the same as the SigLIP2 HF-vs-JAX implementation divergence." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model load regression and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants and num_labels propagation in Qwen3.5 are different problems." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Output_hidden_states behavior and incorrect save_pretrained visual encoder keys are different regressions." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training/runtime issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for mDeBERTa and the other is wrong token IDs for Granite; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video processing in Qwen3OmniMoe and flash-attention generation in Qwen3.5 are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids behavior and Gemma4 multi-GPU inference OOM are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model failing to load and an offline-mode tokenizer regex bug are different causes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A doc-example mismatch/quantization issue is unrelated to a processor.tokenizer API regression." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different model-structure 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": 18, + "review_unit_index": 23, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45083", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43688|issue:45704", + "issue:43756|issue:45083", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43688|issue:45701", + "issue:45588|issue:46050", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43688|issue:43873", + "issue:29159|issue:32090" + ], + "prepared_review_unit_hash": "8e7e893484b0630698639ee4c0ea1b00902dd45428ac31fabeccf0361fd07890", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial topical matches across unrelated bugs, model families, or code paths. None look like the same underlying defect, so no duplicate merge is justified. The broadest representative issue is the tokenizer-regression report (45701), but it is not a true canonical duplicate for the rest.", + "confidence": 0.8, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the broadest and most reusable report in the set because it describes a general tokenizer-version regression, but it still does not match the other reports closely enough to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: auxiliary-loss normalization in MoE models vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated failures: RoPE-layer dropping in Smollm3 vs a feature-extraction length helper issue in qwen3_omni_moe." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Both are model-quality regressions, but one is SigLIP2 implementation mismatch and the other is ZeRO-3 gradient blowup; not the same code-path problem." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields after the 5.0 update, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same issue as device-dependent `lm_head.weight` serialization." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is multi-GPU OOM and the other is a device-mismatch forward bug; different underlying failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different subsystems and symptoms: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config attribute while the other is `from_config` not unwrapping `text_config`; not the same concrete bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config failures: lost custom token IDs after save/load vs a tokenizer AttributeError on tasks." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the Float8 storage type error." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failure modes: missing Float8 storage registration vs `flash_attn` KeyError on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading issue for BEiT is unrelated to the Bark CPU-offload device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to the ZeRO-3 gradient anomaly." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3.5 config issues, but one is `num_labels` propagation and the other is `from_config` text-config unwrapping; too different to merge." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load failure; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0 compatibility regressions, but one is a missing config field and the other is an unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "CUDA OOM during tensor-parallel load is unrelated to an unmet PEFT version pin." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer issues: BEiT legacy-field loading vs BigBird mask token registration/empty decode." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different device-related problems: CPU offload mismatch vs a stale CI override test." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to a general tokenizer-version regression." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling error is unrelated to quantized save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference corruption and unexpected position-id keys are different problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal `.to` type error and the other is KV-cache indexing; different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures are unrelated to MLflow reporting after training failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different model/runtime issues: ZeRO-3 gradient instability vs failure to load Phi-4 multimodal." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to quantization offloading behavior." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:44521|issue:45290", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:45072|issue:45198", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:28218|issue:33357", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:45381|issue:46209", + "issue:43572|issue:44987", + "issue:43295|issue:43873", + "issue:44898|issue:45412", + "issue:43572|issue:43957", + "issue:43950|issue:46285", + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43450|issue:43575" + ], + "prepared_review_unit_hash": "81ee6c8b1bc6940f69eae6c21e064ec08f667cb1b78697bcf55d2ef27384f72f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37226, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers bugs and regressions across tokenization, chat templates, multimodal processors, generation, loading/serialization, quantization, and device/dtype handling. None of the soft pairs look like the same underlying bug/change, so no soft edge should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a safe canonical because the items span many unrelated failure modes rather than one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in the provided items, so there is no PR canonical to choose.", + "best_issue_reason": "No issue clearly subsumes the others; the set is too heterogeneous for a global best issue.", + "best_pr_reason": "No pull requests are present in the provided items, so there is no PR candidate to select.", + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token-count update regression; different subsystems and symptoms." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs PyTorch version-check import bug; unrelated code paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn backend lookup failure; not the same defect." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp limitation vs SigLIP2 probability anomaly; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing ValueError vs Gemma4 multimodal token-id defaulting; different model paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templates, but one is all-zero assistant masks and the other is tool-call crash; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs sinq save/load corruption; different lifecycle stages." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids handling vs device_map auto forward device mismatch; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype drift vs resume checkpoint key mismatch; no shared root cause." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 inference dtype mismatch vs Wav2Vec2 save_pretrained/tokenization failure; different problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs return_tensors precedence bug; separate tokenizer issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs rope-param dict conversion type error; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device_map auto forward mismatch vs return_tensors being ignored; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space bug vs MacOS bus error in CLIP model loading; different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "processor.tokenizer regression vs batched video shape bug; different multimodal paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer regression vs OmDet processor/model size mismatch; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors vs tokenizer kwargs handling regression; not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer regression; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug vs FP8 inference failure on B200; separate issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs model-loading regression on v5.1.0; different root causes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "from_pretrained buffer corruption vs CLIP text-model structure inconsistency; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize/interpolation failure vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head serialization inconsistency vs LoRA merge collapse with extended vocab; different bugs despite tied-weights theme." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient explosion; unrelated training/runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 multimodal token-id defaulting vs Qwen2.5-VL rope scaling bug; different models and code paths." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError vs tensorflow_text backend mapping error; unrelated import machinery." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs OOM while loading a 57B model; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:42490|issue:43696", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:45290|issue:46326", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43295|issue:43493", + "issue:44442|issue:45198", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:43262|issue:43450", + "issue:44514|issue:44521", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "591a66c154855ed8ee23c0f0a5edbfc40ce71846430645312506af0bc7c99f40", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35718, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are different bugs, not true duplicates. The only strong duplicate candidates are the multimodal pad_token_id AttributeErrors and the SigLIP2 implementation-mismatch reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43493 is the broader root-cause report for the SigLIP2 HF-vs-JAX discrepancy; issue:38175 reads like a specific symptom of that same model behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is open, actively discussed, has the most inbound references, and is a clean user-facing bug report suitable as a cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same pad_token_id AttributeError in multimodal config handling; likely the same regression across model configs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: a missing flash-attention import symbol vs meta-device loading breakage for some models." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-trailing-slash import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "One is a missing Qwen2_5_VL export; the other is a detokenization regression." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and code paths: eval dtype drift vs MoE training memory usage." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but the concrete bugs differ: tool-call/no-content crash vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated processor bugs: Beit reduce_labels shape/selection vs return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation mismatch; the zero-probability symptom fits the broader HF-vs-JAX discrepancy report." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config issue vs Qwen2_5_VL import error." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression and SigLIP2 numeric mismatch are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are related only by tokenizer scope, not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issue and RT-DETR memory release issue are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different model families." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate defaulting and batched video shape handling are different processor bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a padding=False crash and the other is all-zero assistant masks; not the same concrete failure." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern composite/text model structure, but they are different API regressions with different affected classes." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing helper symbols affecting different remote-code/model paths." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are Qwen hardware/runtime failures, but one is auto device mapping on A800 and the other is FP8 inference on B200; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A forward-vs-from_latents mismatch is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they target different pipelines and different deprecations." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model/helper bugs with no shared code-path evidence." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in an extractor is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16 AMP crash and missing auxiliary losses are different D-FINE/LwDetr issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failures are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device-mismatch CPU offload bug and qwen3_omni_moe helper-length bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 44521 has the strongest inbound-reference/activity profile, and the duplicate calls are conservative. The only accepted soft edges are plausibly the same bug class (pad_token_id config errors and the SigLIP2 discrepancy/symptom pair), while the rest are appropriately rejected as different failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:45290|issue:45381", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:44206|issue:45823", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43388|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "558d53173a98bbc6bbe6b0440b053514a1b8d9b328e934f0dc8469851b2fd02b", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated Transformers issues; only one soft pair looks like a true duplicate: the Qwen3.5 Moe from_pretrained regression reported twice with the same title and nearly identical scope.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report of the exact same Qwen3.5 Moe from_pretrained failure; issue:45478 reads like a later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative item in the cluster because it is a concrete, narrowly-scoped regression report and the only clear duplicate anchor here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: a Janus generate_images test failure vs a stale warning in paged generate() for num_return_sequences." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a missing flash-attention helper is not the same issue as generic Torch 2.10 incompatibility." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type-id behavior and a flash_attention.py s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3 recurrent-state reset are different model behaviors." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merging with extended vocab is unrelated to the 2^24 category-count runtime limit." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different load failures." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and qwen2.5-vl vision_position_ids are separate bugs." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents/STE mismatch is not the same underlying problem as unexpected position-id keys." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError on import is unrelated to qwen3_omni_moe feature-extractor helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to a stale GraniteSpeech device-override test." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are different subsystems and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config creates sparse layers; Beit semantic-segmentation preset loading is a legacy-field issue." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing _flash_supports_window_size import and missing HybridCache import are both import errors but for different symbols and paths." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is not the same bug as Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a stale pipeline translation warning are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Protobuf-related tokenizer error masking and a missing import_utils availability flag are different issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to BeitImageProcessorFast reducing labels incorrectly." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics dropping tuple-label elements and BeitImageProcessorFast.reduce_labels are separate bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: both report transformers>=5.4.0 / Qwen3.5 Moe from_pretrained failure with essentially identical scope and wording." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and a qwen3_omni_moe helper function issue are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example problems do not match the unexpected position-id key regression." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer adds an extra space after added token and output embedding reinitialization are different model/tokenizer behaviors." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and a GraniteSpeech stale test are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale device-override test are not the same change or failure." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences across versions and Deepseek tokenizer regressions are different model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading failure are distinct loading problems." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45310 / issue:45478, is strongly supported by identical titles and near-identical scope, while the rest of the verdicts appropriately avoid overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:43412|issue:45588", + "issue:43746|issue:46209", + "issue:45372|issue:45588", + "issue:44568|issue:45491", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:43611|issue:46285", + "issue:45198|issue:45803", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:36010|issue:37428", + "issue:25251|issue:32090", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "bf02d94f5e77dece11ace7a70a6fec8f1070742d1546af4c621f5cb9572a9ebf", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36946, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports; the soft-pair similarities are mostly broad subsystem or version-regression overlap rather than the same concrete bug. No PRs are present. I would anchor the cluster on the broad tokenizer regression issue.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest and most representative concrete bug report here: an open, reproducible tokenizer regression affecting multiple named models, with clear impact and discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to represent the cluster because it is specific enough to be actionable yet broad enough to capture the main user-facing regression pattern in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: wrong token IDs from AutoTokenizer vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated failures: DSA indexer/ReLU discussion vs v5 trust_remote_code import break from removed helper." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected position-id key warnings." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "One is an AMP loss crash; the other is a bfloat16 dtype mismatch during inference." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; not the same underlying issue." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output regression is distinct from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama 3.2 vision is not the same as post_init reinitializing lm_head after resize." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe length helper behavior are different problems." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcasting NoneType errors." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba is not the same as the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast reduce_labels returning one label." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are separate regressions." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed is_torch_fx_available import break is distinct from DeepSeek tokenizer regression." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation malfunction is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues are unrelated to flash_attention integration null-handling." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading failure and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import break affects processor loading, not flash_attention None handling." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift between train/eval is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different forward-pass bugs." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "base_model_prefix load break in v5 is unrelated to CLIP text-model structure inconsistency." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is distinct from FuyuBatchFeature's bare-except bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is lm_head.weight serialization inconsistency." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to a stale generate() warning." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they concern different removed symbols and different loading paths." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache mode." + } + ] + }, + "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": 18, + "review_unit_index": 28, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:45459|issue:45712", + "issue:43611|issue:46121", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:29942|issue:30064", + "issue:43976|issue:45440", + "issue:43066|issue:44462", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:43381|issue:43701", + "issue:43421|issue:45491", + "issue:44734|issue:45406", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "c47ca10260b59cadf38a181aa1a96b1b657366f5ceceb4648311229e46acad23", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37103, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad subsystem vocabulary (tokenizers, processors, quantization, serving). I found no true duplicate/merge-worthy soft edges; the best triage anchor is the broad open quantization/offloading report.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43873 is the broadest, most reusable issue here: it is open, generic, and already has discussion/references around quantization/offloading failures, making it the best place to consolidate adjacent reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global canonical candidate because it is the most general active bug report in the set and most suitable as a triage sink for related quantization/offloading complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d and RT-DETR memory retention are unrelated bugs in different model paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors from missing protobuf and leftover dummy classes are different issues with different fixes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-params JSON list handling are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "A LayoutLMv3 error-message clarity issue is not the same as TrainerState token accounting." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are separate model-specific problems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos-token mismatch and Qwen3.5 flash-attention generation failure are distinct symptoms and fixes." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer attribute errors and Wav2Vec2 save/tokenization failure are not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different failure points." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized-model saving failure are separate quantization bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak do not share the same code path." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepseekV3MoE divergence are different classes of bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-related but not the same defect." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval and Qwen2 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and Wav2Vec2 save/tokenization issues are different." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are unrelated legacy bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Path-with-slash import warning and quantization/offloading malfunction are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior and Gemma4 multi-GPU OOM are distinct resource-management problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel decoder dummy Conv2d and SigLIP2 output corruption are unrelated model issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 mixed-length NaNs are not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve and Gemma4Processor missing _tokenizer are different serve failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load a tokenizer class are separate tokenizer issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor image size mismatch and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping and Gemma4 OOM are different hardware/runtime failures." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are different model-implementation discrepancies." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import-time processor-loading failure and the other is a missing attribute in transformers serve; not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 eval dtype drift and multimodal video-token counting 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": 18, + "review_unit_index": 29, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:43646|issue:44077", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:28218|issue:32090", + "issue:44464|issue:45491", + "issue:33290|issue:34567" + ], + "prepared_review_unit_hash": "e73a8f4603d3da70477ce9bfbaab800618f25f718258b698f010c05ad32a1e36", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers issues spanning tokenizers, model loading, training, quantization, attention, and hardware/backend-specific regressions. I don\u2019t see any soft pair that is the same underlying bug or a plausible single merged fix, so all candidate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items do not form one duplicate family and cover many unrelated code paths, so there is no single issue that meaningfully represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not a coherent duplicate set; selecting one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated failures in different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction and Kosmos2.5 OCR long-input indexing are different vision preprocessor bugs." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are not the same code-path problem." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_Moe rotary embedding CPU offload incompatibility are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 divergence and D-FINE auxiliary-loss behavior are distinct model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT image processor label reduction and LayoutLMv2 tokenizer crashes are different tokenizer/processor bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on Qwen2-57B loading and resume_from_checkpoint key mismatch are unrelated training/loading issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count limit errors are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "These affect different components: BEiT image processing versus LwDetrImageLoss AMP behavior." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different model/config regressions." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated problems." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom model init breakage and a patchtsmixer-specific post_init restriction are not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading errors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and unsupported center argument in feature extraction are different audio-preprocessing bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are separate generation/decoder issues." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage and flash_attention s_aux=None crashes are unrelated loader versus attention failures." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and Whisper empty-transcription failure do not share a concrete code path." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on CLIP and SigLIP2 zero-probability outputs are distinct model/runtime issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files missing revision forwarding are unrelated API bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer _gpu_broadcast_one NoneType handling are entirely different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Gemma3 NaNs under mixed-length sliding-window attention are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor+DeepSpeed OOM and TrainerState token counter not updating are unrelated training 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": 18, + "review_unit_index": 30, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + 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I would not merge any of the proposed pairs as duplicates, and there are no PRs in this cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different failures in different model paths: tokenizer loading vs Perceiver image classification at non-default resolution." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Both are training/runtime issues, but one is gradient checkpointing in eval mode and the other is quantization offloading behavior." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different multimodal model bugs with different symptoms and code paths: Phi-4-VL loading vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API mismatches, but they concern different models and different missing fields." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve model loading regressions, but the affected mechanisms and breakages are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and DeepSpeed AdaFactor OOM are unrelated failures." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate packed-weight loading bug vs tokenizer class loading bug; no shared underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a weight-shape mismatch on load, the other is a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are loading/import 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save/load related, but one is dequantized model saving and the other is custom-module resolution after save_pretrained." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging gap for TensorFlow in a torch install is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma EOS token config inconsistency do not share the same root cause." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is trust_remote_code returning missing fields and the other is GPTNeoX rotary_pct not surviving reload." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states output regression in CLIPVisionModel vs attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are related only broadly to config handling, not the same defect." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized-model config.json loading failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion bug and sequence-classification zero-loss bug are completely separate." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different model-specific issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model repo and missing tensorflow_text backend mapping are different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' issue is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation messaging bug are separate v5 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": 18, + "review_unit_index": 31, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45656", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43540|issue:44514", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:43316|issue:43716", + "issue:33290|issue:45656", + "issue:44871|issue:45584", + "issue:43404|issue:43441", + "issue:43316|issue:44877", + "issue:43295|issue:44871", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45127|issue:45200", + "issue:43452|issue:44496", + "issue:43761|issue:44479", + "issue:43232|issue:43388", + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:44077|issue:44534", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "8ef1263ceaa76643d6ed4fb3d6d68319ed4923c15d7fe29be6639918a9aba4e0", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35731, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the paired issues mostly share only broad subsystem keywords (loading, config, generation, multimodal, deepspeed) but not the same underlying bug or fix path. I would not merge any soft-edge pair as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the soft pairs span unrelated bugs and regressions rather than one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most broadly impactful and discussion-rich issue in the set, so it is the best representative issue overall, even though it is not a duplicate anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different problems: pipeline top_k output shape vs missing PyTorch import for AutoModel." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both mention failures/OOM, but one is a script runtime problem and the other is model loading OOM with tensor parallelism." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch vs checkpoint key mismatch on resume." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both touch multimodal processing, but one is Qwen3OmniMoe video input handling and the other is batched chat template padding behavior." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed Adafactor OOM is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Model-parallel OOM on Qwen2-57B is not the same as a KeyError when loading MobileLLM." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy and image preprocessor dtype mismatch are distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed, but one is OOM and the other is duplicate optimizer stepping." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token/eos configuration mismatch vs Whisper empty-transcription failure after token alignment are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is tied weights in Mistral3ForConditionalGeneration and the other is FlashAttention in Ministral-3." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is an API discrepancy and the other is strict config loading rejection." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs eos_token_id inconsistency are separate regressions." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and Janus test failure are unrelated models and failure modes." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Windows ROCm distributed import issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Image-processor lookup in a video-classification pipeline is unrelated to missing fpn_position_embeddings on Sam3VisionEncoderOutput." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id inconsistency is not the same as quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad custom-init regression and GPTNeoX rotary_pct reload bug are different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both concern model loading, but gguf_file handling and missing model_type in config.json are distinct failures." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are different models and outputs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg sync behavior is unrelated to gather_for_metrics dropping label elements." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve pretrained/save loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tensorflow_text backend mapping errors." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy in patchtsmixer is unrelated to non-persistent buffer initialization in v5." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend mismatch and missing is_falcon_mamba_ssm_available are unrelated import-utility 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": 18, + "review_unit_index": 32, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46234" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43931|issue:44060", + "issue:45803|issue:45987", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "72edd59a7953e5afd95b8e1c8185a4bec6e04e480f30df00f34cb68d57cfeb20", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only obvious thematic overlap is a small v5 regression subgroup around non-persistent buffers being initialized with junk; the rest are separate bugs spanning model loading, multimodal/video, generation, config reloads, CI, and docs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the broadest representative of the repeated v5 non-persistent-buffer regression theme, but it does not cover the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different failures: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states in Qwen3.5." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 buffer-junk regression vs GPTNeoX rotary_pct reload default bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script issue vs model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generate-images test failure vs stale auto_mappings CI breakage; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen variants vs serve KV-cache continuation indexing bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() vs SigLIP model/pipeline producing wrong outputs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing problem vs flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "cudaErrorAssert during Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor/model input-resolution mismatch." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors vs StaticCache.get_seq_length() contract mismatch." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/reinit bug vs import warning for local paths ending with slash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Shared theme is only broad v5 regression; buffer junk initialization is not the same as rotary_pct reset on reload." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support issue vs IndentationError from @torch.jit.script comment parsing." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation bug and JIT parsing failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure vs local dataset loading example issue." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code models vs missing import_utils symbol." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy issue vs strict config rejecting granite_speech config." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen models, but LoRA/extended-vocab collapse and incorrect visual-encoder save keys are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing ValueError in Qwen3OmniMoe vs serve KV-cache tensor indexing bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks all-zero in multimodal templates vs wrong video vision_position_ids; related area but not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug vs broad exception swallowing in FuyuBatchFeature." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs local dataset loading failure." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale device override vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example returns empty results; unrelated to local dataset 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": 18, + "review_unit_index": 33, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:43479|issue:45375", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:43650|issue:44220", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44933|issue:45362", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:45563|issue:45584", + "issue:36246|issue:38617", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:43441|issue:45588", + "issue:44496|issue:45042", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "8dd9f465f46c44a9566c123e8956156a5f96c6dbdaff4c2c30dbda3824126d63", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import regressions, model-loading/config issues, generation bugs, training/eval bugs, and docs/perf reports. There is no clear duplicate stack across the whole set, so only a weak representative issue can be chosen.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 41628 is the broadest, cleanest user-facing regression report among the set: a straightforward top-level import failure with clear impact. It is not a true canonical for all items here, but it is the best single representative of the import-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the most triage-worthy representative because it is a concrete, broadly understandable import breakage and has the strongest chance of being actionable as a standalone bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different failure surfaces: LlamaConfig head_dim validation vs rope-parameter dict conversion TypeError. Not the same bug or code path." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different models and different config-field bugs: Phi4Multimodal default init vs Qwen3.5 MoE vision field dropping." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "One is a Python 3.14 import/load failure; the other is a backend dependency issue with tensorboard-only installs. Distinct root causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 token-embedding resizing bug vs Whisper empty-transcription generation failure. Unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and embedding-resize bug are different model behaviors and fixes." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency vs stale warning about num_return_sequences. Different generation bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap: placeholder/nonspecific issue title vs fbank feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different underlying breakages." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 generation is separate from Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs serve KV-cache tensor indexing crash; unrelated components." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance regression is not the same as unsafe sys.modules access, even if both concern import internals." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compiled flex_attention failure on torch 2.9+ while the other is a version-check/import-path bug for AuxRequest." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/load related, but one is trust_remote_code missing fields and the other is an unrecognized model missing model_type. Different concrete problems." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and repro contexts: unit-test loading of GLM-4.7-Flash vs latest-transformers load failure for Phi-4 multimodal." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load regression and Sam3LiteText auto_mappings breakage are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device-override test in GraniteSpeech is not the same issue as model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning on paged generate() is different from Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different version skew." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to a local cache-path collision." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash and trust_remote_code cache-path collision are distinct bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention inference failure are different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto_mappings cleanup are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regression targets: processor/tokenizer access vs token embedding resize propagation." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention, but one is a Ministral-3 v5 RC failure and the other is an s_aux=None crash for sink-less models; not clearly the same fix." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL-backend torchvision requirement are separate loading/dependency issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics batch truncation and auxiliary-loss normalization are different training/eval 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": 18, + "review_unit_index": 34, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44075|issue:44368", + "issue:43673|issue:44336", + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:45335|issue:45584", + "issue:43650|issue:46209", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:44016|issue:44062", + "issue:43295|issue:44779", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "6eacf922bb673c02b42c37a9ff430248edb9f6d259e613aa67be7c88015beb7d", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of mostly unrelated Transformers issues: model-loading regressions, tokenizer/config bugs, import failures, docs problems, and a few pipeline/model-specific reports. The soft pairs do not look like true duplicates; issue 45020 is the closest umbrella representative, but it still does not subsume the rest of the set.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report in the cluster, covering the general theme of recent Transformers versions breaking model loading/remote-code workflows.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global issue representative because it is the broadest umbrella regression in the set, though the cluster remains too heterogeneous for a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup is unrelated to a notebook syntax error; different subsystems and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to a Qwen LoRA warning about tie_word_embeddings." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache handling and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow backend on install and a generic dependency issue are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are regression reports, but one is model loading and the other is save_pretrained checkpoint serialization for different Qwen multimodal paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs mismatch for return_all_scores is unrelated to an unrecognized model/config error." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE denoising losses are unrelated training behaviors." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio fbank feature extraction issue are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized-model/config loading and AutoModel text_config unwrapping are both config-related, but they affect different code paths and model classes." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma4 processor import failure and missing falcon_mamba availability helper are unrelated import/export issues." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resizing for T5Gemma is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder data request and an FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to post_init reinitializing output embeddings after resize_token_embeddings." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 missing pad_token_id are separate config bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to the Gemma4 processor import error." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss and Gemma4 mm_token_type_ids defaults do not describe the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype loading and Qwen3.5 save_pretrained serialization are different multimodal issues." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are unrelated model/runtime failures." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen multimodal regressions, but one is model loading and the other is incorrect visual-encoder keys on save; different concrete code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A transformers dependency issue is unrelated to an unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure and broad import errors after upgrade are related in theme only, not the same underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing-import reports from different modules; no shared concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenization regression and Granite token-id regression are separate tokenizer bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors and TextClassificationPipeline docs mismatch are both documentation issues but not the same one." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakages are both regressions, but they hit different pipelines and failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression and Deepseek tokenizer regression are different code paths and models." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading failure and GLM-4.7 unit-test loading failure are unrelated model-specific regressions." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility breakage and an unreleased PEFT minimum version bump are different dependency problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 35, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:43262|issue:44521" + ], + "prepared_review_unit_hash": "e027b1f16ceb83ee00e6e9e16730b7177a9830c128c8f247001e9fbe08df0018", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37170, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "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 v5 regressions across tokenizers, model loading, processors, attention kernels, docs, and CI. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous. If forced, #44462 is the closest representative because it covers a broad tokenizer-loading regression, which is the nearest shared theme among several items.", + "canonical_pr_reason": null, + "best_issue_reason": "#44462 is the most representative issue in the cluster because it is a broad, user-facing tokenizer-loading regression; the other issues are mostly narrower, model-specific, or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch vs TensorBoard/TensorFlow backend setup; unrelated subsystems and failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A placeholder issue title vs behavior change in AttentionInterface.register; no shared bug path." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is AutoTokenizer loading ignoring tokenizer.json and the other is a Mistral regex-patch crash; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support breakage vs loading a specific repo/model; too different to be duplicates." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained writes the wrong tokenizer_class, while this is AutoTokenizer loading the repo file; save vs load bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python compatibility issue vs an unspecified dependency problem; not the same underlying defect." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug vs generic dependency issue; no overlap in concrete code path." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs list_repo_files not forwarding revision; completely different functionality." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating Gemma4 embeddings; different model logic." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks generation bug vs Qwen2.5-VL rope index scaling; both multimodal, but distinct internals and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral vs OCR index error in Kosmos2.5; unrelated model-specific issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized model load with gpu/cpu offload; both involve quantization, but different stages and bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings.py stale config references vs leftover dummy classes in dummy_pt_objects.py; both repo hygiene/CI, but not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated areas." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs slow filtering after upgrade; different symptoms and code paths." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure; both vision-related but not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files from processor.save_pretrained vs Gemma-4 zero3 from_pretrained; unrelated failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm missing config.rms_norm_eps vs torch.split return values in GlmMoeDsaIndexer; different model components." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss issue; unrelated subsystems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression vs Deepseek tokenizer regression; both output-quality bugs, but different models and code paths." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Model-specific FlashAttention failure vs compiled flex_attention failing on torch>=2.9; one is a model issue, the other a kernel/runtime compatibility issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch; completely different bug types." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores vs nonsensical model outputs; not the same underlying problem." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression vs ESM2 breakage; both are v5 regressions, but they affect different model families and mechanisms." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape vs Sam3Video CUDA OOM; one is a shape bug, the other is memory usage." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs glm-4v-9b loading failure; both config/loading-related but not the same concrete defect." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization mismatch vs Gemma-4 zero3 loading; unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs inconsistency vs import-time slowness; different problem classes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields during loading, but one is a missing pad_token_id attribute and the other is trust_remote_code dropping fields; different root causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError for sentence-transformers vs TensorBoard/TensorFlow backend error; unrelated dependency/import issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError from unexpected argument; different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat_template default sampling rate bug vs multimodal assistant_masks all-zero bug; both processor-related but not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 36, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45593", + "issue:45759", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43673|issue:43761", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:43824|issue:43976", + "issue:44336|issue:44485", + "issue:41950|issue:44220", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:42886|issue:46132", + "issue:36246|issue:44351", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:45081|issue:45362", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45375|issue:45759", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "41776cb8f16087de9584fa1991849cb91c297a32158f40ab994160b10936d276", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers regressions and import/config bugs. I don\u2019t see any soft pair that clearly describes the same concrete bug or change, so no merges are warranted.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41950 is the clearest, most user-facing concrete bug in the set: it names a specific pipeline misbehavior, has active discussion and inbound references, and is more actionable than the more ambiguous import/config reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41950 is the strongest standalone issue candidate because it describes a specific failing code path with direct user impact and enough context to triage independently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems and symptoms: attention-kernel divergence under torch.compile vs ANSI color output in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both are import/version problems, but one is a missing symbol and the other is a Python-version compatibility regression; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import failure and a Qwen3.5 chat crash are different failure modes and code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both mention v5 regressions, but one is missing GenerationMixin cache during chunked prefill and the other is CLIPVisionModel hidden_states behavior." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated issues: DeBERTa model_max_length handling vs missing transformers.onnx module." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Same broad Qwen/MoE area, but one is LoRA compatibility across hf4.x/hf5.x and the other is multimodal model loading; not clearly the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission and a position_ids docstring typo are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time slowness is unrelated to unrecognized-model loading for a specific checkpoint." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses, but they are different losses in different model families and different conditions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is not the same as a Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A missing Qwen2_5_VL export and a Python compatibility issue are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both touch pipelines/utilities, but one is video-classification using image processors and the other is audio feature extraction; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "A Python version support bug is not the same as failing to load a specific multimodal model." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they concern different missing symbols from different packages." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Tokenizer cache/offline loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and an AMP/CUDA crash in a detection loss are different issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "A Mistral regex patch crash and a Qwen3.5 chat crash are different model/path failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The second title is too broad to establish the same concrete bug; one is a specific model lacking FA2 support." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available break different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer access error and a Chinese-reported slowdown after upgrade are not the same underlying defect." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "An unrecognized model config and unsafe sys.modules access are different load-time problems." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing field being dropped by strict validation and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness." + } + ] + }, + "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": 18, + "review_unit_index": 37, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44734", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:36246|issue:43596", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:44466|issue:45335", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43673|issue:44734", + "issue:45584|issue:46170", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "fefb0de649b01f84a68f22ba3d037bfe80c27ebf880cf103da8a5a60fecfa085", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35873, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across different models, configs, and code paths. The soft pairs share only broad subsystem similarity (tokenization, generation, DeepSpeed, save/load, vision/video), not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative; the cluster spans distinct regressions and model families rather than one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: Qwen3 MOE weight conversion vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-embeddings bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor is unrelated to BertModel/ZeRO3 index error." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize issue is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config loading, but they target different models and different field-handling failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: pixel decoder implementation vs tracker/video config warning." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs syncing bug is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer error masking are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return type bug vs LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to missing mm_token_type_ids defaults." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows ROCm import failure are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights is different from resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder output attribute bug vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading issue and double optimizer step under DeepSpeed are different defects." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request handling failure is unrelated to Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and auto_mappings stale config references are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale forward-pass cache bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning in fine-tuning is not the same as flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are different warnings in different paths with no shared bug mechanism." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm import/type errors are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to tie-word-embeddings warnings." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are not the same issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and xdist captured_info.txt race are different problems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing GenerationMixin cache in v5.0.0 and wrong tensor indexing in serve are distinct generation bugs." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Windows ROCm torch.distributed import errors." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628" + ], + "prepared_review_unit_hash": "b38eac144f80188613c43cefefebdbd559394e44d9ffba0c130e12b908b28c63", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37089, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly spans distinct Transformer regressions and model-specific issues. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; most other soft-similar pairs are related only at the subsystem/theme level, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 appears to be an exact duplicate with the same title, and 42673 has higher discussion activity in the packet (10 vs 1).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best overall issue candidate because it matches issue:43704 exactly by title and has more discussion activity, making it the clearest representative of that bug in the visible set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different bugs: Whisper timestamp decoding crash vs Kimi tokenizer regression/codec handling." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different code paths: MLukeTokenizer task AttributeError vs a performance slowdown after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakages, but they describe different affected models and failure modes; not the same concrete bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated symptoms: data filtering slowdown vs DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems and failures: processor.save_pretrained file omission vs DeepSpeed optimizer double-step." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different features: Gemma eos token config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is not the same bug as the reported preprocessing slowdown." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different failures: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is a placeholder bug report, the other is a specific gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as GGUF loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe/v5 compatibility vs missing files on processor.save_pretrained." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failures: SAM 3 video attribute error vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder attribute error is unrelated to trust_remote_code field loss in AutoConfig." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch is not the same as a loading hang in Sentence Transformers." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings change and remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they affect different code paths and reported failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import issues, but for different symbols and modules; not a clear duplicate." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 Moe, but one is a missing config field being dropped and the other is a generic from_pretrained error; too different to merge." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder issue is unrelated to tokenizer-mapping logic in add-new-model-like." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is not the same as Llama4Config missing pad_token_id." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different attention/masking bugs: Gemma4 causal-mask construction vs pipeline final-batch result dropping." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different concrete failures: from_pretrained loading error vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a different bug from Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate bug report: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and matching symptom." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained FP8 moe bug and Qwen3.5 Moe from_pretrained loading bug are different operations and failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE models, but they are different regressions/version contexts and not the same concrete code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto-docstring annotation handling failure do not share the same underlying defect." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor initialization failure is not the same as the Gemma pipeline roundtrip issue." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate bug report: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and matching symptom." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors involving different APIs and model classes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall choice of issue:42673 is plausible, but the justification overstates the packet. There are no inbound references for either 42673 or 43704, so phrases like \"well-supported by discussion and references\" / \"richer discussion/inbound-reference trail\" are not grounded. Please keep the canonical/best-issue rationale limited to what is visible in the packet (identical titles and higher discussion activity on 42673)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46231", + "issue:46326" + ], + "soft_pairs": [ + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:43065|issue:46123", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:44075|issue:46231", + "issue:43723|issue:46326", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "4375470e0a3c0de8a8caa708b96879329048659232a9d9ba249e99dc0650a6bd", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36784, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues, with only superficial overlap around tokenizers, v5 regressions, multimodal models, DeepSpeed, and packaging/import problems. None of the soft-edge pairs look like true duplicates or the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42898 is a clear, high-signal regression report with a well-defined tokenizer behavior change in v5, making it a good representative anchor for the cluster\u2019s tokenizer-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest representative issue: it is concrete, versioned, user-visible, and narrowly scoped enough to summarize a common failure mode seen elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/MoE serialization issue; different bug classes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both are backend/import packaging problems, but one is missing TensorFlow under the torch extra and the other is stale dummy classes leaking without torch; not the same defect." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config loading and pytest-xdist file races are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batch consistency and MoE load-balancing loss gating are different model behaviors and code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-worker race on captured_info.txt is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline does not share the same bug as the xdist file race." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but one is clean-up spacing behavior and the other is special-token insertion; different underlying fixes." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg sync logic and a Janus image-generation test failure are not the same issue." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hangs and token-embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults affect different model families and code paths." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor files on save and Qwen3.5 MoE from_pretrained failures are different serialization/loading problems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and Adafactor OOM in DeepSpeed are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation/attention internals, but one is kwarg update after sync_gpus and the other is bidirectional-skip branching under torch.compile; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under compile is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns cleanup spacing and the other wrong Granite token IDs; distinct root causes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "A missing nn import in sentence-transformers and a missing Qwen2_5_VL class import are separate import errors." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and missing BOS/EOS on add_special_tokens are different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but Kimi codec handling/warning behavior is not the same as clean_up_tokenization_spaces changes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Deepseek tokenization output corruption and cleanup spacing behavior are different tokenizer bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve-time KV-cache continuation indexing and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A syntax error in a notebook and a docstring parameter-name mismatch are different documentation issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V and meta-init incompatibility for InternVL2 are different multimodal issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments being ignored is a runtime optimizer bug, not a documentation typo." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading failures and continue_final_message behavior for mistral_common tokenizers are not the same underlying problem." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning and missing tensor-parallel plan for Qwen3.5 MoE are separate Qwen model bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading position_ids after buffer registration and double optimizer.step under DeepSpeed are different execution bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PyPI version pin problem and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance 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": 18, + "review_unit_index": 40, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44190|issue:46082", + "issue:30333|issue:36331", + "issue:45071|issue:46082", + "issue:43479|issue:44869", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:43873|issue:44945", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43479|issue:43644", + "issue:44373|issue:44485", + "issue:44483|issue:45406" + ], + "prepared_review_unit_hash": "0936a506bdf9d219fe04926b43daad73ce9d77d403d1c94bead725286161ec15", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37061, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of unrelated Transformers issues; the soft pairs do not look like duplicate bug reports or the same fixable change, so all suggested merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44483 is the clearest high-severity user-facing regression in this set and the best single anchor, though the cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44483 is concrete, impactful, and well-scoped compared with the rest, which span unrelated imports, configs, serialization, training, and model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: Pegasus output drift vs AttentionInterface.register changing a function wrapper's behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend and a nonexistent image_utils import are separate import-path failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained on MoE models and tokenizer_config tokenizer_class mismatch are unrelated save_pretrained bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "One is a bad import from image_utils; the other is leftover dummy PT classes leaking into dir(transformers)." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version/backend compatibility is not the same bug as an invalid image_utils import symbol." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are different code paths and symptoms." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata and DeepSpeed optimizer-step behavior are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related but not the same defect." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs and a model-loading regression are distinct issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained file emission are different failures." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit overflow and AttentionInterface.register behavior have no shared underlying bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job status handling and CustomTrainer.compute_loss signature breakage are separate training issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim rejection." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper word-timestamp decoding are unrelated model-specific bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow reporting and output embedding reinitialization after resize are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "A missing PyTorch import and MLflow reporting on failed jobs do not share a code path." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and Moonshine streaming mask off-by-one are different video-model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported feature extractor arg and auto_docstring future-annotations crash are separate failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids and sliding_window_mask_function off-by-one affect different model components." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions and FP8 inference on B200 are unrelated regressions." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and long-OCR index errors have no common root cause." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size defaults are different save_pretrained concerns." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in a MoE indexer and meta-init incompatibility for old checkpoints are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access and processor.save_pretrained missing files are different serialization bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect multimodal config defaults and junk non-persistent buffers are not the same initialization issue." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mistake for position_ids is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are separate API failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44464", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46305" + ], + "soft_pairs": [ + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44263|issue:44360", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:44368|issue:46305", + "issue:42886|issue:43066", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:44117|issue:44704", + "issue:43550|issue:46132", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "c5d50060078d00a46e989e335b8ee7c1ccc4dfed829f52192e26fc28351b21a3", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35858, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions and import/runtime bugs, not a tight duplicate set. The best single anchor is the broad upgrade/import-regression report.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures the common v5 upgrade/import breakage pattern better than the many narrow model- or tokenizer-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best cluster anchor because it summarizes the recurring \u201cafter upgrade, imports break\u201d theme without overfitting to one specific symbol or model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different failures: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation. Not the same code path." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id config inconsistency. Related area, but distinct bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and siglip2 zero-probability output are unrelated failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code/meta-init incompatibility vs incorrect visual encoder keys on save_pretrained. Different concrete bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized saving/loading, but one is dequantized Ministrals/Devstrals save failure and the other is sinq round-trip breakage; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash and auto_docstring annotation crash are unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is torch.split return handling and the other is a missing ReLU. Different defects." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and sliding_window_mask off-by-one are separate logic issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with FA3 and NaNs in classification heads after checkout/init are different symptoms with different likely causes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm precision issue vs remote-code checkpoint/meta-init incompatibility are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig default subconfig initialization and GPTNeoXConfig rotary_pct reload are distinct configuration bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 Moe from_pretrained error do not describe the same underlying problem." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are different import/runtime dependency issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and model families." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs Qwen3-VL-Moe transform/load failure." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split handling in GlmMoeDsaIndexer and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS addition are both tokenizer bugs, but not the same concrete defect." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are separate failures." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning and a sliding_window_mask off-by-one bug are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong decoder type are different tokenizer-related regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and an infinite-loop multimodal prompt are different failure modes." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a specific huggingface_hub symbol and the other is a broad post-upgrade import breakage report." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation with compiled forward and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI and a sentence-transformers NameError are separate import/CLI regressions." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Non-persistent buffer junk and NaNs in classification heads are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different from_pretrained/processor issues." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and AttentionInterface.register behavior change are distinct attention-stack bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API warning and DSA indexer torch.split behavior 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": 18, + "review_unit_index": 42, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45593", + "issue:45600", + "issue:46326", + "issue:46328" + ], + "soft_pairs": [ + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43232|issue:45593", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43408|issue:43475", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:43122|issue:44514", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43232|issue:45245", + "issue:43122|issue:44521", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:44279|issue:46328", + "issue:45216|issue:45478", + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "ced4de6b0d6b93832613714645f68811cf6d82d0c7ca84b1a09ae8072aa81276", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36034, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; most soft pairs only share a broad subsystem name (tokenizers, Qwen3, save/load, etc.) but not the same concrete bug. I found no duplicate PRs, and only one issue looks like a reasonable umbrella representative for the tokenizer-regression subset.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43122 is the broadest, most representative tokenizer-regression report in this set, and it best matches several of the tokenization-related soft matches; the rest of the cluster is too mixed for a single true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest overall issue anchor because it describes a generic v5 tokenization regression rather than a narrow model-specific symptom, and it sits closest to the related tokenizer candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and subsystems: loading hang vs Mac bus error on a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated bugs: buffer access on position_ids vs tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different processor paths: cached_file kwargs forwarding vs chat template crashes with tool-call messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both mention tokenizer loading, but one is a broad v5 loading issue and the other is a specific tokenizer failure; not enough to \u0938\u093e\u092c\u093f\u0924 same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA norm precision/config bug and a docstring issue are not the same change." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model workflows: dequantized save_pretrained vs invalid GenerationConfig." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One import-name failure is too specific to merge with a broad version-upgrade import-error report." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM 3 failures: model-type warning vs missing output attribute." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Unrelated model internals: RoPE-layer count vs tied-weights warning." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different breakages: missing nn import in sentence-transformers vs stale auto_mappings references." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script classification output bug and mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization regression vs batched chat-template crash are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Label propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU/indexer discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained class mismatch are different problems." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state update bug and category-count limit error do not match." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenizer regression vs multimodal assistant_mask zeroing are different symptoms." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug and SentenceTransformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models is unrelated to gguf_file load failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bug classes: Qwen3-VL-Moe incompatibility vs position_ids buffer access." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a generic version-diff report and the other is DeepSeek-specific incorrect output; not clearly the same concrete defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the multi-label example-script issue." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe incompatibility and FP8 save_pretrained on moe are different issues." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency complaint and a SequenceFeatureExtractor.pad performance bug are not duplicates." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and recent versions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Generic tokenizer regression and mistral_common continue_final_message behavior are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug and multimodal assistant_mask bug 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": 18, + "review_unit_index": 43, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:42831|issue:44297", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:44625|issue:46002", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:38617|issue:45278", + "issue:42175|issue:44938", + "issue:44117|issue:45588", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "5550e383d510ee526ef5c7aca4698a9e5ad592d464bd761dc2b275d0494525e4", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated transformer regressions and import/tokenizer issues; the broadest umbrella issue is the one about many import errors after upgrade.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it explicitly captures the broad post-upgrade import-error regression pattern that overlaps with the largest portion of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative global issue because it is broad, symptom-focused, and best matches the cluster\u2019s cross-cutting failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated failures: one is a NameError on import, the other is a PyTorch version-check/import-guard bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely different bugs: ONNX module import vs tokenizer spacing after added tokens." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different areas and symptoms: ONNX import failure vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but for different packages/symbols and not the same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: model weight loading vs AutoProcessor cached_file kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizers, but the titles point to distinct regressions in different models/behaviors." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "No overlap beyond being in the repo; compiled-file errors and a documentation typo are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but invalid GenerationConfig and RoPE implementation are different concrete bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different subsystems and model families: vitpose breakage vs FlashAttention failure." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings API and a GLM46V image-patch helper bug are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "Different failure modes: FP8 accuracy issue vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both mention versioning, but one is a Python compatibility issue and the other is a PyTorch import guard bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 area, but save_pretrained key serialization and from_pretrained loading errors are not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3/Qwen3.5 MoE, but the reported failures are different load-time behaviors." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is a classification example bug, the other is a pipeline error-message regression." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model behaviors: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different tasks and failure modes; only broad ML-model regression similarity." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: multimodal feature-length helper bug vs a flex_attention version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and stale warning emission are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different bug classes: config propagation vs NaNs during checkout/init." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different loading/runtime behaviors and models." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention-path bugs in different models; not the same concrete issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "issue:45278 is a broad umbrella, but this is a specific missing import symbol and not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging/install issue vs Python 3.14 load failure are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "A tokenizer mapping None bug and a flash_attention aux-state AttributeError are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported symptoms and affected models differ." + } + ] + }, + "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": 18, + "review_unit_index": 44, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:43381|issue:44945", + "issue:43064|issue:43673", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:44117|issue:46328", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "1b8cf87b5bca7d3847db6990b31018fafbc39c9b67cdbf42d221a37e6cfeebe4", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer regressions, model-loading failures, training/optimizer bugs, video/vision issues, docs, and backend/dependency errors. I don\u2019t see any convincing duplicate pairs, so there is no strong canonical duplicate group here.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best standalone issue to anchor on if one must choose: it is a concrete, user-visible tokenizer regression with clear behavioral impact and broader relevance than the more narrowly scoped or auxiliary reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Different failures: eval-mode checkpointing vs pipeline-parallel output corruption." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Unrelated training-state bug vs generation cache/chunked-prefill issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs cleanup about pipeline references is unrelated to a flex_attention import/version check." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batch video-shape bug vs missing-torchvision crash path; different code paths and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights issue is not the same as NaNs on checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Release/version pinning complaint is unrelated to flex_attention backend import logic." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is a different problem from dtype mismatches in inference." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression is unrelated to a noisy logging message." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 from_pretrained failure are different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is not the same as checkpoint serialization corruption." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to PretrainedConfig type-checking." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage is not the same as the tensorflow_text backend mapping error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Importing a removed helper from configuration_utils is a different import issue than AutoImageProcessor export failure." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is a different bug from runtime post-processor updates." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker warning is unrelated to the MobileLLM config loading key error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default question is not the same as Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading/validation problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-v5 related, but one is decoder-type metadata and the other is a tokenization-output regression; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions request rejection is different from a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44117", + "right": "issue:46328", + "accept": false, + "reason": "Tokenizer mapping lookup bug is unrelated to SequenceFeatureExtractor.pad performance waste." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Phi-4 multimodal loading failure is too specific to be the same as a broad import-error report." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored is a different optimizer bug from deepspeed double-step behavior." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is not the same as missing-TensorFlow backend resolution." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time bfloat16 warning is not the same as model/qformer dtype staying float32 on load." + } + ] + }, + "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": 18, + "review_unit_index": 45, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43673", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46172", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:42371|issue:44261", + "issue:44188|issue:46328", + "issue:44913|issue:46328", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43012|issue:43408", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:42371|issue:42831", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43673|issue:46328", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "395a1b1174bb924a40173848d443d777d712a6d7c6ba9b5836085a09dea12ad5", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37494, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated import errors, model-specific bugs, config regressions, backend/runtime warnings, and a few performance problems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the clearest broad regression report in the set: it is version-scoped, user-facing, and has some inbound references, whereas the other issues are mostly narrow, unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different failures: qwen3next missing projections in one layer vs a Qwen3.5 MoE load-time error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings warning is unrelated to an MLA layernorm epsilon precision bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention branching and feature-extractor padding performance are different code paths and symptoms." + }, + { + "left": "issue:44913", + "right": "issue:46328", + "accept": false, + "reason": "GPTNeoX config reload regression is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow missing from a torch install and broken vitpose models are separate issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation does not match an audio feature extraction bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are distinct config regressions." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to PreTrainedConfig type checking breakage." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method in GLM46V is unrelated to MLA q_a_layernorm epsilon handling." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer does not match the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and tensorboard-without-TensorFlow backend error are different problems." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading and flash-attention generation failure are not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The reproduction of issue 38071 is not the same underlying defect as the Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 precision warning during compile and a sam3 model-type warning are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer split handling and deepseek-v4 comb transpose are different model internals." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 transpose bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size semantics are unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral-3 flash-attention failure and flash_attention_3 causing degenerate training are different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe version breakage are separate load-time issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PreTrainedConfig type checking." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are not the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and gguf_file load failures affect different APIs and code paths." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Nonexistent image_utils import and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are separate loading failures." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3 type warning and tie_word_embeddings warning are distinct config validation issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing GLM46V image-processor method and torch.split return handling are unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache in chunked_prefill is unrelated to padding performance in feature extraction." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility failure and incorrect pipeline-parallel output are different regressions." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision and max_shard_size documentation/question are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Native DeepseekV3MoE divergence and deepseek-v4 comb transpose are different model implementation issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed tie_embeddings option and quantized save/load breakage are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "tie_embeddings removal and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training 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": 18, + "review_unit_index": 46, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43792", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298" + ], + "soft_pairs": [ + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44964|issue:45341", + "issue:44261|issue:44485", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43986|issue:45372", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178" + ], + "prepared_review_unit_hash": "06eadb4b1ec78a7e11a2d53b03f2f6cf795748693643a6ba2265c06d4e4690a3", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37692, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; it is a grab bag of unrelated Transformers issues. I rejected all soft edges because each pair points to a different underlying bug or code path, even when the titles share a subsystem or model family.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the items are mostly unrelated, with only weak thematic overlap among a few import/model-loading/Qwen3 reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the best representative issue: it is specific, reproducible, and tied to one concrete loading path with a clear environment dependency.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "Different failures: VRAM leak in Qwen3 CausalLM threading vs Gemma 4 text-only fine-tuning config default." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "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 problems: AddedToken argument collision vs TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3 models, but one is missing attention projections and the other is a missing config field; distinct defects." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: flaky test seeding issue vs a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model-path failures: Qwen3-VL-Moe compatibility issue vs missing layer projections in qwen3next." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different concrete failures and model variants; one is a shape mismatch during load, the other is missing projections." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different loading behaviors: network access despite local_files_only vs missing embed_tokens.weight on UMT5Encoder." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated: testing utility bug vs CPU offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different APIs and different missing exports." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different concerns: removed config option documentation vs quantization offloading behavior." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Completely different: multimodal model load failure vs a small testing utility bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific math/config issues: MLA layernorm epsilon vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: AutoProcessor kwarg forwarding vs auto_docstring crashing on future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failures: video-model loading without torchvision vs tokenizer mapping assumptions." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime failure vs a testing helper bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing-dependency/import problems affecting different processor/model-loading paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Too little evidence that these are the same bug; one is a tokenizer decoder type regression, the other is only a reproduction of an older issue." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Different crash locations: AutoProcessor video-model import path vs chat template handling of tool-call assistant messages." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: testing utility bug vs flash_attention crash on sink-less models." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: testing utility bug vs xdist race on captured_info.txt." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different issues: xLSTM training bugs vs Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: video-model loading crash vs testing utility bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different behaviors: missing checkpoint weight vs question about the default shard size." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Not the same bug: a warning during bfloat16 compilation vs an actual model failure with SDPA." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different pipeline issues: misleading translation support message vs inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different surface areas: compile-time precision warning vs tie_word_embeddings warning in fine-tuning." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Different problems: leftover dummy classes vs noisy logging." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different bugs: failure saving dequantized models vs failure saving Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and code paths: save/dequantization bug vs infinite loop on a specific image." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Different issues: config removal/documentation concern vs noisy logging." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific failures: ESM2 breakage vs deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Different pipelines entirely: Whisper model run failure vs mask generation batch-finalization bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different environments and failures: Python 3.14 import/load issue vs an invalid backend mapping entry." + } + ] + }, + "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": 18, + "review_unit_index": 47, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "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:43673", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43937", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46172", + "issue:46209", + "issue:46298" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:44625|issue:46077", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:36683|issue:43881" + ], + "prepared_review_unit_hash": "eb4d45b58e6ea2c66027ace20af009cd0e22d6dedb7b85e5bb6d9da1ecc28519", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a bundle of related-but-distinct Transformers regressions and API breakages, not a duplicate set. I rejected every soft edge because the paired issues target different code paths, models, or behaviors.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs (imports, loading/saving, generation, pipeline behavior, quantization, and model-specific regressions), so there is no single duplicate to represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the nearest matches still describe different concrete failures and should not be merged as one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces: `/v1/chat/completions` request handling vs batched `apply_chat_template` crash with `padding=False`." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Different directions and failures: FP8 `save_pretrained` bug vs Qwen3.5 MoE `from_pretrained` load error." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated models/features: xLSTM training bugs vs BeitImageProcessorFast `reduce_labels` returning one label." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compile-related, but one is a bfloat16 warning and the other is a torch>=2.9 flex_attention failure." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to bfloat16 compile warning behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different modules (`is_offline_mode` vs `Qwen2_5_VLForConditionalGeneration`)." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed Sam3LiteText refs is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different offline/import problems: missing `layer_type_validation` import vs unwanted network requests with `local_files_only=True`." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Custom-module reload after save is unrelated to a DeepSeek dtype/transpose bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different Qwen/MoE FP8 issues: one is a v5 regression, the other is FP8 inference support." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache regression is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request acceptance problem is unrelated to chat-template tokenization crashing on tool-call assistant messages." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP outputs, but one is missing attentions and the other is missing hidden states; not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage is unrelated to a state_dict-sorting load error." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` is unrelated to SAM 3 Video missing `fpn_position_embeddings`." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type and FP8 inference on B200 are different regressions." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token embedding resize bug is unrelated to bidirectional attention still building causal masks." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and pipeline `save_pretrained` failure affect different objects and paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to pipeline serialization failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation bug is unrelated to Gemma4 attention-mask behavior." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; same broad symptom, different bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention2 support error for Nemotron is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load failure with sorted state_dict and incorrect Qwen3.5 checkpoint saving are related only broadly to model I/O, not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask regression is unrelated to LlamaConfig rejecting explicit `head_dim`." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "`local_files_only=True` still making requests is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config is unrelated to Llama4Config missing `pad_token_id`." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression is unrelated to Qwen3.5 checkpoint corruption on save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute bug is unrelated to MoE load-balancing loss handling." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config missing attribute 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": 18, + "review_unit_index": 48, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:44380|issue:46132", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:44380|issue:45479", + "issue:43352|issue:44380", + "issue:43867|issue:45375", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:41669|issue:44246", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132" + ], + "prepared_review_unit_hash": "aaa841390cb083a09e808529813330706a5b779759182bfe7a0fcdc7febec37b", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37255, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers regression reports across different models, versions, and failure modes. The only plausible duplicate edge is the import-time slowdown pair (41669/44246); the rest should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:41669 is the clearest root-cause report for the import-time slowdown and best matches the only likely duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue here because it describes the underlying import-performance problem rather than just the symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: GPT2 attention scaling under SDPA/FlashAttention vs AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated regressions: an isolated reproduction of one issue versus a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different model-loading failures on different Qwen variants; no shared concrete code-path." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash-Attention support/reporting issue vs Python version compatibility issue; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen/UMT5 loading problems with different missing fields and failure modes." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but they target different models and different broken behaviors." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific failures: FlashAttention support for Nemotron vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/load errors, but one is compiled-Python handling and the other is a torch.jit/script parsing issue in a specific model." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different problems: state_dict ordering sensitivity vs Gemma pipeline roundtrip on the \u2581 token." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config regression vs classification-loss degeneracy; unrelated code paths." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related issues with different models and failure symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Model-loading order issue vs missing vision-config field; not the same root cause." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Gemma config missing vocab_size vs tokenizer-mapping None handling; different assumptions and code paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions assignment regression vs GPT2 attention scaling under backends." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown for `transformers`; 41669 gives the underlying cause, while 44246 reports the symptom." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Embeddings/tie-weights API removal vs FlashAttention support; unrelated regressions." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A SamHQ seeding problem in integration tests vs an xdist race on captured_info.txt." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed training optimizer-state corruption vs a cache-strategy typo." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility reports with different symptoms and likely causes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict ordering load failure vs Qwen3.5 visual-key save regression; different model paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 missing embed_tokens weight vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism/OOM, but the model, failure mode, and root cause are different." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT vs inability to save Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP regressions affecting different classes and structures." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression vs LwDetrImageLoss AMP crash; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained issue vs Python 3.14 load failure; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP output field regression vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU omission vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leak vs AddedToken keyword-argument error; not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flake vs multimodal model load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures: missing set_seed coverage vs stale device override behavior on CI." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test flakiness vs auto_mappings referencing removed configs." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different MoE/tensor-parallel problems: FP8 save_pretrained vs missing _tp_plan." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` CLI vs AttentionInterface.register behavior change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and appropriately conservative. The summary fits the issue titles and the only accepted duplicate edge, 41669/44246, is well supported by the import-time slowdown theme. The remaining soft-edge rejections are cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 49, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850", + "issue:46209" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:45850", + "issue:43010|issue:44368", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "f57689b9ce12bd3b3205c1199d3c3a93edc29bc7987aaeaa41a46b9f2320641d", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37616, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not a true duplicate cluster; they span many distinct Transformers v5 regressions, import errors, loading failures, docs issues, FP8 problems, and tensor-parallel bugs that only share a broad theme.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target here; the set is too heterogeneous, with only a broad \u201cv5 broke many things\u201d theme in common.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella title for the cluster, but it is too vague to serve as a precise canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (PreTrainedModel vs HybridCache), so they are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "One reports errors with compiled Python files; the other reports a large slowdown after upgrade. Different failures." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Tensor-parallel `_tp_plan` support and a Qwen3.5 MoE `from_pretrained` load error are related in model family, but not the same concrete code-path bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory/OOM regression is distinct from failure to reload a v4.57 checkpoint after upgrading to v5.2/v5.3." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer-loading regressions are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is about missing tensor-parallel plan metadata; the other is about a missing config field silently dropped by strict serialization." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A `no_grad` decoration bug on cache/layer updates is not the same as a broad set of import errors after version upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang in Sentence Transformers is unrelated to documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reloading after upgrade are both load failures, but not the same specific defect." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "`local_files_only=True` still making API calls is a networking bug, not an FP8 `save_pretrained` bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "The cache/layer update bug is a concrete fixable path; the other is only a vague umbrella complaint about many models breaking." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "`@torch.no_grad` on update methods and a warning about `tie_word_embeddings` are different issues." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "An FP8 accuracy regression and a missing image-patch helper causing an AttributeError are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` network leakage is unrelated to the placeholder/garbled issue title." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failure and tensor-parallel training behavior are different subsystems and failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors are not the same as `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning `pipeline()` is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files and saving pipeline objects are different code paths and problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application under `model_init` and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading failure are different concrete bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but for different model families and different failure modes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing `huggingface_hub` symbol import is unrelated to the broken `transformers env` command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command breakage and config type-checking are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The `env` command issue is not the same as an import error for `Qwen2_5_VLForConditionalGeneration`." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error from `configuration_utils` are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder issue title is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 model save/load corruption and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different requests." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application under `model_init` is unrelated to FP8 inference failures on B200." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) indicate separate export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mentioning `return_all_scores` are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast `reduce_labels` behavior are different problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from `processor.save_pretrained(...)` is concrete; the other item is too vague to match any specific 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": 18, + "review_unit_index": 50, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "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:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "b5d2487ef8d3ef667e3d173615602281197d5a0c6cc15d6e39b0b70e39895c6f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38789, + "estimated_input_tokens": 9698, + "estimated_eval_tokens": 19652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific failures, and a few docs/config issues. The strongest representative issue is the broad v5 breakage report, but the soft pairs mostly describe different concrete bugs and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared theme of v5 regressions breaking many models, so it best represents the cluster at a high level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable representative because it describes a concrete upgrade symptom (many import errors after moving to v5.5.0) while still matching the cluster\u2019s overall regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime problems, but one is lazy-loading behavior and the other is a TensorBoard/TensorFlow backend error; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same broad Qwen3/MoE area, but one is a Qwen3-VL bug and the other is missing tensor-parallel metadata; not the same fix." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import-related, but one is lazy loading and the other is unsafe sys.modules access; distinct underlying issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3-VL multimodal output issue vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "A feature/support request for fp8 inference is not the same as asking for a weight conversion script." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: docstring typo for position_ids versus an unrelated placeholder issue." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is bounding-box hallucination/error and the other is an infinite loop on a specific image; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one breaks the transformers env command and the other breaks checkpoint reload after upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute bug is too different from the broad 'many models break' complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-performance regression from import * usage is not the same as a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 upgrade incompatibilities, but they affect different model/loading paths and are not one concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig attribute regression versus a broad v5 breakage report; too different to merge." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a model-specific failure, not the same underlying issue as the generic v5 complaint." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both touch imports, but one is import-star performance and the other is a missing exported model symbol; different fixes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Importing transformers slowly and lazy loading not working properly are related at a high level but not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different areas: model-type mismatch warning versus Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs passing, but they are different APIs and code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for Nemotron is unrelated to Qwen3-VL bounding-box behavior." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a specific serialization bug; the other issue is too vague to match it." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to the Qwen3-VL multimodal bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a distinct model state/buffer bug, not the generic placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs propagation and PretrainedConfig type checking are unrelated bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown and missing HybridCache export are both import-related but not the same underlying problem." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Performance-heavy import behavior is unrelated to a small testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is about import errors after upgrade and the other is a generic 'many models break' report; not one concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to a typo in cache strategy docs or code." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs passthrough and the other is attention-interface usage; different fixes." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A specific multimodal token-counting AttributeError is not the same as a broad v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and symptoms: Qwen3-VL output bug versus Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy and tied-weight key AttributeError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9 compatibility and a missing Qwen3_5ForCausalLM import are unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion around input_ids/past_key_values does not match a tokenizer-loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star slowdown and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different training-path issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo have no meaningful overlap." + } + ] + }, + "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": 18, + "review_unit_index": 51, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43827", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "b9618afd4e36275691461d9b89f35ac4e9cd9c223ae110fac97b77c5a37af8f6", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 39952, + "estimated_input_tokens": 9988, + "estimated_eval_tokens": 20232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose semantic similarity around Transformers v5, model-loading, and tokenizer/config regressions rather than true duplicates. I would not merge any soft pair; the safest representative issue is the broad v5-breakage umbrella report.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set; it captures the general v5 regression theme that many of the other reports orbit, even though it is still too vague to be a perfect duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster representative because it is the most general user-facing report of widespread v5 breakage, which is the closest common thread across the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Save-pretrained pipeline serialization and tied-weight-key attribute handling are different code paths and failures." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer missing ReLU is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are different failures with no shared code path." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline-docs-after-v5-removals and a cache-strategy typo are not the same underlying bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose issue are different model implementation problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwarg handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf and a VRAM leak in multi-threaded loading are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion around forward args does not match a concrete model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward documentation are different issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are unrelated model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to a RoPE implementation bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio model continuous batching support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage is too general to equate with a specific Qwen3_5 import error." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Accidental network requests with local_files_only and Qwen3VL timestamp math are different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor is not the same as missing files from processor.save_pretrained()." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic and dataloader-thread VRAM leak are distinct bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling and audio positional encoding are different issues." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing config.rms_norm_eps and Gemma-4 audio positional encoding are not the same code path." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 import failure are both import-related but not the same symbol or fix." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating and a module import error are different problems." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 changes, but one is broad behavior drift while the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to the placeholder issue titled Unemployment." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and apply_chat_template tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config does not match tied-weights-key list handling." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type and the unrelated placeholder issue are not related." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing import symbol are different failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "The placeholder issue has no meaningful relation to a Qwen3_5 import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained regression are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are only broadly similar, not the same issue." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated implementation concerns." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint mismatch in ModernBERTConfig is unrelated to tokenizer regex warnings." + } + ] + }, + "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": 18, + "review_unit_index": 52, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "dccbe49a0db64d8f40d9dda8ee189ba180a9d14519a66878d431e8821e532f2c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845090, + "estimated_input_tokens": 211273, + "estimated_eval_tokens": 422802 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6639, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; the cluster is heterogeneous across unrelated model bugs, config/type issues, a typo, and tokenizer warnings. No soft pair looks like the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents this cluster because the topics are unrelated. If forced to pick the broadest functional bug, 43240 is the closest, but it is not a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "43240 is the strongest standalone issue for triage because it describes an actionable runtime bug in a core loss path, unlike the narrower config/typo/reporting items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: Mask2Former ignore_value handling vs kwargs not forwarded to loss calculation. No shared codepath or concrete duplicate behavior." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding is unrelated to RoFormer attention-interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and symptoms; one is a loss/ignore_value bug, the other is an attention API integration issue." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss handling and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "A kwargs-passing bug in loss calculation is not the same as an incorrect type hint in ModernBERTConfig." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are separate metadata/code-quality issues: type hint correctness vs a typo in a symbol name." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm behavior is a model-implementation question, not the ModernBERT norm_eps type hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different concerns: a runtime ignore_value bug versus a type annotation mistake." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "11ba899bfd1988c607b44b0b9a82166bdc6163b147fea35b54917beccef74186", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: the three issues cover unrelated topics (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets). None of the soft pairs should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #10519 is the clearest, most concrete feature request in the cluster and is the best anchor only in the sense of being the most well-scoped item; it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the strongest standalone issue: it has a specific, actionable request about truncation direction and clear parameter context. The other issues are unrelated and less suitable as a cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problem domains: truncation strategy for token inputs versus extracting word time offsets from Wav2Vec2. No shared code-path or concrete bug overlap." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: text truncation direction versus ReduceLROnPlateau-like scheduler behavior. They do not describe the same underlying change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "One is about learning-rate scheduling logic, the other about speech model alignment/time offsets. These are clearly distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "034f022a674ebc0e0d160ef3eb5703ff90a6bfc2163dcbcafdadfaed3c4954e5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like true duplicates. One is about Tapas tokenization behavior, one about the error message for private-model downloads without login, and one about failure to load bert-base-uncased. The latter is the broadest and most central, but the overlap is only superficial.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster because it describes a general model-loading failure, whereas the other two are about a specific tokenization mismatch and a specific auth/error-message case.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single issue to keep as the cluster anchor since it is the most general user-facing loading problem; the others are narrower and clearly refer to different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different bug from a model-loading failure; they do not appear to share the same underlying code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download auth/error-message behavior is a distinct scenario from failing to load bert-base-uncased, so these 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": 4, + "component_count": 18, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "df54e4b1b59438a43e1aa75fea0e57ad0a4f77e70e4e54832bde72459e0a93dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only a broad theme and are not 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 #26350: Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "issue #33260: Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different underlying feature requests targeting different code paths and integrations; the shared phrase 'more architectures' is too broad to treat as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "3e864c8cfdce97503f5162a1101a1ffdd593f94203bfe54d644813bcc595ab45", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly separate i18n translation requests, but it contains two clear duplicate subgroups: three identical generic template issues and one exact Thai-title duplicate pair. I would not merge the language-specific issues with those subgroups.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43834 is the earliest of the identical generic-template translation issues and is the cleanest representative of the only larger duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue representative because it is earliest, canonical-looking, and part of the most clearly duplicated set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; only similar by template wording, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic placeholder translation request; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request and generic template issue are different translation tasks." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; these are separate translation requests, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request does not match the generic placeholder issue; different underlying task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request vs. generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request and generic placeholder request are not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issues." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request; similarity is only at the template level." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different issue content; not enough to treat as the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian docs translation and Thai-titled issue are unrelated." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same exact generic placeholder title and near-identical issue shape; looks like a duplicate submission of the same translation template." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical title and highly similar body/template indicate the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs. Thai-titled issue; not clearly the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence they refer to the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic template title; these are duplicate issue submissions." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No clear evidence the generic template issue and Thai-titled issue are the same." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; only superficial similarity." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue and Thai-titled issue are not the same underlying bug/change." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no shared concrete target." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and matching body size strongly indicate duplicate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three generic placeholder issues share the exact same title, and the Thai-titled pair also has identical titles and body length. The non-duplicate verdicts between language-specific issues and these subgroups are conservative given the limited evidence. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "678ebc2ecda6126d87bf4b4684ac63bfbffd6ad9b5546b154f656b90f5f9253e", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad set of model-addition requests, not a duplicate set. The titles point to different concrete models or model families, so none of the soft edges look like the same underlying bug/change.", + "confidence": 0.11, + "canonical_issue_reason": "Issue 41115 is the broadest and most representative standalone request in the set, but there is no exact duplicate here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41115 is the best single representative because it is a clear, actionable model-architecture request with decent discussion activity; however, it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); same broad theme, but not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model integrations." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model families and would require separate code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models with separate implementation work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection (RF-DETR) versus audio model support (LFM2.5 Audio) are not the same request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer support are different concrete architectures." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different model families and implementation paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparse transformer support are unrelated changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct BERT-like families, but not the same model or bug." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the OpenAI weight-sparse transformer request are unrelated code changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model-specific requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are separate model additions with different code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated concrete model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT support and a generic RoPE-related BERT-like request are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT-like RoPE request and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but are different modalities and separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and a weight-sparse transformer request are different code-path problems." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText are different model families." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio-model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are not the same implementation problem." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model requests and not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "9a4d98ec567b2bd946dc344a65723a5567aaf848c6fd3cc1b24db87f79179dce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about enabling block decoding, while the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because they target different features/problems with no overlap in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: block decoding vs model support for DeepSeek v3.2. No shared code-path or concrete duplicate behavior is indicated." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "52e2e9669865109e3c88be0c3b2fe0ff9cef675dcc2ee70f71dbd5e5bd6c6308", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically related to Trainer customizability, but they describe different problems in different code paths: one about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If one must be chosen as the representative issue, #43598 is the better fit because it directly concerns Trainer behavior/customizability; however, it does not cover the FLOPS-estimation problem in #43600.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the more central/general issue in this small cluster, but it is still not a true superset of #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related by theme, but not the same underlying bug: #43598 is about `remove_unused_column` customizability, while #43600 is about estimating FLOPS for custom trainers." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "ea27712a6b42066d5e5989d6e97c7a1bbe56c66eddf1c559275abf7a58c198b7", + "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": "Related but distinct enhancement requests: one adds Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto-model heads.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, higher-level registration request, but it is not a duplicate of 44405 because the model family and target auto-classes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They touch different model/task code paths and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "fede1aece86d0ce1cfac34cfb33df7d7740af5f5a8902cacd0a9efae6ac26052", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to be low-information / likely spammy duplicate issues with generic titles. There is not enough concrete bug detail to safely merge any pair as the same underlying issue.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43859 is the slightly best representative only because it has the most activity, but none of these issues contains enough real problem description to be a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the most suitable issue to keep if one must be chosen, since it has discussion activity and is at least marginally more substantive than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared issue details beyond weak similarity; no concrete evidence they describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete body information tying them to the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Generic title overlap is not enough; the issues do not provide a shared bug description or target." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Even though the titles match, the bodies provide no concrete evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad keyword only; insufficient detail to conclude these are duplicates of the same bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Matching generic titles are not enough without a shared technical description or explicit target." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "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": "626018c5d05aa92824ce938d7a51637ad3601d8e836cc93b173cc0eccf7fbf90", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates of one concrete bug or change; they are mostly spammy or generic placeholders with no body/detail evidence tying them together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are only spam placeholders with no description or target; superficial title similarity is not enough to imply the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: generic spam titles with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; no evidence they refer to the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Completely different titles and no body detail; not enough to indicate a shared issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request vs. spam placeholder; no concrete overlap." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete topic: spam placeholder versus a specific quoted-name title." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No meaningful evidence of the same underlying issue; titles 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": 12, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "d7f98b4ad2677b10270ff684761c8628b381de868a8ae32a3c11384e39079146", + "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 issues are highly similar and likely related, but the evidence is not strong enough to call them confirmed duplicates. #45145 is the better canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the earlier issue and already has an inbound reference, so it is the best anchor for deduplication discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it predates #45151 and has the existing linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles are identical and the bodies are moderately similar, but there are no explicit links, shared targets, or filenames; this supports a likely related/possible-duplicate relation rather than a confirmed same-underlying-issue duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-choice reasoning is grounded, but the cluster/soft-edge language is a bit too strong for the packet. The pair only has soft-similarity evidence with a moderate Jaccard score, so calling them \"near-certain duplicates\" and accepting the edge as same underlying issue overstates the evidence. A more conservative verdict would be that they are likely related or possible duplicates, not confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "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": 14, + "component_count": 18, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "33c9923270017b6566109b48727de562ca0ac1b30bbeaa25fc01ea45236b3f49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs, not duplicates: one is Gemma4/audio-module uint8 weight handling leading to a `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig.llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError. They overlap only at a broad \u201c4-bit inference\u201d level.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue had to represent the cluster, 45674 is the more general/config-level regression and is phrased more directly around the failing behavior; 45672 is model-specific and narrower.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and code paths: Gemma4 audio-module `torch.finfo()` on uint8 weights vs `BitsAndBytesConfig` skip-module handling removing the default `lm_head` exclusion. Same broad 4-bit context, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6f195e32dfb7fd2498d40ebbc254b311ea9d89546bc1c548b623a2e8bee2bace", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with superficially similar personal-name/date titles, but they refer to different individuals and do not describe the same bug or request. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a meaningful canonical duplicate target; they are separate, non-technical, name-only reports with no shared underlying problem description.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one, issue #45762 is marginally clearer only because it has a fuller name string, but it is not a good canonical issue overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Both are just different person-name/date titles and lack evidence of the same underlying bug or change; they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "2f37ca9f2afbbd031564320b9823ff02a9bca77a9e757a911f37122a5d294866", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated standalone entries with different names/dates and no shared context, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice because there is no evidence they describe the same bug or request; both look like separate, unrelated tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different subjects entirely; no shared description, targets, or repository context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "9b2e3a0937f7b1d00356dfccefe1cf8973ed98d9119e714ede3097ea61ed96a9", + "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": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model feature, while the other asks for FP8 training support. They should not be clustered as duplicates or merged into a single canonical item.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests in different areas (model head support vs FP8 training); no shared code-path or concrete underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "b3ea6e2aa179a13fa4c4365f7ee825ab3cca3e79291795d529fd4364f17c62e8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to split into one unrelated dataset item (45869), plus two likely duplicate pairs: 45870/45871 and 45872/45873. The duplicate evidence is fairly strong from identical titles and matching body sizes, but it is still only soft-similarity evidence, so the conclusion should remain tentative rather than exact.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is a reasonable canonical issue for the DataForge example pair because it has the same title as 45871 and slightly more discussion activity, making it a better representative for that likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue to anchor deduping in this cluster: it sits in a likely duplicate pair with 45871, has slightly more activity than its twin, and 45869 is clearly separate while 45872/45873 form a second likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention financial/DataForge topics, but 45869 is a dataset bundle/free sample while 45870 is an example about time series prediction; different underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869 vs 45870: shared theme, but the artifacts describe different content and purpose." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and matching body length make these look like the same issue submitted twice, even though the evidence is only soft-similarity based." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "45870 is an example post about prediction, while 45872 is a request about a time-series + scraping service; related domain, but not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45872: similar theme, but different request scope and title." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The example-prediction issue and the service request are different underlying items despite both being DataForge-related." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same reasoning as 45871 vs 45872: related theme, but not the same issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and matching body length strongly suggest these are duplicate submissions of the same service-related request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The identical titles for 45870/45871 and 45872/45873 do support likely duplication, but the packet only marks these as soft_similarity and every pair has deterministic_accept=false, so calling them \"clear duplicate pairs\"/\"exact duplicate\" overstates certainty. The 45869 split is grounded, but the duplicate-pair conclusions should be phrased more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "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-39895-15", + "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", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "98c8ca6d731eb09af59ad5d934085c8d0fa70c0cf9fb1725c453ea36814ca3cd", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only true duplicate pair is the two `fixed_cross_entropy` PRs, which implement the same loss-kwargs fix; the rest are superficial overlaps in broad subsystem or file touchpoints and should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR: it directly targets issue #43240, makes the `cross_entropy` kwargs change in `loss_utils.py`, and is the more explicit representative of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative for the duplicate group because it has the explicit issue link and the cleanest description of the same `fixed_cross_entropy` change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: one adds Videoprism, the other adds an Executorch dynamic-shape test. No shared bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different tokenizer methods vs Executorch export tests; no same underlying code-path fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness work is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs new MobileLLM model addition; completely different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "The loss-function kwargs patch is unrelated to Mistral4 test/model updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage and Mistral4 model/test fixes are not the same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing `cls.config` resolution are separate concerns." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and model-creation skill/docs are different workstreams." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 test fixes do not describe the same bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming across CLIP-like models are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and serve chat parsing updates are different subsystems and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and config resolution ordering are not the same underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto/modeling surface is too broad; Mistral4 fixes and model-creation skill are not duplicate changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM addition and model-creation skill/docs are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch hub-kernel plumbing, but one adds TDT loss kernel support while the other routes AITER kernels for ROCm; distinct changes and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `fixed_cross_entropy` in the same file to pass supported `cross_entropy` kwargs for issue #43240; they are the same underlying fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the two `fixed_cross_entropy` PRs, which clearly share the same file and issue target (#43240) and look mergeable as one loss-kwargs bugfix. The remaining false verdicts are supported by distinct filenames, targets, and change descriptions, with no obvious overstated duplicate claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "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-40546-4", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331", + "pull_request:46332" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331", + "pull_request:42781|pull_request:46332", + "pull_request:46331|pull_request:46332" + ], + "prepared_review_unit_hash": "37d966c1425ebcb6ae91faf778268065ee059aa2a84b2cfd95f2ff3c3ec3253e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 14482, + "estimated_input_tokens": 3621, + "estimated_eval_tokens": 7498 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 14482, + "estimated_input_tokens": 3621, + "estimated_eval_tokens": 7498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in the audio/ASR/model-registration area, but they add different models or variants: VibeVoice, VibeVoice Realtime, Parakeet-RNNT, and Nemotron ASR Streaming. The overlap is mostly shared auto-registry/docs plumbing, not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "40546 is the clearest standalone baseline PR: it is non-draft, has substantial review activity, and implements the core VibeVoice model rather than a later variant or a different ASR model family.", + "best_issue_reason": null, + "best_pr_reason": "40546 is the best representative PR in this cluster because it is the most mature and self-contained; the others are separate model-specific additions, not duplicates of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related model family, but not the same change: 40546 adds base VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation changes." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Both touch audio auto-mappings, but they implement different model families and different features (VibeVoice Realtime vs Parakeet-RNNT)." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46332", + "accept": false, + "reason": "These are separate ASR model additions with only shared registry/docs boilerplate; they are not the same concrete bug or feature." + }, + { + "left": "pull_request:46331", + "right": "pull_request:46332", + "accept": false, + "reason": "Different model families and different streaming ASR implementations; shared auto-mapping edits are too generic to treat 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": 3, + "component_count": 32, + "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": "e63330398165eba74653c0fb5131c958b5c87a8681dcb6230c957ceb9395f867", + "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": "These are two unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. No duplicate relationship is evident.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:40755 is the more substantial representative of the cluster: it adds a larger, self-contained feature with multiple code and test changes, while the other PR is a separate model-specific classification feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes for different models and code paths; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be merged 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": 4, + "component_count": 32, + "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": 32, + "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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "f6141dbf4142cdc67a88e8c1f603e5cea6e9bbb17b1bf4ea4297a4e81959a5d1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate new-model addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share only boilerplate integration points like auto-mapping and docs, not the same model or code-path change, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster because it is the most actively discussed and has the broadest integration surface, but it is still a distinct model-addition PR rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the best cluster anchor only in the sense of being the most mature/active of the three; it is not a duplicate of 41797 or 45186.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared files are generic registration/docs scaffolding, not the same underlying bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6). Overlap is limited to common auto-mapping and documentation plumbing, which is insufficient for PR deduplication." + } + ] + }, + "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": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "22a3be2c190155dfc4ff099280db58078054b82d66bbdc08c7fd1e0ce26ca24d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they address different upgrades: PR 42975 updates checkout/cache/upload-artifact and other actions for Node 24 compatibility, while PR 42976 bumps docker/build-push-action to v6 in Docker image workflows. Shared workflow files do not make them duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the broader workflow-maintenance change, but it is not a substitute for PR 42976 because the latter targets a different action family and code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: Node 24 compatibility upgrades for general GitHub Actions vs docker/build-push-action v6 bumps for Docker workflows. They overlap on some workflow files but would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "bc74a67ea960e3d3a97c93f31f5b1a3bb8be48c5192f6abc46120803f4b9d0b6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is limited to common Transformers boilerplate such as docs, auto-mapping, and repo-check updates, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:43451 is the strongest representative PR: it is a substantial, well-scoped Molmo2 model addition with the most extensive implementation/test coverage and review activity, making it the best single PR to anchor this cluster if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Shared files are generic model-registration/docs boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different additions: ViT NEPA vs Molmo2. Similarity is only from Transformers scaffolding and docs, so they are not mergeable as one fix/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model implementations: ViT NEPA and CTSM touch different architectures and files beyond standard auto/docs updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name, but these are separate model integrations with different configs, processors, and tests; not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model add-ons with no shared bug or concrete code-path fix, only broad subsystem overlap." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions; shared auto/docs files do not indicate a duplicate or a single combined PR-worthy 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": 8, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "cf084a4eaa335012cddc65eea3dfa9043e1281e786b9968c867b5ffb64ff9f80", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three pull requests are not duplicates: one is a Whisper tokenizer/test fix, one is a CLIP/ViT test-only edit, and one is a FP8 dequantization change spanning loading/quantization code. None of the pairs look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone candidate because it has a coherent implementation fix across core loading, FP8 integration, quantizer logic, and targeted tests. The other PRs are narrower or clearly test-only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems and different changes: Whisper tokenizer logic vs CLIP/ViT test edits. They do not fix the same bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/timestamp handling is unrelated to the FP8 dequant/loading fix; no shared concrete bug or mergeable combined patch." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits are unrelated to the FP8 dequantization implementation change. Same broad repo, but 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": 9, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "a9deb428eda9ba9416d6a84033c9a298a8cd704be0b917889c8ab09ebeb711f3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly synthetic \"do not merge\" PRs with overlapping test-file edits, but they do not appear to fix the same underlying bug or change. Only one pair looks superficially similar, but the concrete changes are still unrelated.", + "confidence": 0.44, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46114 is the broadest and most representative of the set, with the largest multi-file test/CI footprint and the strongest cluster-like theme, even though the PRs are not true duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the best stand-in for the cluster because it is the most central synthetic test-migration/CI PR and touches the widest range of files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are synthetic PRs and both touch a ViT test file, but 43488 is a repo-bot format/dependency check while 46114 is an OTEL/test-migration harness change; not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared \"don't merge\" intent and a small overlap in test infrastructure, but 43488 is about package/version formatting and 43532 is a workflow/display-diff change across CI files; different changes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Overlap is only in test/CI scaffolding and a shared ViT test file, but the concrete edits are different: 43532 rewrites workflow behavior, while 46114 adds migration/test harness tweaks and unrelated test imports." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Despite the deterministic soft match, these are not the same change: 45932 alters OTEL secrets plus multiple model/config files, while 46100 only injects failing assertions into ViT tests." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "They both touch tests, but 46100 is a narrow ViT test failure injection and 46114 is a broader migration/OTEL/CI PR; no shared concrete bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "0b0569b954784177705c63872c80da976eebe762e6922888980247e807662d9d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add new segmentation pipelines with very similar scaffolding and docs, but they target different features: promptable concept segmentation vs promptable visual segmentation. They share repository touchpoints, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature additions for different segmentation tasks, not duplicates of the same change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good duplicate canonical for the other; both are legitimate but distinct pipeline additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline/features and different model/test targets; similarity is broad scaffolding, not the same code-path 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": 11, + "component_count": 32, + "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-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "7595b0cddb6c979a8d3b7dadd84cd9fc5145021b55401c0225dc4c9d8deda2f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one changes workflow/reporting logic for new failures, while the other changes CircleCI test selection and injects test failures in ViT/tensor-parallel-related tests. They only overlap on a shared test file, not on the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43649 is the clearer canonical PR for this cluster because it has a descriptive title and a coherent change set around CI/self-comment failure reporting, unlike the generic and test-injection-focused PR 46301.", + "best_issue_reason": null, + "best_pr_reason": "PR 43649 is the best representative PR since it is more substantive and self-explanatory; PR 46301 is a narrow CI/test-marker change with intentional failing test edits and does not align with the same bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Reject: the PRs target different problems. 43649 edits self-comment/scheduled CI and failure-reporting utilities, while 46301 changes CircleCI markers and adds test failures for ViT/tensor-parallel coverage. Shared filenames alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "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": "1f1732fad8f72f3aee4645d2e68efe289e4d5bbf75e5b806e5c754acb02a7cc7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both touch `src/transformers/trainer.py`, but they change different Trainer behaviors: one adds a hook for gradient-accumulation loss scaling, the other factors out signature-column computation for column filtering/PEFT. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests address different code paths in `Trainer` and should not be treated as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more representative standalone change because it introduces a direct behavioral hook for loss scaling during training; PR 43663 is an unrelated helper extraction for signature-column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different functionality and different call sites: gradient-accumulation loss scaling vs. model signature column filtering. 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The soft-edge acceptance is conservative enough, since the changes look plausibly combinable into one CLI bugfix rather than unrelated edits." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "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": 15, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 do not share the same underlying bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are separate implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different changes in different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it correctly identifies a broad per-model output-tracing theme and treats most cross-model pairs conservatively as non-duplicates. The two accepted soft-edge pairs are plausible mergeable variants within the same model/file family, and the canonical PR choice is supported by the latest/broader GPT-J+CodeGen scope. One minor wording caution is that 'most complete' is a bit subjective, but not enough to invalidate the overall result." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "a67c57c7f7501eb4cd342ebaf9d18ac0626844c54ef2c30ad7992c3c23b9fb76", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "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": "These PRs all belong to the same broad theme\u2014model-by-model refactors toward standardized output capture/tracing\u2014but they are not duplicates of one another because each touches a different model and code path. No soft pair looks like the same concrete change that should be merged into one PR.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest anchor for the cluster because it is explicitly linked to issue 43979 and makes a focused output-tracing refactor with a concrete implementation scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best representative single PR in the set: it is explicit about the goal, issue-linked, and more concrete than the other model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024 (FocalNet standardized outputs)", + "right": "pull_request:44076 (Refectored modeling_imagegpt.py to enable hooks to capture_outputs)", + "accept": false, + "reason": "Same general refactor family, but different models and different concrete code paths; too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:44073 (VisualBert output tracing refactor)", + "right": "pull_request:44074 (TextNet output tracing refactor)", + "accept": false, + "reason": "Both standardize outputs, but they affect different model implementations and are not the same underlying bug/change." + }, + { + "left": "pull_request:44056 (MPNet capture_outputs refactor)", + "right": "pull_request:44073 (VisualBert output tracing refactor)", + "accept": false, + "reason": "Shared abstraction pattern only; the changed paths are model-specific and not mergeable as one concrete fix." + }, + { + "left": "pull_request:44056 (MPNet capture_outputs refactor)", + "right": "pull_request:44074 (TextNet output tracing refactor)", + "accept": false, + "reason": "Different model code paths with the same refactor theme, but not the same change." + }, + { + "left": "pull_request:43997 (Migrate RegNet to standardized output tracing)", + "right": "pull_request:44010 ([SqueezeBert] Migrate to standardized output collection decorators)", + "accept": false, + "reason": "These are independent per-model refactors; they do not fix the same bug or change the same code path." + }, + { + "left": "pull_request:44010 ([SqueezeBert] Migrate to standardized output collection decorators)", + "right": "pull_request:44129 (Refactor SpeechT5 output tracing to standardized output capture)", + "accept": false, + "reason": "Different model subsystems and different implementation details; similar naming but not the same concrete PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "95d30c68bcce9e63ab931ac77f2f74b7a735b19e925cd14f9629075ec6f891bf", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A set of theme-similar but model-specific output-tracing refactors; despite overlapping decorator/import patterns, they touch different code paths and should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the most representative single change in the set because it applies the tracing refactor across two closely related files in one model family; the others are separate model-specific refactors rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the clearest standalone representative of the cluster, with a focused multi-file refactor and explicit output-tracing changes; the rest are broader theme matches but not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model families (timm_backbone vs upernet) and different forward paths, so they are not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model code paths (timm_backbone vs vision_text_dual_encoder); same refactor motif, but not a shared underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and implementations; no evidence of one concrete defect spanning both PRs." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch unrelated model stacks (timm_backbone vs mamba/falcon_mamba); too broad to be one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are separate model implementations; shared wording about output tracing is not enough to merge them." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model families; the refactors are parallel, not duplicate fixes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and forward methods; no shared code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are unrelated; same refactor style, different targets." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and vision_encoder_decoder do not share the same concrete code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and speech_encoder_decoder are separate implementations; not one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different model code paths; similar output handling changes do not make them duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and runtime paths; no same-bug evidence." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and Mamba/FalconMamba are unrelated; these should stay separate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model stacks and different output-tracing implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; the PRs only share a broad refactor theme." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete code path between UnivNet and Mamba/FalconMamba." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Depth Anything and UnivNet are different model implementations, so this is not a duplicate change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are distinct architectures; the output-tracing changes are not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs Mamba/FalconMamba: different code paths, different models, not mergeable as one PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba and CodeGen are unrelated implementations; shared refactor language is too weak for duplicate status." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen affect different model code paths and cannot plausibly be one concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet vs CodeGen are different architectures; no same underlying bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate code paths with only superficial similarity in the refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated; same refactor template, different change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and vision_encoder_decoder are unrelated model families; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything vs speech_encoder_decoder: different code paths and model stacks." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are separate model implementations; the similarity is only in output handling refactor style." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated; no evidence they fix the same defect." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything vs DPR: different model families and forward paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "vision_encoder_decoder and RWKV are different architectures; not one duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "vision_encoder_decoder and speech_encoder_decoder are separate modules; similar wrapper refactor, but not the same concrete code-path problem." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "vision_encoder_decoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "vision_encoder_decoder and DPR are different model code paths; no duplicate evidence." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "speech_encoder_decoder and SuperPoint are unrelated; same broad theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "speech_encoder_decoder and RWKV do not share a concrete code-path bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "speech_encoder_decoder and DPR are separate implementations; not mergeable as one fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different architectures; the PRs are only superficially similar." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated model code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different models with different forward logic; no same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "238d788c6459d6b0b94f5d10c1a5d88306229e15b5973df5f15d8a7afef8f80e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs: PenguinVL vs Voxtral TTS. They share some auto-registration/docs files, but they target different models, different code paths, and different supporting tests/converters, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the cleaner representative of the cluster only in the sense that it is narrower and has an explicit issue target, but it is still unrelated to 44662 and should not be treated as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations and concrete functionality: PenguinVL vs Voxtral TTS. Shared docs/auto-registration scaffolding is incidental and not enough to treat them as the same underlying fix or 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": 18, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "4bf3eaa2b5f19a454bca13c63703e0422d8692b58f9230988cb77d82f3da0c83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically related around module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API and tests, while #45363 wires n-to-1 kernel fusion through `KernelConfig` and `modeling_utils` with an example. Different code paths, different scope, not mergeable as one duplicate PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the broader, more end-user-facing implementation: it integrates fusion into `KernelConfig`/model loading and adds a concrete example, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best single PR to represent the cluster because it covers the actual kernel-fusion integration path rather than just introducing the lower-level API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but not the same underlying change. #44979 introduces a generic Module Fusion API (`module_fusion.py`, tests), while #45363 implements n-to-1 kernel fusion via `KernelConfig` and integration hooks. Different concrete objectives and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "f37f3970a554f56c5bb58db31deb5023c843e77a64f3d1fec5a0ce6fc52b3ebf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same concrete bug in `_patch_mistral_regex` for Mistral tokenizers: using `tokenizer.backend_tokenizer.pre_tokenizer` causes an AttributeError, and both switch to `tokenizer.pre_tokenizer`. PR 45317 is the more complete version because it includes tests and broader validation, while 45086 is a smaller earlier fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same AttributeError as 45086 but also adds test coverage, making it the more complete and validation-backed change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative because it covers the full fix plus tests for the same code path, whereas 45086 is just the minimal code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in `tokenization_utils_tokenizers.py`; the second PR is a superset with tests, so these are mergeable variants of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "e52fe895afda5c191140bb95c1051d808420b05cb041db98aed2767b6309e07f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to Nemotron H, but they target different changes: one is a refactor/conversion-mapping alignment to GraniteMoeHybrid-style naming, while the other adds/organizes separate NemotronH Dense and Sparse model families with docs and tests. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative of the cluster because it introduces the broader, more user-visible model family split (NemotronH, Dense, Sparse) plus documentation and test updates, whereas #45115 is a narrower internal refactor/conversion-mapping change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone PR in this cluster: it covers the concrete model/API restructuring and documentation, while #45115 is mainly internal refactoring for checkpoint conversion and inheritance cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH code paths, but the actual changes differ: #45115 focuses on inheritance and checkpoint key remapping, while #45569 adds/renames model variants, docs, and tests. These are not the same concrete fix 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": 21, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "0cc971eb913b1cdcea91fb447892607504d4ba9b068b402e5ea4374b77c6905b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related but not duplicates: one adds per-layer heterogeneous config plumbing, while the other adds broader heterogeneous model/runtime support that builds on it. They share files and topic, but the concrete changes and merge intent are different.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella PR: it covers heterogeneous model/runtime support in addition to config plumbing, so it is the better representative if one PR must stand in for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best overall representative because it spans the wider end-to-end heterogeneous support path rather than just the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: #45333 is focused on per-layer config support, while #45332 adds broader modeling/cache/masking changes. They are related, but not the same concrete code-path fix and would not plausibly merge into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "22535228548bc81693d40974f434e1ec6715452ebcec3c9ba0f43638437eb08e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are related by broad typing work, but they are not duplicates: one is a repo-wide type-checking sweep, the other adds shared typing protocols/helpers for specific code paths.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more concrete, reusable typing change: it adds shared typing aliases/protocols in `_typing.py` and updates a few implementation sites that need them. It is narrower and easier to treat as the representative typing-focused change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best overall representative because it makes targeted, structural typing additions rather than a broad mechanical pass. PR #45415 is a wide type-checking sweep across many files and config, so it is less canonical for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They are both typing-related, but they do not appear to fix the same concrete problem. #45415 is a broad type-checking cleanup across many `src/transformers/*py` files plus `pyproject.toml`; #45425 adds specific typing protocols/aliases and adjusts a smaller set of implementation sites. These could coexist, so they should not be merged 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": 23, + "component_count": 32, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "0361f44dfa5b95118ab513118c29dca57bc6069957957cd1f1dee0a35081a252", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests that both tighten cache-aware forward logic, but in different model families and different code paths. PR #45513 fixes multi-token cached forward for Qwen3.5/Olmo Hybrid GDN linear attention, while PR #46084 fixes Mamba2 use_cache behavior when seq_len > 1. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster only in the sense that it has a concrete linked issue and a narrowly defined bug fix; #45513 is broader and spans multiple model files without an explicit issue target. However, the two PRs are not duplicate changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest standalone representative because it targets a specific bug, cites an explicit issue (#46032), and changes a single code path in Mamba2. #45513 is also valid, but it is broader and less focused.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both involve cache/seq_len handling, but they fix different models and different execution paths: Qwen3.5/Olmo Hybrid multi-token cached attention vs. Mamba2 cached use_cache logic. There is no evidence they are the same underlying bug or could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "ce2e13e865c6e03c1f8636b90d3b09f11addaba2d176be56ca73af99e798d241", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target expert-parallel loading issues, but they fix different code paths: #45548 handles config serialization and a model helper for EP/ZeRO-3 loading, while #45662 fixes DTensor/sharded parameter assignment and expert overwrite during distributed loading. They are related but not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses the more concrete failure mode in the actual loading path and touches the broader set of affected distributed-loading components.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific overwrite bug during expert-parallel loading, with code changes directly in the parameter assignment path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about EP loading, but #45548 is about config handling/feature detection for ZeRO-3 + accelerate, whereas #45662 fixes DTensor post-shard wrapping and expert parameters being overwritten. Different underlying bugs and different fix paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "0fb19481fb2d6551311809ec5261740890447dca2800451f2812f99a65b1bf26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils, and 45645 appears to be the broader, more complete fix because it includes the same code change plus CI handling for multiple output files.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix from 45639 and also updates the CI workflow to collect all captured_info artifacts, making it the more complete implementation of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest standalone fix: it addresses the collision in the library code and the downstream CI log collection path, so it best matches the full underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info fix; 45645 effectively subsumes 45639's testing_utils change and adds the related CI artifact handling needed for the new file layout." + } + ] + }, + "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": 32, + "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": "f8674bd4ba3ace381d71b108a8ff6188540b9cb5edffadcfa2a420622978d278", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds GLM-ASR to an auto-model registry, while the other adds RecurrentGemma attention-implementation support and associated conversion/test/docs changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the better cluster anchor because it is a coherent, multi-file feature fix centered on RecurrentGemma attention dispatch, whereas #45670 is a small registry-only tweak for a different model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the strongest standalone PR in the set: it addresses one concrete code-path problem, has supporting conversion/test updates, and is more complete than the narrow auto-registry change in #45670.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different underlying changes and code paths: GLM-ASR auto-model registration vs. RecurrentGemma attn_implementation dispatch/conversion. They are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 32, + "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": "4a679ac7b185e9763ebb0c7372dd455bece0bae9fbcb2507e7c21d92f25c91e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7126, + "estimated_input_tokens": 1782, + "estimated_eval_tokens": 3820 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7126, + "estimated_input_tokens": 1782, + "estimated_eval_tokens": 3820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level: both are linter/modeling-rule PRs in Transformers, but they target different rules and different underlying behavior. PR 45720 changes model forward return handling for TRF003, while PR 46259 adds a rule about unused do_* flags in image/video processors (TRF016/TRF018 family).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the more concrete code-path change: it adds can_return_tuple and updates multiple model forward methods to implement the return-dict/tuple rule. It is a cleaner representative of the cluster than the broader rule-doc plus processor sweep in 46259.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the strongest standalone PR here because it has a specific behavioral fix across model forward paths, rather than mainly introducing a new lint rule and related cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: 45720 is about model forward return semantics (TRF003), while 46259 is about dead do_* preprocessing flags in image/video processors (TRF016/TRF018). Shared subsystem and linter framing are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "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": 29, + "component_count": 32, + "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-46019-2", + "nodes": [ + "pull_request:46019", + "pull_request:46334" + ], + "soft_pairs": [ + "pull_request:46019|pull_request:46334" + ], + "prepared_review_unit_hash": "2db7ae307de42411a294ce3dffd8d82f1806bdce735fa0e8cd7c7ac9f6a639b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4044, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4044, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open docs-only PRs touch the same continuous batching guide, but they address different topics: tensor parallelism setup vs. fast-path kernel support on CUDA/XPU. They are related by subsystem and filename, not by the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46334 is the better representative because it documents a concrete behavior matrix for the fast path and fallback logic in continuous batching.", + "best_issue_reason": null, + "best_pr_reason": "PR 46334 is the clearest standalone change in the cluster: it explains the actual fast-path kernel/device combinations and fallback behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46019", + "right": "pull_request:46334", + "accept": false, + "reason": "Both are documentation edits in the same file, but they cover different features and code paths; they are not the same underlying change 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": 30, + "component_count": 32, + "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-46073-4", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196", + "pull_request:46317" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46073|pull_request:46317", + "pull_request:46154|pull_request:46196", + "pull_request:46154|pull_request:46317", + "pull_request:46196|pull_request:46317" + ], + "prepared_review_unit_hash": "aee274d22841a356553f54df60fd4356c20221a4e121af71cd220b40cdf455f0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11164, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11164, + "estimated_input_tokens": 2791, + "estimated_eval_tokens": 5838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar (each adds SDPA dispatch support), but they target different model implementations and code paths. They should not be deduplicated or merged together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, covering multiple model families and the most extensive SDPA dispatch changes/tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest stand-alone PR in this set because it spans several related models and appears to have the most complete implementation and validation coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA support, but they modify different model stacks (CTRL vs T5) with distinct attention code paths; not the same concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL-specific SDPA dispatch is separate from the wav2vec2/seamless M4T family changes; they are related patterns, not one duplicate bug." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46317", + "accept": false, + "reason": "CTRL and Zamba are different architectures with unrelated implementation details; these are not mergeable into one PR for the same code-path issue." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 encoder/decoder SDPA dispatch is a different fix from wav2vec2/seamless M4T attention dispatch; same theme, different underlying code paths." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46317", + "accept": false, + "reason": "T5 and Zamba touch different model internals and would not be one shared bug/change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46317", + "accept": false, + "reason": "These target separate model implementations (wav2vec2/seamless M4T vs Zamba) and cannot plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "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": "4c9471d1ae7839860c8c12e870a5c999e24fb76a29781938e3cb620ab8b8929c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by broad distributed-model work, but they are not duplicates: one PR is a specific EP + Trainer integration change, while the other is a much larger distributed branch-base PR spanning many subsystems.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "46269 is the broader umbrella PR for the distributed branch base; 46126 is a narrower EP/Trainer integration slice, so 46269 is the better representative if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "46269 is the best single PR to keep as the cluster representative because it covers the broader distributed integration work, whereas 46126 is a specific feature PR with a different concrete scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share distributed filenames, but the concrete changes differ. 46126 adds EP routing and Trainer integration; 46269 is a broad distributed branch-base update with FSDP/CI and many unrelated files. They do not fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "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": "e0b6b60e54fa346c449f9dfb54c6c26de88858423126718ba0969c3a4c234bfc", + "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": "Both PRs are source-reading refactors, but they target different code paths and files: one adds a resource-based helper in `import_utils`, while the other changes `_can_set_attn_implementation` in `modeling_utils` to use `inspect.getsource`. They are related in theme but not the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46152 is the broader, more central refactor: it introduces a reusable traversal/resource-resolution helper in `import_utils` to avoid `open()`-based self-source access. It better represents the cluster\u2019s shared theme than the narrower caller-side change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46152 is the best representative because it implements the core infrastructure change, whereas PR #46207 is a separate, function-specific source-reading update in a different module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related only by the general goal of avoiding file-open source inspection. They modify different modules, different functions, and different mechanisms, so they are not the same underlying bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/manifest.json b/snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3b0a478430718c34240c15be3c1f0290c317d8df --- /dev/null +++ b/snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260602t000030z", + "artifacts": { + "hybrid": "snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-02T00:04:34Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260602T000030Z", + "variant": "hybrid" +} diff --git a/snapshots/20260602T000030Z/manifest.json b/snapshots/20260602T000030Z/manifest.json index 1a85a016679eb26ed040bf4bfc96f492bdb9e2fd..cd68f0e8c38cd6ecf58dc6609175ea0890977518 100644 --- a/snapshots/20260602T000030Z/manifest.json +++ b/snapshots/20260602T000030Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 733 }, "extracted_at": "2026-06-02T00:00:30Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260602t000030z", + "runs": { + "hybrid-model-20260602t000030z": { + "analysis_id": "hybrid-model-20260602t000030z", + "artifacts": { + "hybrid": "snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260602T000030Z/analysis-runs/hybrid-model-20260602t000030z/manifest.json", + "model": null, + "published_at": "2026-06-02T00:04:34Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260602T000030Z", "watermark": {