diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e3e7f96ba77ea17bd36b532ba62e0035851b43c2..646b8617d44d183d6f13296bc93dd4955b1745ca 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260610T000024Z", - "generated_at": "2026-06-10T00:08:06Z", + "snapshot_id": "20260610T060026Z", + "generated_at": "2026-06-10T06:04:33Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1737,6 +1737,58 @@ } ] }, + { + "cluster_id": "cluster-44001-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44002, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44002, + "code_similarity": 0.175, + "size_similarity": 0.595, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.375, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2068,6 +2120,16 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44001-3", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44001, + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3c8bbb692bee23c6b95725c42c1251206c7b2ade..595ebf92e2f6c29fd814d9c0059f37e65cbd9a25 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": "20260610T000024Z", - "generated_at": "2026-06-10T00:08:06Z", + "snapshot_id": "20260610T060026Z", + "generated_at": "2026-06-10T06:04:33Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -499,8 +499,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -885,8 +885,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -1207,8 +1207,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -1543,8 +1543,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -1851,8 +1851,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -2194,8 +2194,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -2538,8 +2538,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -2859,8 +2859,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -3177,8 +3177,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -3512,8 +3512,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -3831,8 +3831,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -4157,8 +4157,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -4475,8 +4475,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -4787,8 +4787,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -5088,8 +5088,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -5414,8 +5414,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -5705,8 +5705,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -5989,8 +5989,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -6294,8 +6294,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -6601,8 +6601,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -6902,8 +6902,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -7199,8 +7199,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -7524,8 +7524,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -7850,8 +7850,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -8126,8 +8126,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -8427,8 +8427,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -8725,8 +8725,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -9040,8 +9040,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -9345,8 +9345,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -9692,8 +9692,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -9990,8 +9990,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -10274,8 +10274,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -10565,8 +10565,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -10869,8 +10869,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -11173,8 +11173,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -11472,8 +11472,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -11756,8 +11756,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -12070,8 +12070,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -12389,8 +12389,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -12707,8 +12707,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -13022,8 +13022,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -13349,8 +13349,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -13661,8 +13661,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -13973,8 +13973,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -14291,8 +14291,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -14610,8 +14610,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -14914,8 +14914,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -15248,8 +15248,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -15581,8 +15581,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -15906,8 +15906,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -16235,8 +16235,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -16575,8 +16575,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -16963,8 +16963,8 @@ "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -17393,8 +17393,8 @@ "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": [ @@ -17471,8 +17471,8 @@ "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": [ @@ -17542,8 +17542,8 @@ "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": [ @@ -17605,8 +17605,8 @@ "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": [ @@ -17838,8 +17838,8 @@ "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": [ @@ -18160,8 +18160,8 @@ "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-38740-2", "nodes": [ @@ -18223,8 +18223,8 @@ "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": [ @@ -18286,8 +18286,8 @@ "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": [ @@ -18349,8 +18349,8 @@ "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": [ @@ -18412,8 +18412,8 @@ "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": [ @@ -18512,8 +18512,8 @@ "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": [ @@ -18634,8 +18634,8 @@ "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": [ @@ -18754,8 +18754,8 @@ "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": [ @@ -18817,8 +18817,8 @@ "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": [ @@ -18880,8 +18880,8 @@ "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": [ @@ -18943,8 +18943,8 @@ "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": [ @@ -19006,8 +19006,8 @@ "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": [ @@ -19124,8 +19124,8 @@ "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-46439-2", "nodes": [ @@ -19190,8 +19190,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-14", "nodes": [ @@ -19231,7 +19231,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "7c0c4a7ac533d444d8f4ab0ad2d572bfafa53db4c2ac2f34d748bc9fde2aa230", + "prepared_review_unit_hash": "6530791bb1cc72949c01baee523d6c52194a7b89a5959792d13f0694a395ac7a", "component_budget": { "node_count": 14, "item_count": 14, @@ -19253,132 +19253,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that share only broad subsystem similarity. The only true duplicate-like pair is the two loss utility PRs for `fixed_cross_entropy`; everything else should stay separate.", - "confidence": 0.94, + "summary": "This cluster is mostly unrelated PRs spanning new model additions, refactors, tests, and docs. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which target the same issue and the same code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR because it directly targets issue #43240, has the more complete fix for `fixed_cross_entropy`, and is the clearer anchor for the duplicate pair with #43254.", + "canonical_pr_reason": "PR #43254 is the cleanest canonical representative for the loss-helper fix: it directly adds supported kwargs to `fixed_cross_entropy` in a single focused change tied to issue #43240. #43251 is essentially the same fix with a slightly different signature style.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative of the actual duplicate relation in this cluster; it fixes the same concrete `fixed_cross_entropy` code path as #43254 and is the more established change.", + "best_pr_reason": "PR #43254 is the best global PR candidate because it is the most direct, self-contained implementation of the underlying bug fix and is easier to merge or supersede than the alternate variant.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition and an ExecuTorch dynamic-shapes test are unrelated changes; same repo, different code paths." + "reason": "Unrelated: VideoPrism model addition vs an Executorch dynamic-shapes test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing methods vs adding MobileLLM are unrelated model areas and not the same change." + "reason": "Tokenizer method addition vs adding a new MobileLLM model; different changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fixes and ExecuTorch export tests do not address the same bug or feature." + "reason": "Mistral tokenizer method fix and Executorch export test are unrelated code paths." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-from-pretrained robustness changes and MobileLLM model addition are different artifacts with no shared concrete bug." + "reason": "Processor auto-loading robustness vs a new model implementation; not the same bug or change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs handling and MobileLLM model implementation are unrelated." + "reason": "Loss helper kwargs fix vs MobileLLM model addition; no shared underlying issue." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are different problems and code paths." + "reason": "Cross-entropy helper fix is unrelated to Falcon/Mistral4 test and refactor work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic shape export tests and Mistral4 test fixes are unrelated test changes." + "reason": "Executorch dynamic-shape test vs Mistral4 test fixes; different functionality." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export tests and MobileLLM model code are unrelated." + "reason": "Executorch export testing and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM addition and `cls.config` resolution order fix are unrelated features/bugs." + "reason": "New MobileLLM model vs config-resolution ordering fix; different problems." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." + "reason": "New model implementation vs Falcon output-interface refactor; not the same change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and model-creation skill docs are not the same underlying change." + "reason": "Falcon refactor vs a model-creation skill/meta PR; no shared code-path bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactoring and Mistral4 test fixes are unrelated model-specific changes." + "reason": "Falcon output refactor and Mistral4 test fixes are separate model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and the `layrnorm` typo renaming pass are unrelated; shared CLIP-like tooling does not make them duplicates." + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` rename; unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests and chat parsing/serve updates are unrelated subsystems." + "reason": "Mistral4 test fixes vs chat parsing/serve update; different areas." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and adding the TDT loss kernel are different changes with no same code-path bug." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and `cls.config` resolution ordering fix are unrelated." + "reason": "Mistral4 test fixes vs config resolution order fix; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model-creation skill are unrelated artifacts." + "reason": "Shared auto/modeling filenames are superficial; the PRs address unrelated features." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill PR are not the same underlying bug or feature." + "reason": "MobileLLM model addition vs model-creation skill/meta changes; not duplicates." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy`/`nn.functional.cross_entropy` call path, both target issue #43240, and they are plausibly mergeable into one change." + "reason": "Same underlying bug: `fixed_cross_entropy` needed to forward supported kwargs to `nn.functional.cross_entropy`, in the same file and with the same issue target #43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet and stays conservative: all non-duplicate soft pairs are rejected, and the only accepted pair is the one with direct shared-file and shared-issue evidence (`pull_request:43251`/`pull_request:43254`). The duplicate rationale is supported by the diffs and issue target #43240, and the other pairwise rejections do not overstate similarity." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly identifies the single shared-issue duplicate-like pair (`43251`/`43254`) and treats the remaining PR pairs as unrelated on the evidence shown. No soft-edge verdict looks overstated, and the accepted pair is plausibly mergeable as the same bugfix." }, "evaluator_used": true, "retried": false, @@ -19394,8 +19394,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-3", "nodes": [ @@ -19407,46 +19407,46 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "dd5884fd7a23fdc16fde845f0b18ca395b953e7bd009390b185928e7a27f82fe", + "prepared_review_unit_hash": "695ba08c3102bf8e3de92d0b2ead5719b0450ea878a412824653f5ee9a6f24c6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10869, - "estimated_input_tokens": 2718, - "estimated_eval_tokens": 5692 + "serialized_chars": 10867, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10869, - "estimated_input_tokens": 2718, - "estimated_eval_tokens": 5692 + "serialized_chars": 10867, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is centered on new ASR/TTS model work, but the PRs are not duplicates: one implements the base VibeVoice model, one adds VibeVoice Realtime, and one adds Parakeet-RNNT. They share some auto-mapping/docs plumbing, but they target different model families or different feature sets.", - "confidence": 0.94, + "summary": "These PRs are related only at a broad model-family or subsystem level; they do not appear to fix the same concrete bug or implement the same exact change. The VibeVoice PRs are separate feature additions, and the Parakeet PR is a different model entirely.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the strongest canonical representative: it is the earlier, broader base VibeVoice implementation and covers the core model/docs/autoloading integration. The other PRs are separate follow-on or unrelated model additions rather than the same change.", + "canonical_pr_reason": "PR 42781 is the best representative because it is the broadest VibeVoice-related change set here and adds the realtime variant plus the acoustic tokenizer alongside the core model integration.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 best represents the cluster's main theme because it is the primary VibeVoice implementation with the most complete base integration. PR #42781 is a different VibeVoice Realtime feature, and PR #46331 is a different model family altogether.", + "best_pr_reason": "PR 42781 is the strongest cluster representative by scope and completeness, but it still should not be merged with the other PRs as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both are VibeVoice-related, but #40546 implements the base VibeVoice model while #42781 adds VibeVoice Realtime and acoustic-tokenizer support. That is a related extension, not the same concrete change or bug fix." + "reason": "Both are VibeVoice-related, but one implements the base model and the other adds the realtime variant/acoustic tokenizer; they are distinct feature changes and not the same concrete PR." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "They only overlap on generic auto-mapping/doc plumbing. #42781 is VibeVoice Realtime, while #46331 is Parakeet-RNNT; these are different model implementations and not the same underlying change." + "reason": "These target different model families (VibeVoice vs Parakeet). Shared auto-mapping files are incidental, not evidence of the same underlying change." } ] }, @@ -19465,8 +19465,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -19476,12 +19476,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "1d0bad42d20300040b383d4fdae25a8ed3f3ae8c7356c36dd64180f32318ca78", + "prepared_review_unit_hash": "d7a7ace2a88e9af4f74a49b7e70263c07a60b057ca1ee226a665405ef720d0d6", "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 }, @@ -19489,7 +19489,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19498,18 +19498,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds covariate forecasting to TimesFM, the other adds DINOv3 image-classification support. They do not fix the same underlying bug or implement the same change.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not fix the same code-path problem and should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs affect different models, different files, and different feature areas.", + "canonical_pr_reason": "No canonical PR: these are unrelated changes affecting different model families and features.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the pair because they are unrelated changes rather than duplicates.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the DINOv3 PR is the narrower, self-contained feature addition.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and code paths; TimesFM covariate forecasting and DINOv3 image classification are distinct features, not the same underlying change." + "reason": "Different domains and code paths: TimesFM forecasting with covariates vs DINOv3 image classification. Shared similarity is only broad ML/model docs, not the same underlying bug or change." } ] }, @@ -19591,8 +19591,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-3", "nodes": [ @@ -19604,12 +19604,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "86d670029a78b0cbb7a3b94cd6afde1cc686eef2e328b7ebac7b07641f513a78", + "prepared_review_unit_hash": "db2f581d54bcc1161c86cabf99725499942b2d82fa17a9240c9324881cb18c93", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10434, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19617,7 +19617,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10434, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19626,24 +19626,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs with overlapping Transformers boilerplate, but they implement different models (DeepSeek OCR, Isaac, and Kimi2-6) and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) with similar Transformers boilerplate, but they target different models and different codebases, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster: it is a substantial, well-reviewed new-model integration with the broadest set of model/auto-mapping updates and tests.", + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster because it is the most recent and most extensively discussed, but it is still a distinct model integration rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the best overall fit as the canonical PR representative because it is the most complete and highest-activity implementation among the three.", + "best_pr_reason": "PR #45630 is the best single PR to keep as the representative item since it has the highest review activity and the broadest implementation set, while the others are separate model additions.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations: DeepSeek OCR vs Isaac. They share generic new-model scaffolding, but they do not target the same code-path problem and would not be merged into one PR." + "reason": "Different models and different implementations: DeepSeek OCR vs Isaac. Shared auto/docs scaffolding is expected for model integrations and does not indicate the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations: Isaac vs Kimi2-6. The overlap is only framework boilerplate and auto-mapping changes, not the same underlying change or bug fix." + "reason": "Different model additions: Isaac vs Kimi2-6. They share Hugging Face registration boilerplate, but they are not fixing the same code-path problem and should not be merged as duplicates." } ] }, @@ -19662,8 +19662,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -19673,7 +19673,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4ef6ab3b08af7cc3d2fc29ed791a2b19571290fc78f2855fb8ca831ecaca7de4", + "prepared_review_unit_hash": "6be76ce29fb2d5d935d6f7d81edfa74b1909daddf5b659a8e38ab184b998bb99", "component_budget": { "node_count": 2, "item_count": 2, @@ -19695,18 +19695,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different compatibility goals, so they do not look like the same underlying change.", - "confidence": 0.96, + "summary": "Two open PRs both update GitHub Actions versions, but they target different action families and different change sets: one is a broad Node 24 compatibility sweep, the other is a docker/build-push-action upgrade. They should not be treated as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative if a single PR must be named because it has the clearer, narrower theme of Node 24 compatibility across workflow actions; however, it is not a duplicate of 42976.", + "canonical_pr_reason": "PR #42975 is the broader representative: it updates multiple workflow actions for Node 24 compatibility across many files, whereas #42976 is a narrower docker/build-push-action version bump.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is slightly more canonical for the cluster because it is a focused compatibility upgrade across workflow actions, while 42976 is a separate set of action version bumps centered on docker/build-push-action and other latest-version updates.", + "best_pr_reason": "PR #42975 is the best cluster representative because its title and diff most clearly describe the general GitHub Actions upgrade theme and wider impact.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: 42975 upgrades several actions for Node 24 compatibility (checkout/cache/upload-artifact etc.), while 42976 upgrades different workflow actions to newer versions, especially docker/build-push-action v6. They overlap in workflow files but do not appear to fix the same concrete problem and would not naturally merge into one PR." + "reason": "They share workflow files, but the concrete changes are different: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action to v6. Different action families, different fix, not one mergeable PR." } ] }, @@ -19725,8 +19725,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-4", "nodes": [ @@ -19743,7 +19743,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "8b2827194e6747a5efbd782ee1a326ac9719615717615c243d2b1539c0d9f74b", + "prepared_review_unit_hash": "8399333aa779fbd9293d204931aab73d795f9027438a38cd09bf673bb861a9ac", "component_budget": { "node_count": 4, "item_count": 4, @@ -19765,48 +19765,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model additions (ViT NEPA, Molmo, Molmo2, CTSM). They share boilerplate docs/auto-registry edits, but they target different models and code paths, so none should be deduplicated.", - "confidence": 0.97, + "summary": "All four pull requests are unrelated model-addition PRs that happen to touch shared infrastructure (docs and auto-mapping files). They are not duplicates and should be triaged separately.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43451 (Add Molmo2) is the strongest representative of the cluster only in the sense that it is the most substantial and well-scoped PR with the highest review activity; however, it is still a distinct model addition, not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 (Molmo2) is the most substantial/complete of the set, with broad model, processor, image, and video support plus very high review activity, but it is still a distinct model-addition PR rather than a duplicate of the others.", + "best_pr_reason": "43451 is the most complete and central-looking PR among these, with the broadest model-specific implementation surface and the most discussion, so it is the best single representative if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared registration/docs boilerplate is not enough to treat them as the same change." + "reason": "ViT NEPA and Molmo are different models with different codepaths and files; overlap is limited to shared framework plumbing, not the same bug/change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different targets and implementations: ViT NEPA vs Molmo2; only generic model-addition scaffolding overlaps." + "reason": "ViT NEPA vs Molmo2 are separate model additions; shared auto/docs edits do not indicate the same underlying implementation work." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated models and code paths: ViT NEPA vs CTSM. Similar repo-wide wiring does not indicate the same bug or feature." + "reason": "ViT NEPA and CTSM are unrelated domains and architectures, so this is not the same change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model additions with different files and capabilities; shared auto/docs updates are expected boilerplate." + "reason": "Molmo and Molmo2 are distinct model families and the diffs add different processors, configs, and model code; they are not one mergeable fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model integrations, not the same underlying change." + "reason": "Molmo and CTSM are unrelated model additions with different implementation targets." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model additions with no evidence of a shared concrete code-path fix." + "reason": "Molmo2 and CTSM affect different model stacks and codepaths; shared auto-mapping edits are incidental." } ] }, @@ -19825,8 +19825,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-4", "nodes": [ @@ -19843,7 +19843,7 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "f82504c5e22a887019058dfe03a5738d545817d5f671d88e2c4ff117ae03d65e", + "prepared_review_unit_hash": "103f069f88922f109becc9b01a85bbcaf6753b9cc430bb0bbd7b0dee9c041ea3", "component_budget": { "node_count": 4, "item_count": 4, @@ -19865,48 +19865,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four open PRs, but they span unrelated areas: Whisper tokenization/tests, model test placeholders, FP8 dequantization, and generation watermarking validation. None of the soft edges look like the same underlying change.", - "confidence": 0.92, + "summary": "These PRs are mostly unrelated despite generic \"fix\" titles: one Whisper tokenizer test/code change, one test-only CLIP/ViT patch, one FP8 dequantization fix, and one generation/watermarking validation fix. No pair looks like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.28, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the strongest standalone fix: it addresses a concrete generation-config validation bug (dict watermarking_config handling) and includes targeted follow-up changes/tests. The other PRs are either test-only noise or touch unrelated code paths.", + "canonical_pr_reason": "PR 46380 is the strongest standalone bug fix in the set because it changes production generation/validation code with a clear concrete failure mode; the others are either test-only or address different subsystems.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the most suitable global representative because it fixes a real runtime validation path with a clear code-path change and supporting tests; the others are either narrower test edits or an unrelated FP8/model-loading fix.", + "best_pr_reason": "PR 46380 is the best representative of the cluster as a substantive fix with a clear code-path issue, but it is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they target different models and do not describe the same bug or mergeable change set." + "reason": "Different changes: Whisper tokenizer decode logic vs CLIP/ViT test edits; no shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test adjustments are unrelated to the FP8 dequantization and model-loading changes." + "reason": "Whisper tokenization/tests are unrelated to FP8 dequantization and model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/tokenizer changes are a different code path from generation watermarking validation and related model tests." + "reason": "Whisper decode handling and generation watermarking validation are separate subsystems and bugs." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Model test placeholder edits for CLIP/ViT are unrelated to the FP8 quantization/dequantization fix." + "reason": "Test-only CLIP/ViT patch does not match the FP8 dequantization/runtime fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-only edits in CLIP/ViT do not match the generation-config/watermarking fix or its code path." + "reason": "CLIP/ViT test edits are not the same underlying issue as generation watermarking/config validation." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are broad, but they fix different underlying problems: FP8 dequantization versus generation watermarking config handling." + "reason": "Both are fixes, but they target different concrete problems in FP8 quantization vs generation watermarking/loading validation." } ] }, @@ -19925,8 +19925,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-2", "nodes": [ @@ -19936,7 +19936,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "ef76ed313de46d3ce41e372b1f3a340c1353e87045740d2c96ee19c003bc70a6", + "prepared_review_unit_hash": "6b2c6326e79bf2b75fa2fd8c34a2f761e29e1485d130a2d612cff39f9c9b5be4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19958,18 +19958,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated \"[don't merge]\" PRs that only overlap on a ViT test file; they address different repo-bot/demo changes and should not be deduplicated.", - "confidence": 0.93, + "summary": "These two pull requests are not duplicates: one is a small repo-bot/version/dependency test tweak, while the other rewires CI/workflow behavior and touches unrelated utility/test files. Their only overlap is a shared Vit test file, which is not enough to indicate the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the broader, more representative change in the cluster: it touches workflow/testing utilities and the shared ViT test file, whereas 43488 is a narrow setup/version-format check.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best representative PR for the cluster for the same reason: broader scope and clearer artifact footprint.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared filename alone is not enough: 43488 is a setup/version-format bot check, while 43532 changes CI/workflow and testing utilities. They do not look like the same underlying fix." + "reason": "Reject: they address different changesets and code paths; the shared Vit test file is incidental, not evidence of the same fix." } ] }, @@ -19988,8 +19988,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -19999,12 +19999,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0725faf4b9193853fba69a075bf6d08b68526d6a9c58e0dfcca5e93d63f6edd5", + "prepared_review_unit_hash": "560853986ec4bab3b1b6d84bb738c09ea36ee0599d2bc0dfc5f09dfbaac011b9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20012,7 +20012,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20021,18 +20021,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related scaffold additions for new segmentation pipelines, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared boilerplate and docs, not the same underlying change.", + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share scaffolding files, but they target different pipelines, model integrations, and tests, so they should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests implement different segmentation features and should remain separate.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No global best PR for duplicate consolidation; neither PR is a duplicate of the other, and each addresses a different pipeline addition.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Shared files and similar pipeline-registration/docs patterns, but the PRs target different concrete features and model/test sets. They are siblings, not duplicates, and should not be merged into one PR." + "reason": "Different feature additions with different pipeline names, model files, and tests; they share project scaffolding but not the same concrete code-path change." } ] }, @@ -20051,8 +20051,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -20062,40 +20062,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4fdbc6c9340ab6531e18c4da59bf0a485c656b81500a0d055681ebb1d4db0c4c", + "prepared_review_unit_hash": "ba14b2913c7e15f983fda48df2a228d3728d630395bf3ef33ccaabd0606353f7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests modify `src/transformers/trainer.py`, but they solve different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying bug or change.", + "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete bugfix-oriented change: it adjusts training-step loss scaling behavior and adds `_loss_is_scaled_for_ga` to let custom trainers control that path.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a concrete loss-scaling behavior change with a clear API hook, but it is not a duplicate of #43663.", + "best_pr_reason": "PR 43651 is the strongest standalone representative because it targets a specific runtime behavior change in `training_step`, whereas PR 43663 is a separate refactor/extension for signature-column handling.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer concerns: #43651 adds `_loss_is_scaled_for_ga` to control gradient accumulation loss normalization, while #43663 extracts `_get_signature_columns` to customize input-column filtering. Same file, but not the same bug or mergeable into one PR." + "reason": "Same file and similar trainer-extension theme, but different code paths and purposes: gradient accumulation loss scaling vs. signature column filtering. They would not plausibly be merged as one PR." } ] }, @@ -20114,8 +20114,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-2", "nodes": [ @@ -20125,12 +20125,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "55b577db1f261b81af022e9d397585da7cde5f50c289ddb9c7d6e15093073a3e", + "prepared_review_unit_hash": "b4305d4991b67fa328e79ca996a9f3074592ee7cba36752dd479a9a1bd91ec68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20138,7 +20138,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20147,18 +20147,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they address different annotation/import failure modes rather than the same fix.", - "confidence": 0.84, + "summary": "Two open PRs touch the same file and same symptom label, but they appear to fix different TypeAdapter annotation/runtime issues rather than the same concrete bug.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:43842 is the more specific and directly targeted fix: it explicitly guards the TypeAdapter import under TYPE_CHECKING and quotes the annotation for the pydantic-absent path.", "best_issue_reason": null, - "best_pr_reason": "43842 is the tighter, more explicit fix for the reported TypeAdapter/pydantic NameError; 43656 is a broader annotations cleanup.", + "best_pr_reason": "pull_request:43842 is the clearest representative of the cluster because its diff and title both match the concrete NameError scenario, whereas pull_request:43656 looks like a broader annotation/runtime typing cleanup in the same module.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Shared file and similar symptom, but the fixes are different: 43656 adds `from __future__ import annotations` and broader typing cleanup, while 43842 adds a TYPE_CHECKING import and quotes `TypeAdapter` for the pydantic-optional path. They are adjacent, not the same underlying change." + "reason": "Do not merge: both are in cli/serve.py and mention TypeAdapter NameError, but the diffs suggest different fixes\u201443656 is a broader future-annotations/type-hint cleanup, while 43842 specifically handles pydantic-not-installed imports. They are related, not the same underlying change." } ] }, @@ -20243,8 +20243,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -20350,12 +20350,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "e1f46ffbf1a6e7bc45ce43e5098ad9b295e7d05f8a7fa37c5ff051586f222d8a", + "prepared_review_unit_hash": "340ba267cd45dd836af1c2e12e7849e60e222f2b0bd464fb6a762f8ea826c8b9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20363,7 +20363,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75092, + "serialized_chars": 75091, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -20372,375 +20372,339 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific standardized output-tracing refactors. There is no issue node in the packet, but several PRs explicitly reference #43979 as an umbrella tracker. The only clear duplicate slices are the GPT-J/CodeGen line and the GPT-Neo pair; the rest are related only by pattern, not by the same concrete code path.", - "confidence": 0.88, - "canonical_issue_reason": "No issue artifact is present in the packet; #43979 appears only as a shared umbrella issue referenced by several PRs.", - "canonical_pr_reason": "PR 44722 is the best canonical PR: it is the latest and most complete representative of the GPT-J/CodeGen output-tracing change set on the same code path.", - "best_issue_reason": "No issue node is available to canonicalize; the packet only shows PRs pointing at umbrella issue #43979.", - "best_pr_reason": "PR 44722 is the strongest global representative because it consolidates the GPT-J/CodeGen refactor and best matches the duplicated code-path slice.", + "summary": "This cluster is mostly a wave of model-specific PRs migrating transformer outputs to the new capture/decorator tracing pattern, usually under umbrella issue #43979. The only clear duplicates are within the GPT-J/CodeGen family and the GPT-Neo family; the rest are same-theme but distinct model-specific refactors.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44066 is the clearest representative of the shared change: it directly targets #43979 and applies the standardized output-tracing refactor on the central GPT-J/CodeGen path.", + "best_issue_reason": null, + "best_pr_reason": "#44066 is the best single PR to stand in for this cluster because it most directly captures the underlying standardized output-tracing change with explicit issue linkage and concrete code-path edits.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and files; shared umbrella issue is not enough." + "reason": "Different model families (FNet/CVT vs GPT-J); same refactor theme but not the same concrete code-path change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model code paths; same refactor theme only." + "reason": "Both are output-tracing refactors, but they touch unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target GPT-J output tracing in modeling_gptj.py; one is a later/expanded version of the same concrete change." + "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 looks like a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet-side refactors vs EfficientNet; not the same underlying bug/change." + "reason": "ResNet and EfficientNet are separate model implementations; this is the same pattern, not the same fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." + "reason": "EfficientNet and GPT-J are unrelated code paths despite the shared tracing refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; same pattern, not the same change." + "reason": "Different model families and different implementation files; not the same underlying bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa-v2; different model implementations." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; unrelated code paths." + "reason": "GPT-J/CodeGen output tracing is unrelated to MGP-STR output tracing." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same refactor style, different code." + "reason": "GPT-J/CodeGen and MPT are separate model refactors, not one mergeable fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same file; they look like iterative versions of the same change." + "reason": "Same GPT-Neo output-tracing refactor for the same model path; these look like duplicate variants of one change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same theme only, not the same change." + "reason": "Different models and different code paths; shared tracing framework alone is not enough." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated model-specific changes." + "reason": "ResNet output tracing and GPT-J output tracing are separate refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different concrete code paths." + "reason": "Different models; same broad tracing migration, but not the same concrete change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; not the same underlying refactor." + "reason": "MGP-STR and GPT-J are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; only the broad refactor pattern matches." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different model implementations." + "reason": "ResNet and MPT touch different model stacks, so these are not duplicates." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; unrelated code paths." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue, different changes." + "reason": "GPT-Neo and GPT-J are different concrete refactors, even if they share the same output-tracing architecture." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different code paths." + "reason": "GPT-Neo and Flaubert/XLM are separate model-specific changes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different model-specific refactors." + "reason": "MPT and GPT-J are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; separate model code paths." + "reason": "GPT-Neo and GPT-J are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated." + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same change." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "MPT vs GPT-J; different code paths." + "reason": "MPT and MGP-STR are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; same refactor theme only." + "reason": "GPT-2 output tracing and MGP-STR output tracing are separate fixes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; unrelated model refactors." + "reason": "GPT-J and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert; different implementations." + "reason": "ViLT and Flaubert/XLM are separate model refactors." }, { "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J are different concrete implementations." + }, + { + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 vs MPT; same pattern, different concrete code." + "reason": "GPT-Neo and MPT are unrelated model paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs Segformer; different model-specific changes." + "reason": "RegNet and SegFormer are separate vision model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; not the same change." + "reason": "RegNet and MPNet are unrelated model changes." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44076", "accept": false, - "reason": "MPT vs SpeechT5; unrelated code paths." + "reason": "MPT and ImageGPT are different code paths." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs Flaubert; different model implementations." + "reason": "TextNet and LongT5 are unrelated refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; same refactor idea only, not the same bug/change." + "reason": "MPNet and LongT5 are separate model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; different model code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet vs LongT5; not a duplicate." + "reason": "RegNet and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet vs LongT5; different concrete changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs LongT5; unrelated models." + "reason": "MPT and GPT-J are different concrete code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs MPT; different model code." + "reason": "RegNet and TextNet are separate model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT vs MPT; same broad refactor idea, not the same change." + "reason": "SqueezeBERT and MPT are unrelated model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT vs VisualBERT; different model-specific refactors." + "reason": "SqueezeBERT and VisualBERT are different model-specific refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo vs GPT2; separate model code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT2 vs GPT-Neo; not the same underlying change." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert vs LongT5; unrelated models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet vs TextNet; different code paths." - }, - { - "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "RegNet vs SpeechT5; not the same change." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT vs SpeechT5; different model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT vs GPT-Neo; same refactor pattern only." + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs LongT5; different code paths." + "reason": "FNet/CVT and LongT5 are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet vs Segformer; not a duplicate." + "reason": "FNet/CVT and SegFormer are separate model changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT vs DeBERTa-v2; unrelated model-specific refactors." + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 vs TextNet; different concrete changes." + "reason": "DeBERTa-v2 and TextNet are different model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same code path; 44722 is the fuller later revision." + "reason": "Same GPT-J/CodeGen output-tracing refactor on overlapping files and the same issue target #43979." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the GPT-J output-tracing refactor in modeling_gptj.py; they are overlapping versions of the same change." + "reason": "Both PRs patch GPT-J output tracing in the same file and appear to be alternate variants of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; shared umbrella issue is not enough." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet-side changes; different code paths." + "reason": "FNet/CVT and ResNet are separate model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; unrelated model refactors." + "reason": "FNet/CVT and SpeechT5 are unrelated model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 vs SpeechT5; different concrete changes." + "reason": "DeBERTa-v2 and SpeechT5 are different concrete code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 vs VITS; different model implementations." + "reason": "DeBERTa-v2 and VITS are unrelated model changes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level read is mostly grounded, but one key statement is too strong: #43979 is not referenced by most PRs in the packet, only by a subset of them. It is safer to say there is no issue node in the packet, while several PRs explicitly link #43979 as a shared umbrella issue. The GPT-J/CodeGen and GPT-Neo duplicate-slice conclusions look reasonable, and the soft-edge verdicts are generally conservative, but the overstatement about 'most PRs' makes this unsafe to accept as written." + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: most PRs are model-specific output-tracing refactors tied to issue #43979, while the accepted soft pairs stay within the same model family/code path and look mergeable into a single bugfix PR. No verdict appears overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20753,8 +20717,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -20775,12 +20739,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "16b5212a632b1223ceb06f9d8ecd553c80b2a316eddd80b99a3741ec59346c83", + "prepared_review_unit_hash": "d83d177be6d033edac1a8c550da8098784a05446e6f76ee1b2bd8a55ceacc2ba", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20788,57 +20752,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17122, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "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 all model-specific refactors to the new standardized output-capture mechanism, but they touch different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.95, + "summary": "These are model-specific refactors to standardized output tracing/capture_outputs across different architectures. They share a common refactoring pattern, but not the same concrete code-path bug or mergeable change set, so the cluster should not be merged by soft similarity alone.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best anchor because it explicitly targets issue 43979 and clearly frames the standardized output-capture refactor for one model.", + "canonical_pr_reason": "SpeechT5 (44129) is the strongest representative because it has the clearest explicit issue linkage and a substantial output-tracing refactor, making it the most anchored to a specific tracked change among the set.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest representative of the cluster due to its explicit issue linkage and clear, focused implementation of the shared output-tracing pattern.", + "best_pr_reason": "44129 is the best overall PR candidate for the cluster because it is the most explicitly scoped and traceable; the others are similar migrations but are narrower, less anchored, or even more obviously just parallel model-specific cleanup PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and distinct forward paths; they are related work, not the same underlying change." + "reason": "Both are output-capture refactors, but for different model implementations (FocalNet vs ImageGPT). They are parallel migrations, not the same concrete bug or a PR that could plausibly be merged as one change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations with different output plumbing; similarity is only at the refactor pattern level." + "reason": "VisualBert and TextNet are different code paths and architectures. The refactor pattern is similar, but this is not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each migrate output tracing independently in different model code paths, so they should not be treated as duplicates." + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model-specific implementations. Too broad to treat as duplicate PRs." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate per-model refactors, not one concrete bug or change that could be merged into a single PR." + "reason": "Same refactor theme, but MPNet and TextNet are unrelated model code paths. Not the same concrete change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files; the shared output-capture theme is too broad to call them duplicates." + "reason": "RegNet and SqueezeBert are unrelated models. Similar decorator/capture_outputs migration does not make them duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both adopt standardized output tracing, but they modify different model-specific implementations and are not the same fix." + "reason": "SqueezeBert and SpeechT5 are different model implementations; even with a similar tracing refactor, they are separate PRs and should not be merged as duplicates." } ] }, @@ -20857,8 +20821,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -20921,7 +20885,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "4c21bfeabf9fcf48ba7a84f8298f93220c6080b22bb3bc101a99fe87da93f31e", + "prepared_review_unit_hash": "59ebef6d695243ffa830690f686f4f295b4a59c84dceec699ea8b230cfa0bb8f", "component_budget": { "node_count": 13, "item_count": 13, @@ -20943,264 +20907,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a bundle of separate model-specific output-tracing refactors that share a common implementation pattern, but they are not duplicates of one another. The PRs touch different model code paths and would not plausibly collapse into a single merge.", - "confidence": 0.91, + "summary": "These PRs share a broad \u201coutput tracing / can_return_tuple\u201d refactor theme, but they target different model implementations and code paths. I would not deduplicate any of them; all soft edges should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "44003 is the most representative and broadest example: it spans two related model files and introduces the shared output-capturing machinery, whereas most others are narrower one-model refactors.", + "canonical_pr_reason": "No single canonical PR: each change is model-specific (different files, forward signatures, and tracing behavior), so they are not interchangeable duplicates.", "best_issue_reason": null, - "best_pr_reason": "44003 best represents the cluster\u2019s theme and scope, but only as a thematic anchor; it is not a duplicate of the others.", + "best_pr_reason": "No global best PR for deduplication; the cluster is only thematically similar, not a single underlying fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward signatures; only the refactor pattern is shared." + "reason": "Different models and files (timm_backbone vs upernet); same refactor pattern, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate model code paths (`timm_backbone` vs `vision_text_dual_encoder`); same output-tracing motif, not the same change." + "reason": "Distinct model implementations and code paths; only the tracing refactor theme overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated models (`timm_backbone` vs `univnet`) with model-specific output handling; not one underlying bug/change." + "reason": "Unrelated model families (timm_backbone vs univnet); not a duplicate bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model stacks (`timm_backbone` vs `mamba/falcon_mamba`) and distinct implementations." + "reason": "Different architectures and files; too broad a similarity to count as the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `rwkv`) and separate code paths; too broad to be a duplicate." + "reason": "Different model code paths (timm_backbone vs rwkv); shared refactor wording is insufficient." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations (`mobilenet_v1` vs `univnet`) and no shared concrete bug fix." + "reason": "MobileNetV1 and UnivNet are unrelated model code paths; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model modules (`mobilenet_v1` vs `upernet`); only the refactor style overlaps." + "reason": "Different models and implementations; only broadly similar tracing cleanup." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific output changes, not one mergeable fix." + "reason": "Different model families and files; not one mergeable duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model stacks and files; both refactor outputs, but not the same underlying change." + "reason": "Mobilenet_v1 vs vision_encoder_decoder are separate code paths and changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths with similar boilerplate refactoring only." + "reason": "Different models; same refactor theme does not make them duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; the similarity is only that both refactor return handling." + "reason": "Vision-text dual encoder and UnivNet are unrelated; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different modules (`vision_text_dual_encoder` vs `upernet`) and different forward contracts." + "reason": "Different model families/code paths; not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific refactors; no shared concrete bug or code path." + "reason": "Vision-text dual encoder vs depth_anything are separate changes, not one duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are related only by broad domain, not the same implementation change." + "reason": "Distinct models and forward logic; only the refactor motif overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated architectures; output-tracing changes are independent." + "reason": "UnivNet and UperNet are unrelated model implementations; no same underlying bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model files and distinct forward logic; not a duplicate fix." + "reason": "Different architectures and code paths; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder-decoder/depth-estimation code paths; same refactor theme only." + "reason": "Unrelated model code paths; shared output-tracing refactor is too broad." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different models with unrelated forward implementations." + "reason": "UperNet and RWKV are different model families; not the same concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model-specific output changes; not the same underlying change." + "reason": "Different files and behaviors; only broad thematic similarity." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are different model families; shared naming around output tracing is not enough." + "reason": "UnivNet vs Mamba/FalconMamba are separate code paths, not duplicate changes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and separate code paths; cannot be merged as one PR." + "reason": "Different model families and implementations; not the same bug or feature change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba` are unrelated refactors despite similar helper usage." + "reason": "Vision-text dual encoder and Mamba/FalconMamba are distinct changes; similarity is only superficial." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated implementations; only the tracing refactor pattern matches." + "reason": "Different model architectures (Mamba/FalconMamba vs SuperPoint); not one underlying fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` output tracing and `codegen` cache/output refactoring affect different concrete code paths and should not be merged together." + "reason": "Different code paths and model types; same refactor idea is not enough for duplication." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated model internals; same refactor motif only." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model code paths (`univnet` vs `codegen`) with no shared bug or implementation target." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "`upernet` and `codegen` are unrelated; this is just a similar refactor style." + "reason": "Timm_backbone and CodeGen are unrelated implementations; not a duplicate PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not the same underlying fix." + "reason": "DepthAnything and VisionEncoderDecoder are different model families and changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate model-specific output-tracing changes; no single concrete bug/change." + "reason": "DepthAnything vs SpeechEncoderDecoder are separate code paths; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`depth_anything` vs `superpoint`) and different forward paths." + "reason": "Different model code paths and behavior; only shared refactor style." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated code paths; only the refactor theme overlaps." + "reason": "DepthAnything and RWKV are unrelated models; not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations (`depth_anything` vs `dpr`); not one duplicate change." + "reason": "Different model implementations; same output-tracing theme does not imply duplication." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrappers with distinct targets." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate model code paths, not one bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model modules and outputs; similar refactor pattern only." + "reason": "Different models and files; too broad to collapse into one PR." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + "reason": "Distinct architectures and forward behavior; not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not the same fix." + "reason": "VisionEncoderDecoder vs DPR are different code paths; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; same broad refactor theme only." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`), so not a duplicate." + "reason": "Different model families; shared refactor pattern is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate wrapper/model code paths; no shared concrete bug." + "reason": "SpeechEncoderDecoder vs DPR are separate code paths and changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated architectures and changes." + "reason": "SuperPoint and RWKV are unrelated models; not the same underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths (`superpoint` vs `dpr`); not mergeable as one PR." + "reason": "Different model implementations and forward logic; not a duplicate." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model implementations; only the output-tracing refactor pattern is shared." + "reason": "RWKV and DPR are distinct model families; only the refactor theme overlaps." } ] }, @@ -21219,8 +21171,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-2", "nodes": [ @@ -21230,12 +21182,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "513ddfb9a02d3dcc569e6cb3d9a15fff206b18fa107528ddba81076e7959126a", + "prepared_review_unit_hash": "24af8c5e8bcbc8eddee09eafd2d05d2e87dae9e1a7a9f414f2d4fc95cfc818f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21243,7 +21195,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21252,18 +21204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-introduction PRs that only overlap on common Transformers integration files and docs scaffolding. One adds PenguinVL vision-language support; the other adds Voxtral TTS support tied to a specific issue. The shared filenames reflect registry/auto-doc plumbing, not the same underlying change.", + "summary": "The two pull requests are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS support. Their overlap is limited to standard Transformers plumbing and docs, not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "45401 is the more self-contained PR, with an explicit tracking issue and a focused TTS implementation; 44662 is a separate model implementation with broader surface area.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45401 is the clearest representative of its own change set because it has an explicit issue target and a tightly scoped Voxtral TTS implementation.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different code paths: PenguinVL vision-language support vs Voxtral TTS support. Shared auto-registration/docs files are generic integration plumbing, not evidence of the same bug or change." + "reason": "Different models and use cases: PenguinVL is a vision-language implementation, while Voxtral TTS is a text-to-speech integration. Shared auto-registration/docs changes are generic scaffolding, not the same concrete code path or mergeable duplicate change." } ] }, @@ -21282,8 +21234,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -21293,7 +21245,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "f8fd5c5b9882c12725d2e16aa321e1da97abbab26c573d749e989d51d6f047ec", + "prepared_review_unit_hash": "e25d45ebb9dc16cd8912707d244d2db52688c4922421e80c7eff34126a0f694f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21315,18 +21267,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about fusion, but they are not duplicates: #44979 adds a generic Module Fusion API and tests, while #45363 wires n-to-1 kernel fusion through KernelConfig and integration code. Related theme, different concrete changes.", - "confidence": 0.82, + "summary": "These are related by the broad theme of module/kernel fusion, but they appear to be different features: one is a general Module Fusion API, the other is a specific n-to-1 kernel fusion mechanism driven by KernelConfig. They should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the core abstraction PR: it introduces the new module_fusion API and tests, so it best represents the cluster\u2019s foundational change.", + "canonical_pr_reason": "PR #45363 is the more concrete and integrated change: it wires KernelConfig through modeling/integration paths and adds an end-to-end example, making it the better representative of the fusion work.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best overall representative because it is the most central, self-contained fusion feature rather than a downstream integration/example on top of it.", + "best_pr_reason": "PR #45363 is the best overall PR in the cluster because it has the clearest user-facing behavior change and the most complete implementation surface; PR #44979 looks like a separate foundational API proposal.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: the PRs touch related fusion infrastructure, but #44979 defines a general module fusion API while #45363 adds kernel-config-driven n-to-1 fusion integration. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Do not merge: they address different fusion layers. #44979 introduces a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and related integration hooks. They share a theme but not the same concrete change or code path." } ] }, @@ -21345,8 +21297,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -21356,7 +21308,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "455938b65d54c5076c1a5d9541808813e8e105f9bfe1f7711e235060374a35a9", + "prepared_review_unit_hash": "505432a8fdebded8ce4f1ff2c6124293529fca0778fee6b3f6fd13d198cc355b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21378,18 +21330,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` and make the same code change in `tokenization_utils_tokenizers.py`; the second PR is a more complete version with tests.", + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR #45317 is the more complete implementation because it also adds a test.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage and a clearer, more explicit description of the bug trigger (`fix_mistral_regex=True`).", + "canonical_pr_reason": "PR #45317 is the best canonical PR because it contains the same code fix as #45086 plus a test file, making it the more complete and reviewable patch.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying fix, same target file, and it adds validation via tests, making it the most complete change.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same bug fix, same target issue, and additional test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs implement the same concrete fix for the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path in the same file; the later PR is essentially a superset with tests." + "reason": "Same underlying bug and same code-path fix in the same file; #45317 is essentially the tested version of #45086 and could plausibly be merged as one PR." } ] }, @@ -21408,8 +21360,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -21419,7 +21371,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "15f37d2991d7bfd4b709e13f67a66cd074a768d05339ed72b2d4ce549d132ad2", + "prepared_review_unit_hash": "7e3506ae12fd2eb73e7ad58e1f868ed9d8d0bdf38af87dbcdd5913b1fc512f7c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21441,18 +21393,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related NemotronH work but they are not the same change: one is a focused refactor toward GraniteMoeHybrid compatibility, the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping more broadly.", - "confidence": 0.84, + "summary": "These are related NemotronH refactor PRs, but they address different changes: one is a narrow checkpoint conversion/mapping update, the other is a broader architecture split into NemotronHDense/NemotronHSparse and related docs/tests. They should not be deduplicated or merged as the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more complete and higher-level NemotronH change: it introduces dedicated dense/sparse model packages, updates auto-mapping, and refreshes documentation, whereas 45115 is a narrower compatibility/refactor patch.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative because it captures the broader architectural change and user-facing model split; 45115 looks like a partial enabling refactor rather than the end-state implementation.", + "best_pr_reason": "pull_request:45569 is the better representative PR because it is the broader, more central NemotronH refactor with model, auto-mapping, docs, and tests; pull_request:45115 is a narrower conversion-mapping adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH edits, but they target different scopes: 45115 is a conversion/refactor toward GraniteMoeHybrid-compatible weights, while 45569 adds dedicated nemotron_h_dense/nemotron_h_sparse models and docs. They are not the same underlying code change and would not plausibly merge as one PR." + "reason": "They overlap on NemotronH-related files, but the concrete changes differ: 45115 is about conversion key renaming for checkpoints, while 45569 refactors the model into dense/sparse variants and updates docs/tests. Same subsystem, not the same fix." } ] }, @@ -21471,8 +21423,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -21482,12 +21434,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d0a9eb3dc2c516f632b98e59210036abf8bd21b4698eaf843d2ffd268f92ac65", + "prepared_review_unit_hash": "edb8d48208ed200f9a92c4ced2643a1bb43b1a842cafeb0d9a3d8da2730a6d9d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21495,7 +21447,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21504,18 +21456,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: PR 45333 adds per-layer heterogeneous config support, while PR 45332 builds on that with broader heterogeneous model/runtime changes. They share groundwork, but they do not appear to fix the same concrete code-path problem.", - "confidence": 0.88, + "summary": "Two related but distinct PRs in the heterogeneous-model feature area: one for per-layer config support and one for per-layer modeling/cache handling. They share files, but they are not the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the broader, end-to-end heterogeneous model support change and subsumes the config-only groundwork in PR 45333.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes heterogeneous modeling/cache logic plus supporting config and test updates, so it is the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative for the cluster because it covers the larger underlying feature/change; PR 45333 is a narrower prerequisite-style piece focused only on config plumbing.", + "best_pr_reason": "PR #45332 is the best overall representative because it covers the main end-to-end heterogeneous model support path rather than only the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: shared heterogeneous-config files do not make these the same fix. 45333 is config-only, while 45332 changes cache, masking, modeling, integrations, and tests for broader heterogeneous model support." + "reason": "Related feature work, but not the same underlying bug/change: #45333 adds per-layer config support, while #45332 adds heterogeneous modeling/cache behavior. They are adjacent components, not one fix." } ] }, @@ -21534,8 +21486,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -21545,7 +21497,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "db5c18468fe9bd092020124a92635cc0d0f074a3212bb1e4fc8c255ac7bda700", + "prepared_review_unit_hash": "4098efa219391bc4168c41c47419f95d5be59feac60f1709ae7163bdd42078a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -21567,18 +21519,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related pull requests, but they are not the same concrete change: PR 45415 is a broad repo-wide type-checking sweep with many file edits and pyproject type-ignore config changes, while PR 45425 adds/adjusts specific typing protocols and helpers around modeling_utils/PEFT/flash-attention. Shared files only indicate overlap in the typing subsystem, not duplication.", - "confidence": 0.83, + "summary": "These are both typing-related PRs, but they address different changes: one is a broad repo-wide type-checking cleanup, the other adds/adjusts specific internal typing protocols for modeling_utils/PEFT integration. They should not be deduplicated.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more representative typing change: it introduces repository-wide type-checking adjustments plus config updates across many files.", + "canonical_pr_reason": "No canonical PR: the two pull requests are distinct changes with different scope and implementation targets.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best cluster representative because it is the larger umbrella typing sweep; PR 45425 is a narrower, separate typing cleanup.", + "best_pr_reason": "PR #45415 is the better representative of the cluster because it is the broader, more general typing cleanup across the codebase.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking pass across many modules while 45425 is a targeted protocol/helper update. They do not appear to fix the same concrete code-path problem and would not naturally collapse into one PR." + "reason": "Both are typing-focused, but #45415 is a broad type-checking pass touching many files and pyproject config, while #45425 adds specific typing protocols and annotations for modeling_utils/PEFT-related code. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -21597,8 +21549,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45513-2", "nodes": [ @@ -21608,12 +21560,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "406d45646b467ac0af7e873cee2548580ab27d03600e93b3aeffd882edbbf343", + "prepared_review_unit_hash": "e72213c41f7ead1564a6a49b72c5b4f1d93501f5b492cc5ef7071a502ec3a4ed", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21621,7 +21573,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21630,18 +21582,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated cache-handling PRs in different model families: one fixes Qwen3.5 GDN linear-attention multi-token cached forward, the other fixes Mamba2 use_cache behavior for seq_len > 1. They share a broad pattern but not the same code path or concrete bug.", + "summary": "The two PRs are both cache-related, but they fix different model families and different code paths: Qwen/Olmo linear-attention cached multi-token forward vs. Mamba2 use_cache for seq_len > 1. Not a duplicate cluster.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner canonical PR because it has an explicit issue target, a narrowly scoped fix in one model file, and a clear problem statement about use_cache with seq_len > 1.", + "canonical_pr_reason": "PR 45513 is the better canonical PR for this cluster because it is the more central, multi-model fix for cached multi-token forward behavior in the GDN linear-attention path across Qwen3.5/Olmo/Qwen3-next variants.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best representative of the cluster if one must be chosen: it is explicitly tied to an issue and describes a concrete cache-length bug more directly than the broader Qwen3.5 PR.", + "best_pr_reason": "PR 45513 is the best representative of the cluster\u2019s shared theme (cached forward logic), but only as a loose thematic anchor; it is not actually the same bug as PR 46084.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cached multi-token forward paths, but they target different architectures and different implementations (Qwen3.5 GDN linear attention vs Mamba2 CUDA kernels). They are not the same underlying bug or mergeable into one PR." + "reason": "Different underlying bug and code path: 45513 fixes multi-token cached forward in GDN linear attention for Qwen/Olmo models, while 46084 fixes Mamba2 cache behavior when seq_len > 1. They are not mergeable as one PR." } ] }, @@ -21660,8 +21612,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -21671,7 +21623,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "a3a11acdcba7810bee067b06869f0655e5f581325b6015e1fe2252e4e958f1f3", + "prepared_review_unit_hash": "e1b9b3bd679fb85c046917d48d11a1bb1729db3f3f3fa1053907d6d9cc5797ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -21693,18 +21645,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch EP-related loading, but they fix different concrete bugs: one is about preserving distributed_config/has_ep for DeepSpeed ZeRO-3 loading via accelerate launch, while the other prevents EP experts from being overwritten during FSDP2 loading/broadcast. They are related in subsystem, not duplicates.", - "confidence": 0.89, + "summary": "These PRs are related but not duplicates: 45548 fixes EP loading/serialization for DeepSpeed ZeRO-3 via accelerate launch, while 45662 fixes a separate EP/FSDP2 issue where experts get overwritten by rank-0 broadcast.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a clearer, more concrete loading-time corruption bug with a broader multi-file fix; #45548 is a separate ZeRO-3/serialization issue.", + "canonical_pr_reason": "No single canonical PR: the two patches address different concrete failure modes in different distributed loading paths.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR: it targets a specific failure mode (expert parameters being overwritten by rank-0 broadcast) with code changes in the loading path and related EP integrations.", + "best_pr_reason": "45548 is the more general EP-loading/configuration fix, but it does not cover the distinct FSDP2 silent-overwrite bug in 45662.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths: #45548 removes distributed_config from serialization and adds has_ep for ZeRO-3/accelerate launch; #45662 wraps loaded parameters post-shard to stop EP experts being overwritten under FSDP2. Same subsystem, not the same fix." + "reason": "Different underlying bugs and code paths: ZeRO-3/accelerate loading vs FSDP2 rank-0 broadcast overwriting experts. Similar EP terminology is not enough to merge them as one change." } ] }, @@ -21723,8 +21675,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -21734,7 +21686,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "fddae1bd72e5022e27c111627eae3ea417061d9b9652b83694807e9ce792d22b", + "prepared_review_unit_hash": "9a996ec2fd0d1adeeaf1124c22a95a5a34c13fc75a81328f3d07d9fb6aff891c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21756,18 +21708,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info logging problem under issue #45561; PR #45645 is the broader, more complete version of the same fix, while #45639 is a narrower subset focused on the testing utility.", - "confidence": 0.84, + "summary": "Both PRs target the same xdist-related captured_info logging collision in testing_utils; PR 45645 is the broader, more complete fix because it also updates CI log collection to read multiple captured_info files.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe logging fix in `testing_utils.py` plus the CI/workflow changes needed to consume multiple `captured_info*.txt` files, making it the more complete end-to-end solution.", + "canonical_pr_reason": "PR 45645 is the strongest canonical PR because it covers the core xdist-safe output change plus the downstream CI/workflow handling needed to preserve and display the split debug logs.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative of the cluster because it covers the full change set for the same underlying bug and preserves CI debug output handling; #45639 appears to be an earlier/narrower implementation of the same fix.", + "best_pr_reason": "PR 45645 is the best representative of the cluster: it addresses the same underlying bug as 45639 and adds the operational CI changes needed for the fix to work end-to-end.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist captured_info collision bug, same explicit issue target, and overlapping `testing_utils.py`/test changes; #45645 extends the same fix into CI artifact handling rather than introducing a different problem." + "reason": "Same underlying captured_info xdist collision bug in the same code path; 45645 looks like a superset of 45639 and they could plausibly be merged into one PR." } ] }, @@ -21786,8 +21738,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45670-3", "nodes": [ @@ -21800,52 +21752,52 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "2f685fd38918f0f60ef10de4095475cea263f09e32ef118d8838fc6fd805a6f7", + "prepared_review_unit_hash": "91c1db89eb77573af43f47d0fd35137a6713dee66da5c3450f49cee2db75ad63", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7579, - "estimated_input_tokens": 1895, - "estimated_eval_tokens": 4046 + "serialized_chars": 7576, + "estimated_input_tokens": 1894, + "estimated_eval_tokens": 4044 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7579, - "estimated_input_tokens": 1895, - "estimated_eval_tokens": 4046 + "serialized_chars": 7576, + "estimated_input_tokens": 1894, + "estimated_eval_tokens": 4044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly a theme match around attention-dispatch support, but only two PRs are loosely related and they target different model families; the GLM-ASR auto-model registration PR is unrelated. No soft edges should be merged.", + "summary": "These are related only at a high level: two PRs add attn_implementation support for different model families, while one PR is a separate AutoModel mapping tweak. They are not duplicates of the same concrete code change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the best representative if this cluster is treated as a theme: it is a substantial attn_implementation-dispatch change across the BLIP-2/InstructBLIP family, with code, tests, and docs all updated.", + "canonical_pr_reason": "pull_request:46401 is the best representative PR because it is the broader attn_implementation dispatch change across multiple BLIP-family models, with corresponding model and test updates.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest standalone candidate because it is the most complete and central example of the shared attention-dispatch work in this set, while the other PRs are either narrower or unrelated.", + "best_pr_reason": "pull_request:46401 is the most substantial and central feature PR in the cluster; it covers several related BLIP-family code paths and is better suited as the anchor than the narrower RecurrentGemma PR or the unrelated AutoModel mapping tweak.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Unrelated changes: one adds GLM-ASR to auto-model mappings, the other implements attention-dispatch support for RecurrentGemma. Different code paths and different change goals." + "reason": "Different changes: 45670 adds a GLM-ASR AutoModel mapping entry, while 46320 implements attn_implementation dispatch for RecurrentGemma. No shared bug or mergeable common fix." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated changes: auto-model registration for GLM-ASR versus attention-dispatch support for BLIP-2/InstructBLIP variants. They do not fix the same underlying bug or change." + "reason": "Different scopes and code paths: 45670 is an AutoModel registry nit, while 46401 adds attn_implementation support for BLIP-2/InstructBLIP variants. Not the same underlying change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attention-dispatch PRs, but for different model families and implementations. They are similar in topic, not the same concrete code-path problem, so they should not be merged as duplicates." + "reason": "Both are about attn_implementation support, but for different model families and separate modeling files/tests. They are related feature work, not the same concrete fix that should be merged into one PR." } ] }, @@ -21864,8 +21816,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45720-2", "nodes": [ @@ -21875,7 +21827,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "557ee94b31a382f95a4478738b6be59ccd98d612f6c3af208cfc42cc1ee7a6c6", + "prepared_review_unit_hash": "947b8734b29328579057d0be70042289bb5f32c99765d6b2f582a035beb67bff", "component_budget": { "node_count": 2, "item_count": 2, @@ -21897,18 +21849,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct linter/modeling-rule PRs: PR 45720 implements part of TRF003 for model forward return behavior, while PR 46259 adds TRF018 for dead do_* flags in image/video processors. They overlap only at a broad \u201ccode quality/modeling rules\u201d level, not the same underlying change.", - "confidence": 0.98, + "summary": "These are two unrelated open PRs in the same codebase: one implements TRF003 across several model forward methods, while the other adds a new linter rule TRF018 for image/video processor flags. They share some surrounding repo areas but not the same bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the more self-contained representative change: it defines a new modeling rule and applies it across the affected processor classes, whereas PR 45720 is an implementation pass for a different rule and is explicitly only part of that rule.", + "canonical_pr_reason": "No canonical PR for a duplicate cluster: PR #45720 and PR #46259 address different rules, different code paths, and different subsystems.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the better standalone PR to keep as the canonical example of this cluster's theme because it has a clear rule definition plus matching code updates; PR 45720 addresses a separate rule and should not be merged with it.", + "best_pr_reason": "PR #46259 is the cleaner representative because it introduces a self-contained, documented rule change with a clear scope; PR #45720 is a broader partial implementation across many model files.", "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 TRF018 dead do_* flag consumption in processors. They do not fix the same code-path problem and would not plausibly merge into one PR." + "reason": "Different underlying changes: TRF003 modifies model forward signatures/tuple-return behavior, while TRF018 adds a linter rule for dead do_* flags in image/video processors. They should not be merged as duplicates." } ] }, @@ -21993,8 +21945,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45932-2", "nodes": [ @@ -22004,40 +21956,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "5495bc091e9bc305793b1366f1314587c7a01797510f37efd14df6f6442cbf0a", + "prepared_review_unit_hash": "fbcd9bcbba11f9d1132da41a6af321dd6cbbaa297db327c42b3e3eebb0e41a7f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both clearly non-production/testing-oriented, but they do not fix the same underlying problem. PR 45932 updates CI/workflow and multiple model configs/code paths; PR 46100 is a single-file test migration with intentional failing assertions. They should not be treated as duplicates.", + "summary": "The two PRs are not duplicates: #45932 is a broad workflow/model patch, while #46100 is a small test-file migration with intentional failing assertions. They do not look like the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are unrelated changes and do not share the same concrete fix or code path.", + "canonical_pr_reason": "No canonical PR for deduping here; the PRs target different code paths and purposes, with #45932 being the more substantive multi-file change and #46100 being a narrow test-only edit.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the more substantive change and the only one touching real implementation/CI code; PR 46100 is just a test file with deliberate failures, so it is not a good representative for the cluster.", + "best_pr_reason": "#45932 is the better representative artifact because it contains the larger, real implementation/workflow change; #46100 appears to be a local test-migration or placeholder change rather than a production fix.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: one is a broad CI/model maintenance PR, the other is an intentional test-only migration in ViT. They do not appear mergeable as one fix or the same bug." + "reason": "Different intents and code paths: #45932 modifies CI/workflow and multiple model/config files, while #46100 only edits a ViT test file with intentional failing assertions. They are not the same underlying bug or change." } ] }, @@ -22056,8 +22008,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46073-3", "nodes": [ @@ -22070,12 +22022,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "cbb12643f47f15fcdfb30887dd1ac4b22f960ae2ac6f7981a5abe1d7e61de83f", + "prepared_review_unit_hash": "8cc77eaf8f2c4aa7a3599a30514711d515939197376a125cfc34db36c42475a7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22083,7 +22035,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22092,30 +22044,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests target the same broad SDPA-dispatch feature, but they apply to different model families and codepaths, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "All three PRs are about adding SDPA dispatch support, but they target different model families and code paths, so they are related theme-wise rather than duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the SDPA dispatch work, spanning multiple related model families and test updates, so it is the best single anchor for the cluster even though the PRs are not duplicates.", + "canonical_pr_reason": "PR 46196 is the broadest and most complete representative of the SDPA-dispatch work, covering multiple affected model implementations and tests, so it is the best canonical PR among these candidates.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 has the widest scope and most complete implementation surface among the three, making it the strongest representative of the cluster.", + "best_pr_reason": "PR 46196 is the best overall representative because it spans the widest set of model changes and test coverage, making it the strongest canonical example for this SDPA support effort.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA dispatch PRs, but one is for CTRL and the other for T5; they touch different model implementations and are separate changes." + "reason": "Both add SDPA dispatch, but CTRL and T5 are different model implementations with different attention code paths; they are not the same underlying change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These cover different model groups (CTRL vs wav2vec2/seamless M4T variants) and distinct attention codepaths, so they are not the same fix." + "reason": "CTRL support and wav2vec2/conformer + SeamlessM4T support are separate model-specific implementations; they could not plausibly be merged into one PR as a duplicate." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and wav2vec2/seamless M4T SDPA dispatch are model-specific implementation efforts, not one underlying bug or change." + "reason": "T5 SDPA dispatch is a separate model-specific fix from the wav2vec2/seamless M4T work, touching different code paths and test suites." } ] }, @@ -22134,8 +22086,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46126-2", "nodes": [ @@ -22145,7 +22097,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "5c8e60fb09b0254eab4ccb259d4a05a5a766d20144a3c3723fd1bdc79c60ff6a", + "prepared_review_unit_hash": "1a3099bd0e1cc2c367192fa6fcf9636f28bc24ba71205f08c09302fcc1e0ac62", "component_budget": { "node_count": 2, "item_count": 2, @@ -22167,18 +22119,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests overlap in distributed/TP code, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration patch; PR 46269 is a much broader distributed branch/base PR spanning FSDP, tensor parallel, loading, integrations, and model files. The shared filenames reflect subsystem overlap rather than duplicate intent.", - "confidence": 0.92, + "summary": "The two PRs overlap in distributed files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch base touching many subsystems. The soft link should be rejected.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more specific, self-contained feature PR centered on EP routing and Trainer integration. PR 46269 is a broad base branch with many unrelated distributed changes, so it is not a duplicate candidate for the same concrete change.", + "canonical_pr_reason": "#46269 is the broader umbrella distributed branch base and is the better representative PR for the cluster, but it does not duplicate #46126\u2019s narrower EP/Trainer integration work.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative for a discrete code-path change: EP routing/Trainer integration on top of DistributedConfig. It has a narrower scope and clearer merge target than the broad branch-base PR 46269.", + "best_pr_reason": "#46269 is the strongest single PR to keep as the representative of this cluster because it subsumes a wide distributed refactor/integration set; #46126 is a narrower follow-up feature PR, not the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share distributed filenames, but the diffs are not the same fix/change. 46126 adds EP routing and Trainer integration; 46269 is a large base branch with many distributed feature additions, so they would not plausibly be merged as one PR." + "reason": "Shared filenames reflect a common distributed codebase, but the PRs target different work: EP+Trainer integration versus a large distributed branch base. They are not the same concrete fix/change and would not plausibly be merged into one PR as duplicates." } ] }, @@ -22197,8 +22149,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46138-6", "nodes": [ @@ -22226,124 +22178,124 @@ "pull_request:46502|pull_request:46504", "pull_request:46503|pull_request:46504" ], - "prepared_review_unit_hash": "8367646ea8f3a990ed8f1ee0e27951328a6bd595de5432b233653343245544b3", + "prepared_review_unit_hash": "831fe701739fb2510d935a669e75fcd89dfe2bc06f10cac236a05dab72c0e89f", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14222, - "estimated_input_tokens": 3556, - "estimated_eval_tokens": 7368 + "serialized_chars": 14219, + "estimated_input_tokens": 3555, + "estimated_eval_tokens": 7366 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14222, - "estimated_input_tokens": 3556, - "estimated_eval_tokens": 7368 + "serialized_chars": 14219, + "estimated_input_tokens": 3555, + "estimated_eval_tokens": 7366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains several small, unrelated workflow-maintenance PRs. They are superficially similar because they all edit GitHub Actions YAML, but they change different workflows and different code paths, so none should be deduplicated together.", - "confidence": 0.94, + "summary": "These are six small but unrelated workflow-maintenance pull requests. They all look superficially similar because they edit CI YAML files, but each changes a different workflow and a different behavior, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46501 is the most generic representative of the cluster, but it is not a true duplicate of the others; the PRs touch different workflows and fix different operational concerns.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46501 is a reasonable cluster representative because it is a small, workflow-only maintenance change and sits in the densest similarity group, but it is not a strong canonical for the whole set.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46138", - "right": "pull_request:46504", + "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs commit-message quoting in build-ci-docker-images." + "reason": "Different workflows and different changes: self-comment CI stdin handling vs SSH runner hardening/secrets cleanup." }, { "left": "pull_request:46138", - "right": "pull_request:46432", + "right": "pull_request:46501", "accept": false, - "reason": "Both are workflow chores, but one updates self-comment CI message passing while the other hardens ssh-runner download/secret handling." + "reason": "Unrelated workflow edits: self-comment CI command invocation vs anti-slop permission scoping." }, { "left": "pull_request:46138", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflow behavior: self-comment CI argument passing vs allowing benchmark_v2 manual dispatch." + "reason": "Different workflow jobs and behaviors: self-comment CI vs reviewer assignment checkout ref." }, { "left": "pull_request:46138", - "right": "pull_request:46501", + "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflows and changes: self-comment CI command piping vs anti-slop permission scoping." + "reason": "Different workflow logic: self-comment CI input handling vs benchmark trigger conditions." }, { "left": "pull_request:46138", - "right": "pull_request:46502", + "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and purpose: self-comment CI message piping vs assign-reviewers checkout ref selection." + "reason": "Different code paths: self-comment CI stdin piping vs build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46432", - "right": "pull_request:46503", + "right": "pull_request:46501", "accept": false, - "reason": "ssh-runner security/hardening changes are unrelated to benchmark_v2 trigger logic." + "reason": "Both touch workflows, but one hardens SSH runner setup and the other changes anti-slop permissions; not the same fix." }, { "left": "pull_request:46432", - "right": "pull_request:46501", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and issues: ssh-runner secrets/download handling vs anti-slop permissions placement." + "reason": "Distinct workflow concerns: SSH runner hardening vs reviewer assignment checkout behavior." }, { "left": "pull_request:46432", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "No shared bug or code path: ssh-runner environment sanitization vs assign-reviewers checkout behavior." + "reason": "Different workflows and intents: SSH runner secret handling vs benchmark dispatch conditions." }, { "left": "pull_request:46432", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and fixes: ssh-runner security/download changes vs build-ci-docker-images commit-message quoting." + "reason": "Different workflow files and purposes: SSH runner setup vs Docker image build trigger parsing." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow edits, but one is anti-slop permission scoping and the other is benchmark_v2 event gating." + "reason": "Separate workflow files with different fixes: anti-slop permissions vs assign-reviewers checkout ref." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Different workflows with different behavior: anti-slop permissions vs assign-reviewers checkout ref." + "reason": "Different workflow behavior: permission scoping for anti-slop vs benchmark_v2 event gating." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow changes: anti-slop permissions vs build-ci-docker-images shell quoting." + "reason": "Not the same change: anti-slop permissions vs build-ci-docker-images commit-message handling." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow logic: assign-reviewers base-ref checkout vs benchmark_v2 manual-dispatch support." + "reason": "Different workflow targets and code paths: reviewer assignment checkout vs benchmark dispatch conditions." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and problems: assign-reviewers checkout ref vs build-ci-docker-images commit-message handling." + "reason": "Different workflow files and fixes: reviewer assignment checkout ref vs Docker build trigger parsing." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow tweaks, but they affect different pipelines and unrelated trigger conditions." + "reason": "Both are workflow tweaks, but one changes benchmark triggers and the other changes build-image commit-message detection; not duplicates." } ] }, @@ -22362,8 +22314,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46152-2", "nodes": [ @@ -22373,7 +22325,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "99b24f70669706b8082ddafc5e6d911fb927a12c7c31ac0ff19e380e21781784", + "prepared_review_unit_hash": "c92d4c1779fd49d8e68ffdd9b79deca45c6469cdfeaf2f6c84bdf508885d9644", "component_budget": { "node_count": 2, "item_count": 2, @@ -22395,18 +22347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace ad hoc source-file opening with safer source access, but they fix different code paths in different modules and should not be treated as duplicates.", - "confidence": 0.89, + "summary": "Both PRs are about replacing file-open source inspection patterns, but they touch different code paths and helpers: one is in import_utils for resolving package resources, the other is in modeling_utils for attention-implementation support detection. They are related in theme, not duplicate enough to merge together.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more concrete and self-contained fix: it targets `_can_set_attn_implementation` directly and includes tests, whereas 46152 is a broader import-utils refactor around resolving package resources.", + "canonical_pr_reason": "PR 46207 is the cleaner representative because it targets a specific, well-scoped bug in one model utility path and has a focused title/diff.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best representative of the cluster because it has a clearer bug scope and stronger validation; 46152 is related only at the pattern level, not the same underlying change.", + "best_pr_reason": "PR 46207 is the best fit for the cluster because it is a concrete behavioral change in a single code path, whereas PR 46152 is broader infrastructure work in a different module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Different functions and modules (`import_utils.py` vs `modeling_utils.py`) with different behaviors; they share a source-reading cleanup pattern but do not fix the same concrete bug or belong in one merged PR." + "reason": "Same general theme of avoiding open() for source inspection, but they modify different files, different helpers, and different runtime paths; they do not look like the same underlying bug or a single mergeable PR." } ] }, @@ -22425,8 +22377,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46173-3", "nodes": [ @@ -22438,7 +22390,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "68051b53a599d3fd1dc383b0defa3400c7c8aa897d3add9c05bae70f9125a511", + "prepared_review_unit_hash": "16f86cb2347779e32556908dc2d533de640e90abc199e2e88ce50a83a484cdd8", "component_budget": { "node_count": 3, "item_count": 3, @@ -22460,30 +22412,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are clear duplicates of the same StaticLayer.get_seq_length type-hint fix; the static-cache max-len change is a separate generation behavior fix and should not be merged with them.", - "confidence": 0.97, + "summary": "Two PRs are near-duplicates of the same StaticLayer type-hint fix; one PR is unrelated and should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46173 is the best canonical representative: it contains the exact cache_utils annotation change, links the tracking issue #45987, and PR 46474 is the same patch with only a title variation.", + "canonical_pr_reason": "pull_request:46173 is the best representative of the duplicate StaticLayer get_seq_length type-hint fix: it matches the same file, same issue target (#45987), and the diff is effectively identical to pull_request:46474.", "best_issue_reason": null, - "best_pr_reason": "PR 46173 is the strongest overall representative of the cluster because it is the direct implementation of the tracked type-hint fix; PR 46436 is unrelated in code path and PR 46474 is a duplicate.", + "best_pr_reason": "pull_request:46173 is the strongest canonical PR for the cluster because it is the same change as the other duplicate, has the explicit issue link to #45987, and carries more discussion/context than the later twin.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different fixes: 46436 changes static cache max length selection in generation/utils, while 46474 only adjusts the StaticLayer.get_seq_length type annotation in cache_utils." + "reason": "Different bugs: 46436 changes generation cache preparation to honor max_cache_len config, while 46474 only widens the StaticLayer.get_seq_length type annotation. Same subsystem, but not the same underlying change." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both patch the StaticLayer.get_seq_length return type annotation in cache_utils and target the same issue #45987." + "reason": "Same concrete fix: both patch src/transformers/cache_utils.py to change StaticLayer.get_seq_length from int to int | torch.Tensor, with effectively identical diff and the same issue target #45987." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. PRs 46173 and 46474 have the same cache_utils type-hint diff and shared issue target #45987, so treating them as duplicates is conservative. PR 46436 touches a different file and fixes static-cache max-len behavior under a different issue target, so it should not be merged with the type-hint fix. No evidence is overstated." + "feedback": "The assessment is grounded in the packet. The 46173/46474 pair is correctly treated as the same StaticLayer get_seq_length type-hint fix: same file, same issue target, and effectively identical diff. The 46436/46474 pair is correctly kept separate because it changes generation cache preparation behavior in different files and targets a different issue. The canonical PR choice is conservative and supported by the available metadata." }, "evaluator_used": true, "retried": false, @@ -22562,8 +22514,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46376-2", "nodes": [ @@ -22573,12 +22525,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "131d946ed0c5119e1c50426f0b060cd86d8e310df6e118c96c3f8052c71d450f", + "prepared_review_unit_hash": "bf87f9af90f994978f7b99e59a1fe902fe2ba75fe85440e929164698da2f1ed1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22586,7 +22538,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22595,18 +22547,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one draft PR adding multimodal support to continuous batching, and one PR adding the HunYuan VL model/docs/tests. They do not appear to fix the same underlying bug or implement the same change.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching internals, while the other introduces a new HunYuan VL model package, docs, and tests. They do not look like the same underlying change or bug fix, so the soft link should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better representative because it is a focused, self-contained model integration with concrete files and tests, whereas PR 46376 is a broad draft infrastructure change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster: it has a clear, bounded scope and no sign of overlap with the other PR.", + "best_pr_reason": "PR #46417 is the stronger standalone change: it is a focused model addition with accompanying docs, auto-mapping updates, and tests, whereas PR #46376 is a draft, broad infrastructure change still in progress.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different workstreams: continuous batching multimodal infrastructure vs. adding the HunYuan VL model package and docs. No shared code path or mergeable overlap." + "reason": "Different scopes and code paths: continuous batching multimodal support vs. adding a new HunYuan VL model stack. They are not plausibly mergeable into one duplicate PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 05fec2e31607d6c5a2c42b6510a7ef90ddba47e3..c4c8880d4242752f28ae2aa859c3d813ec722880 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260610t000024z", + "analysis_id": "hybrid-model-20260610t060026z", "archived_artifacts": { - "hybrid": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260610T000024Z/analysis-runs/hybrid-model-20260610t000024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-10T00:08:08Z", + "published_at": "2026-06-10T06:04:35Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260610T000024Z", + "snapshot_id": "20260610T060026Z", "variant": "hybrid" } diff --git a/snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.json b/snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..646b8617d44d183d6f13296bc93dd4955b1745ca --- /dev/null +++ b/snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.json @@ -0,0 +1,2200 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260610T060026Z", + "generated_at": "2026-06-10T06:04:33Z", + "evidence_quality": "full", + 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Gemma3 and Bert are just different reproductions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge acceptance is too strong for the packet. The accepted pair issue:45859 vs issue:45902 only shows related Qwen3.5MoE rotary/offload wording in the titles; that is not enough to safely call them the same underlying bug without more body-level overlap. The DeepSpeed ZeRO-3 duplicates (issue:43596/43638/41762) are well supported, and the canonical issue choice is reasonable, but the 45859/45902 acceptance overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "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:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue: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:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "32f433ed1338de1beec756155d0a254c883c043abe38223c734be0a60298f4c5", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39731, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only a couple of soft pairs look like true duplicates. The strongest duplicate family is the v5 AutoTokenizer regression, and there is also a plausible shared DeepSpeed ZeRO-3 load-time index error. Most other pairs share only broad subsystem or symptom similarity, so I rejected them.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it is the broadest open report in the tokenizer-regression family, covering multiple affected model families and likely subsuming narrower duplicates like issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall issue to anchor the cluster: it is open, clearly describes the underlying regression, and has the widest scope among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Both are model-loading failures, but they point to different causes and subsystems; not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 load-time \"index 0 out of bounds\" failure; the model differs, but the code path and likely fix overlap." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: missing Gemma3 config attribute for vLLM vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated errors: float8 storage type lookup vs USE_DISTRIBUTED=0 incompatibility." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different documentation problems and not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model/input paths: Gemma4 device-mapping mismatch vs Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures across different tasks and models; not the same underlying issue." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: Voxtral processor failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy dispatch and Qwen3.5 video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different concerns: detokenization regression vs outdated RAG examples." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are separate regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: wrong token IDs in v5 across multiple model families; 45920 is the broader superset report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model-class loading failure; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor mismatch and distributed-build incompatibility are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model/config failures and not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors with ZeRO-3, but the reported symptoms and contexts differ enough to treat as separate." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems: unit-test load failure vs corrupted checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert loading issue and torch/transformers version incompatibility are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic config regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but one is a crash and the other is a streaming API failure; not enough evidence of the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime failures; no shared concrete code path." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: Gemma3 config attribute missing vs Gemma4 device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and MPS histogram failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are indexing-related errors, but they arise in different trainer/model paths and do not look like the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor load failure." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version compatibility issue and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different unsupported-model/loading issues; not the same underlying change." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig pydantic breakage are different config regressions." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes and contexts; no clear shared code path." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: issue:45920 is a reasonable canonical anchor, and the only accepted soft pairs are conservative and supported by strong title-level overlap (especially the AutoTokenizer v5 regression family). The rejected pairs also stay cautious where the packet only shows broad symptom similarity. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "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:36331|issue:41762" + ], + "prepared_review_unit_hash": "e923f41a238c0b2aa14d0a15ac368d442d7f01b3d9b409ab63b75d3efad16e80", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with a few real duplicate families: non-persistent-buffer regression, Qwen3.5 video-input regression, and input-validation error-message bugs. Most other soft pairs are only broadly related by model family or subsystem and should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": "43644 is the broadest/earliest report in the strongest duplicate family here; 43950 and 44534 look like the same non-persistent-buffer corruption regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the clearest reproduction-focused report of the non-persistent-buffer regression, so it is the best issue representative among the matched set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: init_empty_weights/_is_hf_initialized vs. PretrainedConfig/pydantic field handling." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs. Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Different Qwen3-MoE sliding_window bug vs. a v5 pydantic/config regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input issues, but one is image preprocessor dtype mismatch and the other is video token/feature mismatch; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing vs. float8 storage lookup." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5/Qwen3.5-MoE video-input regression; 46294 is a specific manifestation of the broader 44479 bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes/code paths differ and do not point to the same defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a subjective quality complaint and the other is an AutoModel/pipeline misbehavior; not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different multimodal/model-init problems: unwrapping text_config vs. uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: FSDP weight-shape error vs. TRL SFT embedding unpacking issue." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Separate multimodal/training issues with different models and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model/regression areas: GPT-OSS perplexity vs. GLM5 behavior." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model init regression is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code/custom-module loading, but the cache-path collision and post-save_pretrained module mismatch are not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but these are different model families and different weight-tying regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is a different subsystem from tied-weights regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer implementation issue is unrelated to a docs typo." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is distinct from tied-weight issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same input-validation/error-message bug; 46463 is the T5-specific instance of 45183's broader XOR validation issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions for different models and different symptoms." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unpacking Qwen3.5 embeddings in TRL is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Docs typo vs. removed run command documentation mismatch; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenization/runtime failures in different models." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is an embedding-quality complaint; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer bug; 43644 is the broader report and 43950 describes the same corruption more explicitly." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different TypeErrors/IndexErrors with unrelated training vs. ZeRO-3 loading code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are limited to clearly overlapping bug families (non-persistent-buffer corruption, Qwen3.5 video-input regression, and XOR/error-message validation), while the rejected pairs are appropriately cautious about shared model families or subsystems without stronger evidence of the same defect." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "560d85c3b4cd279cc2ba2c685fe54cca85fc347e032c260dc00c5d72df54bae1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37995, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of separate Transformers regressions, with the strongest cohesive subgroup around tokenizer/output regressions in v5. Most soft pairs are not true duplicates; one pair is plausibly the same tokenizer bug family.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the shared tokenizer regression class: incorrect token IDs across multiple models in v5. It captures the common failure mode better than the narrower follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue anchor for the cluster because it is general, open, and centered on the core shared code-path problem affecting multiple model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: one is a dtype mismatch under autocast, the other is a Qwen3.5 attention/position_ids NaN/illegal-memory issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/compatibility errors, but they involve different low-level incompatibilities and different failure signatures." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both describe v5 tokenizer output/token-id regressions; 46489 reads like a specific DeepSeek-Coder v1 manifestation of the broader issue in 45920." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer/materialization problems, but one is a broad from_pretrained non-persistent buffer regression and the other is a specific Qwen3_5Moe inv_freq materialization bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated topics: a corrupted checkpoint versus an issue about loading noise." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different problem classes: model-quality regression for SigLIP2 versus a tokenizer-version change issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but different symptom and no clear evidence of the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading errors with no shared concrete code path." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is flash-attention packed-sequence misinterpretation and the other is CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure mechanisms; no clear duplicate evidence." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention training/memory concerns, but they are distinct bugs with different triggers and code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 topic, but one is a symptom report and the other is an implementation-discrepancy report; not enough to treat as the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific loading failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "A generic loading-noise complaint is not the same bug as a specific model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different runtime/training behaviors: DeepSpeed weight shape error versus early-stopping metric handling." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug versus import-time flash-attn lookup on Python 3.13; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different severity and likely different root cause; one is generic noise, the other is a concrete tokenizer load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern training efficiency, but they are not the same concrete bug or code path." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related to remote-code loading, but 45020 is a broad umbrella issue and 43643 is a specific missing-fields symptom; too little evidence of one exact duplicate." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different DeepSpeed/quantization failures." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error is unrelated to a device mismatch in Gemma4 forward." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading failures with no shared concrete defect." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different attribute/loading errors." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class versus a bitsandbytes storage-parameter incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression versus flash-attn fallback logic; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code breakage versus a Gemma4 device placement bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name edge case versus broad remote-code loading regressions; not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen-related problems: LoRA compatibility across versions versus a warning about tied embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different training/device issues with no shared bug signature." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex crash versus flash-attn fallback gating; unrelated." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion functions and likely different loops." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek-tokenizer regressions, but the titles point to different concrete defects and models; not enough evidence they are the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage and a Kimi-K2.5 tokenizer codec regression are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The soft-edge calls mostly separate distinct failure modes, and the one accepted tokenizer pair (45920/46489) is plausibly the same v5 tokenizer-regression family without overstating certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43742", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45399", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:44560|issue:45685" + ], + "prepared_review_unit_hash": "18330106eea73c9789dc3d7254766aaeceefcb61e2b54471e7276b39548b34a4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues with a few clear duplicate subclusters. The strongest matches are the docs cleanup around removed pipeline tasks, the identical mask-shape IndexError reports, the BertModel/ZeRO-3 out-of-bounds loading reports, and the `_is_hf_initialized` loading regression; most other pairs are only broadly similar and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the whole set; the clearest duplicate subcluster is 41093/44805, where 41093 is the best representative because it is the more generic formulation of the same mask-shape mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "41093 is the best issue to anchor the strongest duplicate pair: its wording is generic, and 44805 appears to be the same mask/tensor shape mismatch with different concrete sizes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: MobileLLM tokenizer/key loading vs flash-attn2 fallback gating. Same broad loading area, but not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Both concern model loading/state, but one is untied lm_head weights in Mistral3 and the other is non-persistent buffer corruption in from_pretrained(). Different code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report obsolete docs still referencing removed pipeline tasks after v5; this looks like the same documentation cleanup." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` unexpected-argument TypeError during model loading; one shows it via bitsandbytes Int8Params, the other via init_empty_weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different regressions: Qwen3 MoE with FineGrainedFP8Config vs a bitsandbytes `_is_hf_initialized` compatibility issue." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are related to audio preprocessing, but the reported failures are not clearly the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and different failure modes; not enough evidence of a shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed-related bugs: Qwen3 MoE weight conversion with accelerate+deepspeed vs gradient averaging with GAS/model_accepts_loss_kwargs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen-family models, but the affected models and missing-weight patterns differ enough that this is not clearly one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading issues, but GLM-4.7-Flash test loading and NemotronH checkpoint loading are distinct problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF NaNs from position_ids/SDPA fallback and a flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are effectively the same mask/tensor shape mismatch IndexError, with only the concrete sizes changed." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video handling in Qwen VL models, but one is a broad v5.3.0 regression and the other is a specific StopIteration in Qwen3-vl-embedding; not enough to merge." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; same general area, not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failure modes: NemotronH checkpoint loading vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and segmentation-map processing failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache / linear_attention crash and NemotronH checkpoint loading are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero-3 BertModel index-out-of-bounds and torch 2.4.1 incompatibility are not the same underlying issue." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs in different model components: Qwen2.5-VL rope scaling vs Qwen3.5-MoE rotary embedding materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The BertModel zero-3 loading bug is unrelated to the torch version incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is a shared_kv_states/FSDP2 KeyError and the other is a device mismatch in PLE during forward; distinct bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Audio-flamingo embedding/token leakage across tracks and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both involve multimodal/video models, but the reported dtype mismatch and StopIteration are different failures." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and an MPS histogram int-typing error are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted pairs are well-supported by the titles/bodies (docs cleanup, the `_is_hf_initialized` loading TypeError, and the mask-shape IndexError), and the rejected pairs do not overclaim shared root cause. The note that the cluster is mostly unrelated with a few clear duplicate subclusters is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:44683|issue:46515", + "issue:43824|issue:43957", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:46459|issue:46512", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:42491|issue:45276", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "9d28ad13f10cb2bff3ad856a4d1542e67b14a3c419bb1d68bf80d8f9c7939a21", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37628, + "estimated_input_tokens": 9407, + "estimated_eval_tokens": 19070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues; only two pairs look like true duplicates: the non-persistent-buffer regression and the custom-model initialization regression. The SigLIP2 and several Qwen/Granite/tensorizer pairs are similar in topic but not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items span many unrelated bugs. Among the clear duplicates, 44534 is the best anchor for the non-persistent-buffer regression, and 43646 is the best anchor for the custom-model initialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the strongest global issue anchor: it is a clean, version-agnostic description of an exact duplicate of 43644, while the other candidates are either narrower variants or separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch incompatibility, but they describe different version-specific failures and different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: one is an import error for a missing class, the other is a meta-device model loading issue." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support versus a Float8 storage lookup error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying bug: Transformers v5 breaks custom model initialization; 43645 is just a Jupyter-specific manifestation." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading failures, but with different triggers and unrelated failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention/SDPA, but the model, symptom, and root cause are different." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.x, but one is a video StopIteration bug and the other is trainer-side embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying bug; a script execution failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not the same fix." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: Gemma4 device-mismatch versus a generic torch version incompatibility." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: tokenizer-mapping logic versus Gemma4 device placement." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: video StopIteration versus tensor mask shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and no clear shared root cause." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated regressions: the _is_hf_initialized flag versus a long-ocr index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but they concern different models and different validation changes." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 initialization and TOKENIZER_MAPPING_NAMES behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: ZeRO-3 with BertModel versus add-new-model-like logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No overlap in the underlying failure mode." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different causes: dequantized model offload failure versus mmap OOM avoidance." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression about non-persistent buffers being filled with junk; 44534 is the broader wording." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The docs/example bug is not the same as the zero-probabilities inference bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and different loading/training paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-related, but one is an auto-device-map CUDA assert and the other is an FP8 config failure." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype, but one is checkpoint loading and the other is from_config dtype propagation." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No shared code-path problem." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 weight loading versus incorrect visual-encoder key saving." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar loading complaints, but different models and no evidence of the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Completely different models and failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA compatibility on qwen3_moe is unrelated to Gemma4 token-embedding resizing." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls are unrelated to the Nemotron example breakage." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they are distinct bugs: buffers versus custom-model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "The documentation example error and the model-output regression are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated, and the two accepted duplicate pairs (43644/44534 and 43645/43646) look supportable from the titles. The other 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": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:43854|issue:45216", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "237dd767b48f6171ef65ad0924a4cdd35d4162aa8f12b63b613628e440776d93", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38268, + "estimated_input_tokens": 9567, + "estimated_eval_tokens": 19390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issue cluster. The only clear duplicate-like pair in this packet is the Gemma4 resize_token_embeddings/output_embeddings report, where one issue is Gemma4-specific and the other is the broader phrasing of the same symptom.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45276 is the better canonical issue because its title is more specific: it names Gemma4 and includes both the embed_tokens_per_layer and output_embeddings behavior, while 45292 uses the broader output_embeddings phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest issue candidate in this set because it is the most specific description of the resize_token_embeddings regression and covers the Gemma4-specific scope shown in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step calculation vs optimizer SGD args not being applied." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but they describe different model/code-path failures." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading/conversion problems." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs resize_token_embeddings/output_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated model/loading topics." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models/APIs differ." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific loading/compatibility issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different frontends and model classes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same API name, but the titles point to different model-specific resize bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights argument handling are different problems." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different triggers." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but the reports are model-specific and not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated issues: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference leak." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failure are different problems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related load problems, but the packet does not show a shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example issue versus GLM5 loading issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related theme, but offloading failure and int4 CUDA memory regression are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different failure points." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading error vs mmap OOM are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs in Gemma4 training and Qwen3 MoE offload." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both concern quantized loading, but they target different models/schemes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime problems: token leakage vs device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can cause memory issues, but the root causes differ." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap OOM are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different config bug versus Gemma4 FSDP2 attention failure." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "The titles indicate the same resize_token_embeddings regression, with 45276 being the Gemma4-specific version and 45292 the broader wording." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Related by model family at most, but not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS MoE histogram error is unrelated to the Nemotron example failure." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different loading/saving regressions." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering judgment is plausible, but the canonical-issue rationale overstates what is supported by the packet. From the provided metadata/titles we can infer that 45276 is Gemma4-specific and 45292 is the broader resize_token_embeddings/output_embeddings report, but we cannot verify claims like \"detailed reproduction\" or that it \"fully describes\" the failure. Please keep the justification limited to what is directly grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079", + "issue:43299|issue:43931" + ], + "prepared_review_unit_hash": "a46f4aa2f503d1024b7b5f15e1727f512982ee01ca25de8f4c4c599402f77224", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports grouped by broad semantic similarity. The only clear duplicate-like pair is the resize_token_embeddings/output-embedding bug; the Qwen3-VL MoE loading pair also looks like the same underlying model-loading failure.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the most active and currently open report, with multiple inbound references and a broad, user-facing custom-model save/load failure that best represents the cluster\u2019s serialization-related regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest representative issue here because it is active, well-scoped, and central to a core save/load code path with clear external impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is a BPE-marker handling bug and the other is continue_final_message behavior for mistral_common; different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: Qwen video-input regression vs. granite_speech config loading/strict config handling." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "One is eval-mode gradient checkpointing, the other is Qwen3.5 RLHF numerical instability from 3D position_ids/SDPA fallback; not the same bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom model save/load, but one is read-only file permission propagation and the other is wrong module resolution after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sink-less crash vs. Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the resized weights are not propagated to the output/decoder embeddings, with t5gemma as a model-specific manifestation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage is not the same as save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device-related, but one is autocast mismatch on Phi-tiny-MoE and the other is meta-device loading failures on different models." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for pad/unk tokens is not the same as a general inability to load ScandiBERT." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader/platform-level, while the other is a model-specific autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs are wrong, while the other issue is about convert_tokens_to_ids slowness; different symptoms and fixes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device-map mismatch are different code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes in transformers version." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as notebook-defined custom model initialization failure." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as Gemma4 device placement mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A general torch incompatibility is not the same as a Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and compile non-template nodes are different failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export.export with torch_compilable_check is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen models and an index/mask shape mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template node compilation are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Outdated return_all_scores docs are separate from docs for removed pipeline tasks." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized-model save/load breakage is unrelated to continue_final_message tokenizer behavior." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsense outputs and ModelOutput key assignment with None are different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both describe the same Qwen3-VL MoE loading regression: a broad dev0 breakage showing up as specific weight-shape mismatch on a Qwen3-VL-30B-A3B-Instruct checkpoint." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering judgment is grounded in the packet. The two accepted pairs are conservative and well-supported by the issue titles and descriptions: resize_token_embeddings/output_embeddings, and the Qwen3-VL model-loading shape-mismatch reports. The rejected pairs generally involve clearly different subsystems or failure modes. Canonical issue selection is also defensible from the packet metadata (open, active, multiple inbound refs)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:42175|issue:46178", + "issue:43541|issue:45084", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43883|issue:44488" + ], + "prepared_review_unit_hash": "7f26d4145cb70e3fed33c9a57ccb81c6b94bb08f831c47185f41749e8ec6be83", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely centered on Transformers v5/v5.x regression reports, especially model/tokenizer loading and initialization issues, but many pairs are still unrelated concrete bugs. I did not find any PRs in the cluster.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the dominant theme: v5 breaking model loading/initialization behavior across models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single anchor for the cluster because it describes the most general and recurring failure mode seen across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Different subsystems and failures: T5 tokenizer method conflict vs gguf loading path breakage." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different models and different concrete code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated: extra_state save/load handling vs composite Qwen config unwrapping." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different problem domains: DeepSpeed zero3/BertModel init vs torch 2.9 flex_attention compilation." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is a model-specific tokenizer load failure and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Different runtime environments and causes: Qwen3 MoE training memory usage vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Different bugs: checkpoint extra_state handling vs Whisper video-input regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Mistral3 lm_head weight tying." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other is a DeepSeek-Coder tokenization output regression." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction changes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model load issues, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration logic vs compiled flex_attention are unrelated code paths." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they concern different repositories and likely different root causes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different performance/device issues: XLNet CPU arange placement vs Qwen3.5 MoE CPU offload incompatibility." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + }, + { + "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 initialization; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-structure regressions: CLIP text-model structure mismatch vs Sam3 text encoder weights loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral dtype mismatch in multimodal preprocessing is unrelated to template compilation errors." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load conflict and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type crashes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal IterableDataset failures are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they concern different models and no shared concrete bug is evident." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package backend omission and BACKENDS_MAPPING validation errors are different backend-selection issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to non-template-node compilation errors." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special-token handling, but one is batch_decode skipping and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training and Qwen3.5 PagedAttentionCache crashes are different failures." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other custom model initialization; too broad to merge." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal fine-tuning with multiple images and Mistral-common final-message handling are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for sleng-bert." + } + ] + }, + "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": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:43883|issue:44991", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43322|issue:43540", + "issue:28530|issue:34567", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44991|issue:46315", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "f11cd03c0331b2e50a4492ae8723ef1df516087ab15faea527d37322672ac38a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only clearly supported duplicate subgroup is the Qwen3.5 `save_pretrained` regression pair (45216/45357); the other soft links are too broad or point to different root causes.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45216 is the best canonical anchor: it reports the core Qwen3.5 `save_pretrained` regression, and 45357 is a later follow-up showing the same incorrect visual encoder keys persist.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the strongest representative issue in the cluster because it captures the main Qwen3.5 checkpoint-saving defect and has a closely matching follow-up in 45357.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but they describe different failures: unsupported `center` handling vs fbank feature extraction." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF/model loading, but the titles point to different failures and not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer constructor conflict and custom model initialization in notebooks are unrelated regressions." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized offload loading failure and Qwen2.5-GGUF loading failure are different code paths and error modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL temporal position-id scaling bug are different defects." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and `get_seq_length()` returning the wrong type are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaulting and missing padding-mask support are distinct audio issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and `continue_final_message` behavior are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to non-persistent buffer serialization junk." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer loading failure are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and buffer serialization corruption are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a model-tying bug and the other is device-dependent serialization." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same as the Mistral regex crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 model-loading failure and template compilation error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Bad vision-model outputs and processor size mismatch are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support and missing STE affect different audio mechanisms." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric handling and `num_input_tokens_seen` updates are unrelated trainer issues." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same defect as the cache sequence-length contract violation." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are different tokenizer/model issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading regression and tokenizer regex crash are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with `torch_compilable_check` is unrelated to OmDet-Turbo preprocessing size." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config loading and `_is_hf_initialized` argument errors are different initialization failures." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 `save_pretrained` regression producing incorrect checkpoint contents; 45357 is a direct follow-up." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict and MobileLLM key error are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and tokenizer conversion slowdown are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor conflict is not the same as a model loading failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve float8/fp8, but they are different code paths and failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across several Qwen models and still-image temporal position-id scaling are not the same root bug." + }, + { + "left": "issue:44534", + "right": "issue:44683", + "accept": false, + "reason": "Non-persistent buffer junk and compiled flex_attention failure are unrelated regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen3.5 save_pretrained pair is well grounded, but the other accepted soft-edge links are too strong for the packet evidence. `43452` vs `43482` are both GGUF/loading issues, yet the titles do not support the same root bug. `44479` vs `45325` are both Qwen/VL-related, but one is a broad video-input regression and the other is a still-image temporal position-id scaling bug; that is not enough to call them the same defect. The summary also overstates the cluster structure by describing these as clear duplicate subgroups. Conservative links would be to reject these softer matches and keep only the clearly supported Qwen3.5 pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:43632|issue:44756", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:42796|issue:43746", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43381|issue:45923", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:41553|issue:43582", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "c4d421295e85b599a102ccbca40a5c53cb2646799151664a6c97f73e030f6c2a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bag of unrelated Transformers issues, with only a mild tokenizer/v5 regression theme. I do not see any true duplicate PRs, and none of the soft issue pairs look like the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45812 is the broadest, most central tokenizer regression in the set: it describes a silent v4\u2192v5 break affecting all Granite models and has inbound references, making it the best single umbrella issue among otherwise disparate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the strongest standalone issue to anchor the cluster because it is user-impactful, cross-cutting, and closer to a root-cause tokenizer regression than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs GraniteSpeech config strictness." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: _is_hf_initialized regression vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different code paths: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but distinct bugs: iterable-dataset multi-image training vs rope index scaling." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different subsystems: tokenizer BPE markers vs PEFT/local-checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue vs noisy loading output; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model/load failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding window." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (Granite IDs vs CodeLlama round-trip spacing)." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Distinct runtime failures: Whisper execution vs missing Float8 storage object." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Different issues: extra load-time noise vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions with no shared failing code path." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different training scenarios and failure modes; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated issues: perplexity anomaly vs Whisper batch_decode behavior." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode error is different from missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key handling vs Gemma-4 FSDP2 attention KeyError are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5-related type errors, but they are clearly different bugs in different loading paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message vs AppleSilicon allocator TypeError; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training bugs with no shared code path." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression vs CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config failures; no evidence of the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different issues: dequantized model offload loading vs Qwen3 MoE training memory use." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/package-related, but they are not the same installation bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is FA3 sequence-classification behavior and the other is a loss formulation bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model loading defects with different symptoms and code paths." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal weights, but one is missing temporal attention and the other is wrong visual-encoder save keys." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Distinct internal regressions: ModelOutput key assignment vs buffer initialization." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Related to tokenizer loading, but one is ignored tokenizer.json and the other is wrong Granite token IDs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different problems: sliding-window behavior vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different batching/padding bugs in different models and code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different Qwen/model-loading failures; one is cudaErrorAssert during device mapping, the other is a Mistral tokenizer patch crash." + } + ] + }, + "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": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:42796|issue:45381", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:42796|issue:46209", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:44186|issue:44265", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "9c16d55ced78fe817e99c3a4ec49852d5fe380c1681383b2ce01588fa722772f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose theme cluster around many unrelated Transformers regressions and model-specific bugs, not a tight duplicate set. I found no convincing duplicate pairs, so all soft edges are rejected. If forced to pick one issue as the cluster representative, 43611 is the broadest loading-regression report, but it does not actually cover the rest of the cluster.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43611 is the broadest and most general report in the set (Transformers 5.0.0 breaking model loading via base_model_prefix), so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best fits as a representative issue because it describes a generic v5 loading regression rather than a narrow model-specific symptom, but the surrounding items are too diverse to treat it as a true umbrella duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different failure modes: buffer serialization/junk vs ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL regressions, but one is multi-image finetuning and the other is video position ids; not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated code paths: torch.export with torch_compilable_check vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but the concrete breakage differs: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading vs ModelOutput key handling are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related area, but still-image temporal scaling and video vision_position_ids are distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging/backend issue vs PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL position-id regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and bugs: SigLIP2 bad outputs vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure is not the same as meta-device loading breakage." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/model-input issues, but one is Qwen2.5-VL position ids and the other is Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tying bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to dtype mismatch during inference." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failures: FP8 config handling vs GGUF loading in v5." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs strict config loading are different load-time problems." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure surfaces: Qwen VL video regression vs Gemma4 device-map mismatch." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure and torch/transformers compatibility are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization version changes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer marker handling vs FP8 inference on B200 are different problems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and symptoms: glm-4v loading failure vs sleng-bert loading failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug vs Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying bug and Bamba SDPA/torch.compile failure are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example problems and Qwen2.5-VL multi-image finetuning failure are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes despite both involving device maps." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:42796|issue:44977", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43720" + ], + "prepared_review_unit_hash": "523e00551cf52a4d1db5e9869012fbd27aea261665c55ff8d875b956322e27a2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, loading/offload problems, multimodal weight-tying bugs, and training-loop edge cases. None of the soft pairs appear to be the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest concrete issue in the set: it is an open, cross-model tokenizer regression with inbound references, so it is the best umbrella if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative issue because it describes a real shared regression pattern rather than a model-specific symptom, and it has the clearest chance of aggregating related tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/model-behavior bugs, but one is a BPE-marker handling issue and the other is a flash-attention generation issue; different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision inputs, but one is batched-vs-single padding-mask correctness and the other is a processor/model resolution mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across several models." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/weight handling, but one is lm_head tying in a multimodal model and the other is a bfloat16 dtype mismatch across different models." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Both are model-loading/config issues, but one is Qwen3 MoE weight conversion with accelerate+deepspeed and the other is a missing gradient-checkpointing flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are offload/quantization related, but one is a specific dequantized-model load failure with device mapping and the other is a broader quantized offloading OOM complaint." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are about input handling for vision models, but one is MIMI padding-mask batching and the other is Perceiver image resolution/interpolation behavior." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "One is a Llava Next loading segfault and the other is sinq quantization save/load breakage; not the same failure mode." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Both concern model quality/perplexity-like symptoms, but one is a specific perplexity regression and the other is ineffective gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "One is weight tying in a multimodal generation model; the other is packed-weight unpacking during accelerate loading for BitNet. Different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "One is a missing pad_token_idx config regression; the other is improper unwrapping of text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different runtime failures: CUDA assert on Qwen3 auto device mapping versus a segmentation fault while loading Llava Next." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is broken FSDP CPU RAM efficient loading; the other is non-persistent buffers being filled with junk. Similar upgrade scope, but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a missing all_tied_weights_keys attribute in a causal LM." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "One is a failure to run a 3d_parallel script; the other is a Qwen3Moe FineGrainedFP8Config loading failure. No shared code-path evidence." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are v5 save/load regressions around multimodal weights, but they affect different serialized keys and different model components." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are model-specific and describe different breakages: a load failure for glm-4v-9b versus wrong tokenizer loading for est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both touch Qwen-related inference, but one is a CUDA device-mapping crash and the other is flash-attention generation corruption." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "One is resume_from_checkpoint epoch-iterator failure; the other is early-stopping/metric_for_best_model handling. Different trainer logic." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "One is increased reserved memory under int4 quantization; the other is a T5/apex fused RMSNorm memory leak. Different sources of memory issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A custom compute_loss signature change is unrelated to a 3d_parallel execution failure." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is a perplexity regression on a specific model/dataset; the other is a broad tokenizer-behavior change. Not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape handling is unrelated to tokenizer behavior changes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3Moe FP8 loading are separate issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "One is strict config blocking a model config; the other is tokenizer loading failure. Different layers of the stack." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "NER/padding/truncation crashes in a tokenizer are unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder's dummy Conv2d and missing Sam3Model text-encoder weights are distinct model issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-related, but one is quantization offloading and the other is mmap OOM avoidance on Strix Halo; not the same fix." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype not propagating to Blip2 components; the other is incorrect max_steps recomputation when resuming checkpoint with batch-size changes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is lm_head weight tying in Mistral3ForConditionalGeneration; the other is incorrect visual-encoder keys on save_pretrained for Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is a different failure from BitNet packed-weight unpacking during accelerate 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": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:36331|issue:41720", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44387|issue:45701" + ], + "prepared_review_unit_hash": "a9e6aa47643c468bbfb384dda376b27c38ce9447980fb1ccd0cad1da037e1260", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36675, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set; it is mostly a collection of unrelated Transformers issues with superficial similarity from broad subsystem keywords (tokenizers, quantization, offloading, multimodal).", + "confidence": 0.19, + "canonical_issue_reason": "Issue #43873 is the best umbrella candidate because it is broad, actively discussed, and sits in a recurring failure area (offloading + quantization), but it still does not appear to be the same underlying bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest issue to anchor triage due to its generality and higher discussion/inbound activity, though the cluster does not form a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: Gemma3n variable-name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs inability to run 3d_parallel.py." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving/multimodal paths, but the concrete crashes differ (_tokenizer missing vs str.to AttributeError)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs processor output resolution mismatch; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but they affect different models and different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression in processor/tokenizer access is not the same as a vague tokenization behavior change." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different concrete failures: SDPA/torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are loading/quantization-adjacent, but one is FineGrainedFP8 model failure and the other is dequantized gpu+cpu offload loading." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime issue." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed-training problems: device-map CUDA assert vs tensor-parallel-only failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3 recurrent-state caching." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 model loading and pipelines import failing on kernels version requirements are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both mention tokenizers, but they are separate tokenizer/model failures with different symptoms." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 family issues with different modalities and failure modes; not one underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device mapping." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FP8 loading failure is unrelated to Llava Next segmentation faults." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer-related, but slow/fast inconsistency and T5 add_special_tokens conflict are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are different failures." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation failure vs BarkProcessor voice_preset issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "SDPA/compile failure is not the same as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch offloading/loading, but the concrete bugs differ: device mismatch vs packed-weight unpacking." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading behavior and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM and tokenization changes across versions are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44514|issue:44545", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "b1311fa8675bbf886384ab7d9ee47df2cbff8c12091e46589eb0bc55464de79b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issues. I found one clear duplicate issue pair (`44514`/`44545`) and one likely same offline-tokenizer regression pair (`42886`/`44843`); the rest are different bugs touching different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44514 is the clearest representative bug report among the true duplicate pair; `issue:44545` is the same batched `apply_chat_template(..., padding=False)` crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue anchor because it states the bug directly and matches the duplicate partner exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different processors and runtime contexts; one is a missing `_tokenizer` attribute in `Gemma4Processor`, the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are save/load regressions, but they affect different models and different weights paths (`visual encoder` vs `text encoder`)." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix in cache strategies is unrelated to docs still listing removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding-window bug in Qwen3-MoE and the other is `from_config` unwrapping for composite multimodal configs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: Bark CPU offload/device mismatch vs BigBirdTokenizer special-token registration/decode output." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to a multimodal token-counting video-branch bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to Qwen3 auto device mapping CUDA assertions." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with `inputs_embeds`/`past_key_values` are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they involve different models and no shared concrete code path is evident." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3 sliding-window behavior is unrelated to the Float8 storage-object loading error." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional `post_init` handling in PatchTSTMixer is unrelated to Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: config unwrapping vs CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation and zero-loss classification are related to classification config, but they are not the same concrete bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size mismatch and bfloat16 dtype mismatches are different failures in different models." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash: `Qwen2_5_VLProcessor.apply_chat_template` fails on batched input when `padding=False`." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` handling is unrelated to Qwen3.5 config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings=False` during LoRA fine-tuning is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument conflict is unrelated to a model loading failure for ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Tokenizer/model load regression and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but one is a docs example with quantization errors and the other is an OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig token ID persistence are different tokenization/config bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking of Qwen3.5 embeddings and post-train `evaluate()` failure are different trainer issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training behaviors." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and quantized `sinq` save/load breakage are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "`weight_only=True` load failure and wrong video `vision_position_ids` are different Qwen-VL issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Likely the same offline tokenizer-loading regression: offline cache loading breaks because `AutoTokenizer.from_pretrained` calls `model_info()` unconditionally in `_patch_mistral_regex`." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing support in a trust_remote_code model are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the soft-edge verdicts are conservative. The two accepted pairs are plausibly duplicate/near-duplicate bug reports, and the rejected pairs are mostly clearly distinct by model, subsystem, or failure mode. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:45663|issue:45923", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:44843|issue:45081" + ], + "prepared_review_unit_hash": "c99b3bb4a6c5781028640ed7512d56cee28880ea68db9d05b3a3dab49be13c80", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37789, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the items cover many unrelated bugs across tokenizers, multimodal processors, config loading, model-specific inference, and training/offload paths.", + "confidence": 0.97, + "canonical_issue_reason": "No strong duplicate center emerges. The issues are mostly unrelated, so there is no single canonical issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46032 is the most self-contained and concrete report: it names a specific model component, a precise failing condition, and a clear incorrect-behavior symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different subsystems and failures: Mamba2 caching correctness vs T5 decoder input validation messaging." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor syncing and the other is BigBird mask-token registration/decoding." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated issues: a T5 Apex RMSNorm memory leak versus Qwen3 MoE CPU-offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different models and bugs: Qwen3 auto device-mapping CUDA assert versus T5 Apex RMSNorm memory leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization regressions." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_state logic and Nemotron trust_remote_code gradient-checkpointing flag are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but they target different tokenizer APIs and different crash modes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 pipeline/output mismatch versus CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is not the same bug as quantization/offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors are unrelated to quantization offloading bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash in patching and the other is a tokenizer regression with codec handling/warning text." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel DeepSpeed init failure is unrelated to _torch_extract_fbank_features audio preprocessing." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression around Mistral regex/codec handling is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is Qwen3OmniMoe video-input processing and the other is Qwen3.5 chat-template token/feature mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are completely different failures." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction mismatch do not share the same code path." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet accelerate-loading unpacking are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping add-new-model logic are different components and bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output changes are distinct model-behavior issues." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with custom models is not the same as Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword conflicts are not the same bug as failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and execution paths: SDPA compile failure versus DAC latent/STE mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-classification interpolation failures are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to DAC latent reconstruction correctness." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfaults and MPS histogram dtype support are different layers and failure modes." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and sequence-classification zero-loss behavior are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated model-configuration issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Trust-remote-code missing fields and strict-config loading failure are separate configuration-handling bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info calls in _patch_mistral_regex and backend_tokenizer AttributeError in the same helper are different concrete 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": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:43582|issue:46512", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43421|issue:44811", + "issue:43644|issue:43749", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:46294|issue:46463", + "issue:43825|issue:43994", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:45987|issue:46192" + ], + "prepared_review_unit_hash": "138dd2062ec2d51b7753dc72aa1c4db67dbccb7f2657646b5320b93f4d0538ee", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the proposed soft pairs look like true duplicates; they mostly span different models, subsystems, or failure modes. No PRs are present, and there is no clear single canonical issue for the set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the candidate issues are largely unrelated, and the soft pairs do not describe the same underlying defect.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "If a representative issue must be picked, issue:45020 is the broadest umbrella-style report, but it still is not a true duplicate target for the others.", + "best_pr_reason": "No pull requests were provided.", + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs in different areas: image processor void segmentation maps vs CustomTrainer loss signature handling." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal/model-loading problems, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a Gemma 3n variable-name collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Trainer metric gathering dropping tuple labels is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a Jinja/template compilation error are different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both concern loading/runtime state, but one is silent corruption of non-persistent buffers and the other is a StaticCache return-type bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Model output regression in Pegasus vs masked-LM prediction regression in CamemBERT are distinct model-specific bugs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError and stale config.dtype after from_config are different initialization issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors are unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure after token alignment is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation vs AutoTokenizer failing to load a different tokenizer are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and FSDP_CPU_RAM_EFFICIENT_LOADING are different regression classes." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs in Qwen variants, but the symptoms and affected model paths differ enough that they are not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different concrete problems." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading mismatch and Video-LLaVA missing temporal attention/shared weights are unrelated model architecture issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention device/dtype mismatches, but they affect different models and different execution paths, so they are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template token mismatch and T5 decoder-input validation error are different validation issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error message/regression about translation tasks, the other is a SigLIP2 model/output issue involving pipeline use but not the same defect." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale v5 docs mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor mask shape mismatch and trainer.evaluate failing after train are different failure points." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and importing transformers.pipelines with kernels version requirements are unrelated import/load issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code compatibility, but 44561 is a specific is_torch_fx_available removal regression while 45020 is a broader recent-versions report, so they are not clearly the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 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None of the soft edges look like the same concrete underlying bug or a single PR-worthy fix.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a safe canonical for the whole cluster; the items do not form one duplicate bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the cluster is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: image processor input-size mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is added-token spacing and the other is slow/fast inconsistency; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: packed-weight loading failure vs dtype mismatch in inference." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM regression; 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There is no single underlying bug cluster, so no canonical duplicate stands out and every soft edge should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: these reports cover distinct failures in different subsystems and models rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good cluster representative; the list is too diverse to treat any one item as the duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components and failures: PEFT/local checkpoint loading vs Whisper processor decoding options." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated model logic: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder/data issue is unrelated to an isolated reproduction of another upstream bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different Qwen3-MoE loading problem vs multimodal video token-count helper bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video inference OOM." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to notebook custom-model initialization behavior." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package extra/backend composition issue is unrelated to a kernels dependency/version requirement on pipelines import." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal model bugs: 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+ "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token accounting not updating." + } + ] + }, + "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": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:42915|issue:44821", + "issue:43404|issue:45127", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:42915|issue:45538", + "issue:43577|issue:46512", + "issue:43425|issue:46291", + "issue:43452|issue:43582", + "issue:42175|issue:43824", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:41720|issue:43540", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43742|issue:44291", + "issue:44568|issue:45488", + "issue:28282|issue:29127", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "7363016808a8ba7f5085d7949be686bc5323b4425a63cf95382cafe4cccd78aa", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, loading, dtype, video-input, and backend bugs are mixed together. Only one soft pair looks like a true duplicate family, centered on the Qwen2.5-VL video-input regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44479 is the best canonical anchor because it is the broader umbrella report for the Qwen video-input regression family and plausibly subsumes 45381; the other items in the cluster do not form a coherent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest representative issue in this mixed cluster: it is specific enough to be actionable, broad enough to cover the only clear duplicate-like pair, and earlier than the more specific follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: one is BOS/EOS insertion behavior, the other is codec/ warning handling for Kimi-K2.5." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated failures: missing pad_token_id on Llama4Config vs kernels import requiring version/revision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config load failure vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weights/tied embeddings, but one is a missing tie in a multimodal model and the other is LoRA merge collapse after vocab extension; not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config/token ID persistence bug vs MXFP4 quantization fallback bug; no shared code-path evidence." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model load regression vs CLIP tokenizer max_length constant; unrelated issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetr output drift in v5 vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is not the same as a broad version-dependent tokenization change." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 model loading problem vs tokenizer max_length issue; no common bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is weights staying float32 after load while the other is stale config metadata after from_config; distinct fixes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility problem vs kernels version/revision requirement; not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model gguf loading bug vs Apple Silicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend installation issue vs missing model import; different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "GPU/CPU offload loading failure vs tokenizer max_length constant; no overlap in bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3-family issues: auto device mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error vs a specific model-loading regression for Llama 3.2 Vision; not duplicates." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor argument collision vs tokenizer load failure for a specific model; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in v5.3.0; 45381 is a specific manifestation of the broader bug reported in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but they hit different Qwen model families and different failure paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Two different Qwen3OmniMoe video-input failures with different symptoms; not enough evidence they share one root cause." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model key-loading error vs init_empty_weights unexpected argument; separate loading bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token insertion bug vs a LlamaTokenizer pre-tokenizer override regression; related theme but different bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Environment import error vs LayoutLMv3 error-message clarity issue; not duplicates." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs list_repo_files revision forwarding; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/loading bugs: Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: 44479 and 45381 are the only convincingly related pair, and the other soft pairs are treated conservatively with clear reasons for non-identity. The umbrella/canonical framing for 44479 is supported by its broader Qwen video-input regression title and earlier date relative to 45381." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:42175", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43906|issue:46468", + "issue:34567|issue:36331", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:44568|issue:46491", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43404|issue:45987", + "issue:43756|issue:46399", + "issue:43526|issue:45479", + "issue:42796|issue:43906", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43643|issue:45375", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "8a1d520514291394ae51a608e09e33f88cf154ac601c11917fb8b7fe85f7f7e7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36556, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one plausible duplicate pair in SigLIP2; the rest of the soft edges are too broad or model-specific to merge safely.", + "confidence": 0.92, + "canonical_issue_reason": "No single global canonical issue: the cluster spans many unrelated bugs. If a representative were needed, issue 43493 is the clearest root report for the only overlapping SigLIP2 pair.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue because the cluster is not one problem; issue 43493 is only the best representative for the accepted SigLIP2 overlap, not for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different model/code-path bugs: XLNet CPU device placement vs T5 decoder-input validation messaging." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend availability issue versus a specific model load failure; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and inference paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect outputs; one is a reference-vs-HF discrepancy, the other a concrete bad-output symptom on the same model family." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failures: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs loading an image processor from URL are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue and an example-breakage report are not clearly the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state update bug versus a custom loss API signature break." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "FlashAttention/model support issue versus a missing PyTorch dependency error." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures in different code paths; only broad tokenizer similarity." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct round-trip/add-special-tokens behavior." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding device bug is unrelated to flash-attention sink handling." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to StaticCache seq-length return type." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm bugs: RoPE layer count vs kernel registration/decorator error." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction bug is not the same as classification loss degeneracy." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an unrelated isolated reproduction do not match." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related model bugs with different models and mechanics." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map forward mismatch versus decoder-input validation are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression versus Mistral regex patch crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model-loading key error and missing Float8 storage class are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model load failure do not look like the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug versus AutoImageProcessor URL loading are different areas." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump issue and stale auto_mappings references are unrelated CI/config problems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to tokenizer token-ID regression across models." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX config reload defaulting and rope-parameter validation TypeError are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code field loss and a specific config field dropped by @strict are not the same code-path." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The heterogeneous-cluster conclusion fits the issue titles, and the lone accepted SigLIP2 pair is a plausible duplicate/overlap without overstating certainty. The rejected soft edges are generally explained with model- or code-path-specific differences, which is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:42898|issue:46491", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:43452|issue:44843", + "issue:44514|issue:45381", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:44936|issue:45823", + "issue:45372|issue:46170", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:43295|issue:45356", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43646|issue:43749", + "issue:44843|issue:44991" + ], + "prepared_review_unit_hash": "fd1ec48830ce32fd6c30494e410cf91144e0b18c424398cbe3f814578aa7568b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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 mostly a grab-bag of unrelated Transformers bug reports and regressions across tokenizers, configs, loaders, trainers, and model-specific code paths. I don\u2019t see a true duplicate group here, so no soft pair is safe to merge.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression in the set (custom model initialization in v5), so it is the closest thing to a representative issue, though it does not actually cover the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative by scope, but the cluster is not cohesive enough to treat it as a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: BitNet accelerate loading vs Perceiver image classification." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading for granite_speech." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder input validation; unrelated code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight shape error vs LayoutLMv3 box-info error-message clarity." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and trainer evaluate-after-train are different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading is not the same as quantized model save/load breakage." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization behavior and the other is translation-model tied-weight issues; not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces and CodeLlama leading-space round-trip are different behaviors." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing torch import dependency vs NoneType broadcast failure in Trainer/DeepSpeed." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated model methods." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage is distinct from offline-mode model_info() calls in _patch_mistral_regex." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same family, but batched chat template padding crash and wrong video vision_position_ids are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Torch not found ImportError is unrelated to MacOS bus error on CLIP." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import regression from mistral_common differs from Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to processor.tokenizer regression in custom model code." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration issue and MLukeTokenizer AttributeError are different tokenizer failures." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and tensorflow_text backend mapping error are separate dependency-handling bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression is unrelated to Blip2 dtype not propagating to submodules." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer access and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output changes are different model-specific regressions." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: BigBird mask token special registration vs mdeberta add_special_tokens behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom model initialization regression and FSDP CPU RAM loading are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline Mistral regex patch bug is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + } + ] + }, + "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": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44977", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:45491|issue:46002", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43577|issue:44554", + "issue:44977|issue:46209", + "issue:43504|issue:44610", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:45823|issue:46050", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:33666|issue:36331", + "issue:43994|issue:46192" + ], + "prepared_review_unit_hash": "e5f1a2995ba24a60ca68af5a2f340b9943d42790cc66910ed35cb300271b45af", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36774, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, generation, device-map, precision, and processor regressions. The soft links look like broad textual similarity rather than the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a MobileLLM load/key error." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS CLIP bus error." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different failure modes: RoPE-layer dropping in Smollm3 vs missing text-encoder weight loading in Sam3Model." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head init/checkout behavior." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model parity issues: auxiliary-loss normalization vs DeepseekV3 implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token handling, but one is a BigBird special-token registration bug and the other is config persistence of custom token IDs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different triggers and likely different code paths: batched padding=False crash vs tool-call assistant message with no content." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated: Bamba torch.compile/SDPA bug vs DiaConfig save/load token-ID regression." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not the same as a broad tokenization-version regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different regressions: video-input preprocessing vs num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: compiled SDPA failure vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is compiled-forward chunked generation and the other is flash-attention behavior on Qwen3.5." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one returns incomplete config fields and the other is a v5 removal breaking remote-code models." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different bug classes: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to an import failure for GenerationMixin." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loaders and surfaces: MobileLLM checkpoint load error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load, but one is tied-weight serialization and the other is quantized sinq checkpoint restoration." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading failures: legacy field handling in Beit vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "No overlap beyond being model bugs; Beit load failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is not the same as a Qwen2-VL multi-GPU training request/issue." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different concerns: dtype propagation in Blip2 vs an MPS attention correctness issue." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different precision/runtime problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field load failure is unrelated to OmDet processor/model input-size mismatch." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to importing Trainer conflicting with datasets." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both are processor regressions, but one is default sampling-rate selection and the other is processor.tokenizer/image-passing API breakage." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig custom token-ID persistence." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different device/serialization bugs: Gemma4 PLE auto-device mismatch vs sinq checkpoint save/load regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to token-ID persistence." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but gguf_file regressions and ScandiBERT loading failure are different root causes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Siglip2 output quality regression is unrelated to return_tensors being ignored when text_kwargs is passed." + } + ] + }, + "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": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44849|issue:46209", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:44625|issue:45584", + "issue:44849|issue:45357", + "issue:43493|issue:43844", + "issue:44568|issue:46489", + "issue:39692|issue:43295", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "cf4534343154e46c6667551adb947cbfd29c736bc35ae5a9aaea8a20e09b7a9d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37290, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs cluster around tokenizer/config/model-loading regressions, but they point to different concrete failures and code paths, so none are safe duplicate merges. The clearest representative issue is the Granite tokenizer regression because it describes a broad v4\u2192v5 tokenization break in core AutoTokenizer behavior.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, silent AutoTokenizer regression affecting token IDs across an entire model family, which is more central than the niche model/config-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue to anchor this cluster because it captures the most general and high-impact tokenizer regression with a clear code-path description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-pad-token config bugs, but one is Llama4 `pad_token_id` and the other is StableLm `pad_token_idx`; different models and different fields." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 inference on B200 are unrelated failures in different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are distinct training/eval bugs with different fixes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation parity and a pipeline error-message regression are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading and an MLukeTokenizer AttributeError do not share the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading for Phi-4 multimodal and a PEFT version requirement bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is documentation/example mistakes and the other is implementation discrepancy; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states output and incorrect save_pretrained visual encoder keys are separate regressions." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient growth are unrelated training/model bugs." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is mdeberta special-token insertion and the other is DeepSeek-Coder v1 token output; different model families and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example issues and the processor.tokenizer regression are not the same underlying failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "A dtype mismatch in embeddings and exploding gradients under ZeRO-3 are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model and an offline-mode `model_info()` call regression are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure and Qwen3.5 flash-attention generation are separate issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are different regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but `mdeberta-v3-base` special-token handling and Granite token-ID regression affect different tokenizer implementations and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and quantized-cache `max_cache_length` behavior are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5 VL import and a Float8 storage lookup error are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage import failure and `flash_attn` KeyError on Python 3.13 are unrelated environment issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL dev loading; not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL `pad_token_id` missing and StableLm `pad_token_idx` missing are separate config regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task handling are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is failing to unwrap `text_config`; different root causes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch during forward are different runtime failures." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changes and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus generation test failure and a PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and a dependency version bump 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": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44423|issue:44734", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:44186|issue:46192" + ], + "prepared_review_unit_hash": "368b4bfcdcfea8e8470ea46e03e05e02d4d0989caf65e6ace2880c1fe64cda6e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34800, + "estimated_input_tokens": 8700, + "estimated_eval_tokens": 17656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, model loading, serving, quantization, and attention backends. The soft pairs mostly share broad subsystem vocabulary but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43873 is the broadest, actively discussed bug report in the set and has the strongest chance of serving as a representative anchor, though this cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative issue because it is open, well-described, and broadly scoped; however, it is still only a loose thematic fit for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading/config compatibility problems, but they fail in different places: missing pad_token_idx vs an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "These concern different tokenizer/model-structure regressions; one is a key/position-id warning, the other is a CLIP text-model attribute layout change." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but they affect different models and code paths, so they are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A legacy preset-load issue for BEiT segmentation is unrelated to BigBirdTokenizer special-token registration and decode output." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but one is about compiled forward/chunked generation and the other is Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output corruption and an unexpected key/position-id issue are different model behaviors with no shared concrete failure path." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading and quantization save/load breakage are related themes but distinct bugs affecting different lifecycle stages." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention integration crash on sink-less models; the other is a sinq serialization/deserialization issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve bugs, but one crashes on multimodal continuous batching while the other fails in KV-cache continuation indexing." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient explosion under DeepSpeed ZeRO-3 is unrelated to a latest-transformers model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3, but one is about a dummy Conv2d placeholder in a decoder while the other is a memory overflow when running the litetext model." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning is not the same bug as GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve processor missing _tokenizer is unrelated to rope-parameter list typing in configuration validation." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "An added-token spacing bug is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A template-node compilation error is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is not the same as a PyTorch version check bug in flex_attention imports." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is a missing default for token type ids and the other is a device-map forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same root cause." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A missing flash-attention utility import and meta-device model-loading failures are different compatibility issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crashes and return_tensors being ignored in text_kwargs are different tokenizer API 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": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:42490|issue:43493", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43824|issue:43975", + "issue:28218|issue:35141", + "issue:43653|issue:44112" + ], + "prepared_review_unit_hash": "12a292c44111c34cf235a5c54bdf3ab7961d8c7dd64b4ac2fc9dde0ee665e003", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36454, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous transformer issues with a single strong duplicate-like family around missing `pad_token_id` on config objects. The SigLIP2 pair is not a safe duplicate from the packet alone, and there are no PRs here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43334 is the clearest anchor: it reports a concrete load-time `AttributeError` from a missing `pad_token_id` on a config object, and issue:43525 appears to be the same config-attribute regression on a different model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the best standalone issue because it has the most explicit repro and the most concrete failure mode, making it the strongest candidate for deduping nearby config-attribute regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is multimodal assistant-mask handling and the other is tool-call/no-content crash; different code paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync behavior and hidden-state output regression are unrelated bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map forward mismatch and `return_tensors`/`text_kwargs` handling are different problems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression versus batched video shape bug; different inputs and failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor/tokenizer API regression is not the same as an OmDet-Turbo resolution mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec regression are different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc-example errors and ignored `return_tensors` are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing padding config field and `physical-intelligence/fast` load failure are separate issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/import errors in different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient inflation are distinct training/runtime bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse are related in theme but not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing padding config field and meta-device loading breakage are separate regressions." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different modules/models." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver positional-encoding failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption during load and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and tensor-parallel OOM are not the same underlying issue." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and Qwen2.5-VL rope/position scaling are unrelated multimodal bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale `config.dtype` after `from_config()` are separate loading issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing-`pad_token_id` config regression on model load, so they plausibly share one fix." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are different generation issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure for Qwen3MoE and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "They share only a broad SigLIP2/correctness theme; one is a zero-probability symptom and the other is a broader HF-vs-JAX discrepancy, which is not enough to treat them as the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2_5_VL import failure and DeepSeek tokenizer detokenization are unrelated model-specific bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and resized-embedding reinitialization are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test flake are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly grounded, but one soft-edge acceptance is too aggressive. issue:38175 vs issue:43493 share a SigLIP2/correctness theme, yet the packet only gives a zero-probability symptom on one side and a broader HF-vs-JAX discrepancy on the other; that is not enough to conservatively call them the same bug. The other soft-edge rejections look fine, and there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:43526|issue:46192", + "issue:43278|issue:43856", + "issue:43388|issue:43526", + "issue:41720|issue:46209", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:45290|issue:46326", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:44514|issue:44521", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "b12d83b13dcd2c69aadc4efaf66e36119045a3778facfa494c3a6f5021397dc9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly non-duplicate: it mixes unrelated issues across multimodal processors/chat templates, model loading, hardware/version regressions, and CI/docs noise. No soft pair looks like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the most active and central representative of the cluster, with broader multimodal chat-template scope and inbound references, making it the best umbrella-style issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative issue, but only as a loose cluster anchor rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Related processor behavior, but one is reduce_labels truncation and the other is return_tensors being ignored; different bugs and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "One is a dtype drift during evaluate, the other is MoE training memory usage; not the same underlying issue." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels; distinct failures." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are Qwen3 hardware/runtime failures, but one is a CUDA assert during device mapping and the other is FP8 inference on B200; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-tokenizer/model loading failures with different APIs and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video shape output; same processor area, but different concrete bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Separate import/runtime compatibility problems: flash_attn on Python 3.13 versus Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero-probability inference output vs model memory not releasing; unrelated issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech CI device-override failure are different problems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is an unsupported feature-extractor arg and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing utilities, but they are different symbols and different regression surfaces." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model/config structure, but one is text_config unwrapping for composite Qwen configs and the other is CLIP text model structure inconsistency." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template/tokenizer crashes, but they hit different inputs and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs updates around old pipeline APIs, but they concern different deprecated arguments and pages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Object-detection adjacent, but one is wrong processor output size and the other is an AMP CUDA crash in a loss function." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are multimodal apply_chat_template bugs, but one is a batched padding=False crash and the other is zeroed assistant masks; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/functionality: DAC latent mismatch versus qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is a float16 AMP crash, the other is missing auxiliary losses when denoising is off; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model bugs." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model loading, but one is base_model_prefix handling and the other is Sam3 text encoder weights not loading." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and feature-extractor output-length behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "The former is a specific flash_attention_utils import error, while the latter is a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are from_config semantics, but one is text_config unwrapping and the other is stale config.dtype after initialization." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType TypeError are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output differences across versions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token decode bug do not share the same root cause." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "mm_token_type_ids defaults and flash_attention s_aux=None crashes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech CI device-override failure are separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:45127|issue:45245", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:43819|issue:44493", + "issue:43278|issue:43825", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:26413|issue:31501", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:45593", + "issue:39692|issue:44493", + "issue:45290|issue:45381", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:28218|issue:32090", + "issue:45920|issue:46192", + "issue:43701|issue:45083", + "issue:40444|issue:43526" + ], + "prepared_review_unit_hash": "8b9173daa05fb266d71e91f111453504f36ef199380280f86418653781286db8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36937, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, tokenizer behavior, loading paths, and training/runtime failures. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` regression reports.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` regression, with the duplicate 45478 repeating the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue because it is the original, clearest instance of the duplicated Qwen3.5 MoE loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: LoRA/extended-vocab collapse vs a category-count limit error." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths and failures: Python import parsing error vs a feature-extractor helper behavior bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different breakages." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and problems: SwitchTransformers config bug vs BEiT pretrained preset loading issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: DAC latent decoding mismatch vs position-id key warnings across models." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to a pipeline error message regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: unsupported feature-extractor arg vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example issues for SigLIP2 are not the same bug as BEiT Fast label reduction." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Qwen3 Omni feature-length helper bug are different." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5 MoE-adjacent code, but one is flash-attention handling and the other is CPU offload rotary embedding; not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume failure and FineWeb training startup failure are different symptoms and likely different root causes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers configuration and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different API regressions." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 MoE `from_pretrained` error report; same title, same model, same failure mode." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues are not the same as position-id key warnings across models." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference and DeepSeek tokenizer regression are separate tokenizer/model behavior issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation choice and removal of `is_torch_fx_available` affect different subsystems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "LwDetr AMP/CUDA crash and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are unrelated model bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong token IDs and `return_tensors` being ignored are different tokenizer API issues." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and Qwen3 Omni feature-length behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BEiT Fast label reduction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: 45310 and 45478 have identical titles and matching Qwen3.5 MoE from_pretrained symptoms, and 45310 is earlier. The other pairwise rejections stay conservative and do not overclaim duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43746|issue:46209", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:27957|issue:34689", + "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:45372|issue:45588", + "issue:43976|issue:45440", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:32090|issue:33290", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "e37e724b422883d81b3145d1a9d82709e6b9011cce23c892a443239559237486", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly superficial lexical matches rather than the same underlying bug. They span unrelated models, code paths, and failure modes, so none should be merged as duplicates. No single canonical issue emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both mention generation/runtime failure, but one is a flash-attention correctness crash for Qwen3.5 and the other is a multi-GPU OOM for Gemma4; different model and root cause." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "v4 vs v5 output regression for Pegasus is a broad behavior mismatch, while 44977 is a flash-attention generation crash on Qwen3.5; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are unrelated failure modes with different stacks and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token embedding reinit after resize are separate issues affecting different parts of the model lifecycle." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference failures on B200." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba-9B-v2 is not the same as the qwen3_omni_moe helper length calculation issue." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/IndentationError in DebertaV2Model is a different code-path from Qwen3.5 rotary-pos registration missing a decorator." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tp-related OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "One is custom token IDs being lost on save/load, the other is the wrong custom module being loaded after save_pretrained; both involve persistence but not the same defect." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated model/runtime problems." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support on XLMRoberta and Llama 3.2 90B Vision model loading breakage are different issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is not the same as Deepseek tokenizer producing incorrect results." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing _flash_supports_window_size import and transformers>=5.1.0 load failure for physical-intelligence/fast are both import-related but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change during evaluate is unrelated to undefined variables in the video branch of _get_num_multimodal_tokens." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU CUDA OOM are different resource-management problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are different code paths and failures." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same underlying issue as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash and stale num_return_sequences warning in paged generate are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings from sliding-window attention are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and Gemma4 PLE device mismatch with device_map=\"auto\" are different failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error for ReasoningEffort and flash_attention AttributeError are separate dependencies/code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "executorch export guard/erfinv support and sink-less flash_attention crash are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 loading, but one is a missing mistral_common import and the other is a missing _tokenizer attribute in serve; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and lm_head.weight serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except exception swallowing are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "top_k changing pipeline output shape is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and adafactor+deepspeed OOM are different training failures." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "2^24 category limit error and stale paging warning are unrelated generate-time 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": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:33357|issue:39692", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:45459|issue:45712", + "issue:43278|issue:43575", + "issue:45412|issue:46369", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:43381|issue:43701", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:29127|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "a748152172d8c7a50c5df8f188883319352ac4d9ab5618f5caa72607e6edcc56", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38114, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated and do not form a real duplicate cluster; the soft pairs share only superficial subsystem similarity (tokenizers, quantization, vision, flash-attn, etc.).", + "confidence": 0.67, + "canonical_issue_reason": "No true canonical duplicate exists here; if one issue must anchor the set, issue 43873 is the broadest active bug report with the most follow-up activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best standalone representative because it is open, broadly framed, and has the strongest discussion/reference footprint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: local-path import warning vs quantization/offloading behavior." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory release." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to a SigLIP2 documentation example issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different code paths: LasrFeatureExtractor center-arg crash vs Qwen VL video regression." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer is not the same as SigLIP2 AutoModel/pipeline outputs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError differs from Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash is unrelated to Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading regression is not the same as rope-parameter JSON list handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized saving failure are separate problems." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy classes in repo checks." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak is different from SAM3 litetext memory overflow." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import breakage is unrelated to protobuf decode-error masking." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch are separate issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures around torch_compilable_check are unrelated to Wav2Vec2 save/tokenization." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are distinct model-implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird mask-token registration does not match FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FA2 support request is not the same as failing FA2 tests." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 inference regression is not the same as SAM3 litetext memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR length indexing." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error handling and output-embedding reinitialization are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import failure is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path slash import warning is unrelated to eval-mode gradient checkpointing." + } + ] + }, + "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": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:46121|issue:46399", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45588|issue:45600", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:44062|issue:45907", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "11913479c049d9f2820e608cedeb3d59cb8671fdbdcd8bfb27a10c486ff31585", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected. The best anchor is the active, widely referenced quantization/offloading issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43873 is the most active and externally referenced report in the set, so it is the strongest cluster anchor despite the broad topic mix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the highest discussion/reference signal and a clear user-facing regression-style failure mode, making it the most suitable representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: FP8 config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated code paths: CLIPVision hidden states regression vs Qwen3.5 MoE rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are rope-related, but one is a TypeError in validation dict conversion and the other is a kernel registration ValueError." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: Beit label reduction bug vs LW-DETR AMP/CUDA loss crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen model families and different issues: missing pad_token_id vs sliding-window behavior." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the 2^24 category-count runtime error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both audio-related, but one is chat-template sample-rate defaulting and the other is an unsupported center argument crash." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation failures: compiled-forward inconsistency vs NaNs from mixed-length sliding-window padding." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLM-R flash-attention support and LayoutLMv3 error clarity are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash-attention model support vs DeepSpeed Adafactor OOM are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling and auto_mappings cleanup are different issues with different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset bug is unrelated to Whisper processor skip_special_tokens behavior." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "A general custom initialization regression is not the same as patchtsmixer's post_init restriction." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different regressions: Adafactor+DeepSpeed OOM vs Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer setup is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Memory exhaustion and token-count tracking are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is a different issue from quantization/offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3 implementation divergence are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate sequence-classification loss are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are different code paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-API mismatches, but they affect different models and different missing fields." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden-state regression is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package/backend installation issue and missing import-utils helper are not the same underlying problem." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Different version-specific loading regressions with different root causes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading 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": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:44077|issue:44479", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:42796|issue:45290", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44464|issue:46421", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "4790d2dcdb722b6cb39b2fbef0cc4a304d80aaaa441f89472287357926a08624", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35523, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items are a heterogeneous set of unrelated Transformers issues across loading, generation, configs, quantization, and docs. None of the soft edges look like the same underlying bug/change, so no merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is appropriate; the cluster is not a duplicate set and the soft-linked issues describe different code paths and failure modes.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a clear canonical representative because the cluster spans unrelated bugs rather than one underlying defect.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different subsystems and failures: generation kwargs after sync_gpus vs metric gathering dropping tuple labels." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a loading shape-mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init API change vs a v5 video-input regression for Qwen VL models." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVision hidden_states bug vs torch.compile attention-kernel branching divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to pipeline removal/docs referencing pipeline()." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is dequantized model saving and the other is custom module resolution after save_pretrained." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Separate failures: loading a specific model repo vs backend lookup error for tensorflow_text." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: FSDP CPU RAM loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related multimodal config area, but different models and bugs: Gemma3TextConfig API mismatch vs Qwen text_config unwrapping." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Shared chunked-generation vocabulary, but one is output inconsistency and the other is spurious recompilation from cache lazy init." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume checkpoint key mismatch is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure is unrelated to unrecognized model/config.json errors." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels v0.15 import failure are different dependency/import issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image-tokenizer compatibility vs an error message wrongly mentioning translation pipelines." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to PyTorch-not-found ImportError." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and tensor-parallel OOM are not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to MobileLLM key errors on load." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 model support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length behavior is unrelated to a missing transformers.onnx module." + } + ] + }, + "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": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:43650|issue:46202", + "issue:45803|issue:46365", + "issue:44871|issue:45584", + "issue:43065|issue:44617", + "issue:44077|issue:44534", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:43404|issue:43441", + "issue:43452|issue:44496", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584" + ], + "prepared_review_unit_hash": "d66fe126a21896b38a8a45af8ced835501104cd35547d94ec9b811799a54aca3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated Transformers issues; none of the soft-edge pairs look like the same underlying bug or change, so all candidate merges are rejected. For a representative issue, I\u2019d pick 45698 because it\u2019s the most broadly framed and most actively discussed save/load regression in the set.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative by activity and breadth: it has the most discussion, inbound references, and a generic from_pretrained/save_pretrained loading failure that is easy to recognize as a real user-facing regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to anchor the cluster because it is open, high-activity, and describes a clear, broadly impactful model-loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both involve caching, but one is a remote-code path collision and the other is a max_cache_length behavior bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated SAM3/OmDet model issues: wrong input resolution vs memory overflow." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/image-tokenizer handling vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging problem vs model config API discrepancy; no shared underlying bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Generic noise title vs a Gemma pipeline roundtrip bug; not the same issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different code paths: Fuyu tensor conversion error handling vs Trainer import dependency conflict." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is eos_token_id config and the other is empty transcription handling in Whisper." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same product family, but dummy Conv2d in the decoder and CUDA OOM are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation vs non-persistent buffers initialization; different regressions." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but they fail in different processors and different call paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated model breakage vs a janus test failure; no shared concrete defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to the Windows/ROCm distributed import issue." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma token-id inconsistency and sinq save/load corruption are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both mention video/SAM-like models, but one is processor lookup and the other is a missing output attribute." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom-init regression vs a specific GPTNeoX config reload issue; not the same code-path." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but weight tying and FlashAttention failures are distinct problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs missing model_type in a config.json." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions across different models and modalities; not one underlying bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary loss normalization are separate training bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is a global GenerationMixin cache regression and the other is a Qwen3.5 recurrent-state reset bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm config field regression and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading for BEiT presets is a different issue from custom-module misloading after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure 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": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46369", + "issue:46421", + "issue:46489" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:43644|issue:44913", + "issue:44521|issue:45381", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "10844b3a11780ac1120281309297923d26889b88fdda3995c46c7908f1f3718b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, but one clear duplicate pair stands out: the v5 non-persistent-buffer regression. Most other pairs are related only at a broad subsystem or model-family level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the earliest and clearest report of the shared \"non-persistent buffers filled with junk\" v5 regression; issue:44534 is effectively the same bug with later wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue to keep as the representative anchor for the only clear duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache behavior, but one is a missing cache regression and the other is a recompilation/perf issue; not clearly the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different failures: missing pad_token_id vs sliding_window handling." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms; janus test failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated issues: Qwen2.5-VL video position IDs vs Sam3-lite text memory overflow." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different bugs in Qwen3-VL loading vs tied-weights warning behavior." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different components: Janus image-generation test vs Sam3LiteText auto-mapping/CI breakage." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different workflows and different models: local dataset loading vs Phi-4 multimodal model loading." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 buffer initialization regression; the other is a GPTNeoX config reload bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different failures in different model paths: CLIP hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning handling and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different areas entirely: embedding resize/post_init reinit vs local-path trailing-slash import warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing error is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are runtime regressions, but one is multimodal video input handling and the other is serve/KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing pipeline() is not the same as SigLIP pipeline output corruption." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and category-count limit are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is Sam3Video OOM and the other is Sam3LiteText overflow; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is a different issue from the stale num_return_sequences warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload loss are separate config/runtime bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal problems: assistant_mask generation vs video vision_position_ids." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to local dataset loading." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression is unrelated to the DebertaV2 @torch.jit.script parsing failure." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init restriction and strict granite_speech config loading are different config-policy issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: LoRA/extended-vocab model collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video-processing ValueError vs serve KV-cache continuation indexing crash." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer family, but not the same concrete bug: generic DeepSeek v5 regression vs a specific DeepSeek-Coder v1 gap in an earlier fix." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are initialized with junk; 44534 is a later duplicate of 43644." + } + ] + }, + "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": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43335|issue:44190", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:42796|issue:44521", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:45632|issue:46234", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:43404|issue:45216", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:46082|issue:46121", + "issue:36246|issue:38617", + "issue:45632|issue:46421", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43673|issue:46424", + "issue:44112|issue:44964", + "issue:43650|issue:44220", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "c051c9d7ec195a5ea440a844b78f6abd89bd7d87bd152118deb00030a6418903", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35879, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs usually share a broad area like imports, caching, or multimodal processing, but they do not look like the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "If a representative issue must be chosen, issue 44964 is the broadest recent multimodal model-loading regression in the set; however, the cluster does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the most central user-facing failure among these issues, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different bugs: SwitchTransformers config layer construction vs an image-classification example failing to read a local dataset." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Different code paths and symptoms." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated CI failures in different areas: GraniteSpeech test device override vs auto_mappings referencing removed configs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization, but one is BPE marker handling and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug vs FuyuBatchFeature exception handling bug; no shared concrete failure." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script problems, but one is multi-label classification output logic and the other is image-classification local dataset loading." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache path collision is unrelated to a missing import-utils availability flag." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is not the same as the TensorFlow/tensorboard backend dependency issue." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different multimodal/model bugs: processor.tokenizer regression vs gemma4 embedding resizing behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize issue is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug is separate from Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs layer_type_validation." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache-path collision for local models is unrelated to chunked-prefill cache lazy initialization recompilation." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific packaging bug around torch extras vs a generic dependency issue; no evidence of the same defect." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different problems with different failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is a wrong version check for AuxRequest import." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to KV-cache continuation tensor indexing in transformers serve." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs a notebook syntax error are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer reading error and CPU/CUDA output divergence in PPDocLayoutV3 are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code missing fields and missing model_type in config.json are separate config-loading failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different incompatibilities." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to stale auto_mappings entries breaking CI." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache during chunked_prefill and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech does not match a user-facing multimodal model load regression." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder data issue vs _torch_extract_fbank_features failure; no shared code path." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction 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": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45103", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:45083|issue:46506", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:46123|issue:46369", + "issue:43526|issue:43901", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:42796|issue:43650", + "issue:45335|issue:45584", + "issue:44279|issue:46515", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:45103|issue:45372" + ], + "prepared_review_unit_hash": "318d4d3e9d7cb40e221eae46d0d84e8cc99114de1d2dfa8f242e42b2fec8e14f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues across different models, configs, and subsystems. None of the soft pairs appears to be the same underlying bug/change, so all candidate edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the items span many distinct regressions and model-specific bugs, and none of the soft pairs is a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45584 is the strongest standalone representative because it is a concrete, well-scoped open bug with multiple inbound references and an actionable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Flash Attention 2 support for XLMRoberta vs output embedding reinit after resize when tie_word_embedding is False." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they concern different models and different failure modes: default None handling vs a missing vision field dropped by strict validation." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated: a qwen3_omni_moe helper-length behavior issue vs CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different root causes and areas: Qwen3-MoE sliding_window behavior vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Distinct regressions: processor.tokenizer/image passing broke in v4.57.5, while t5gemma resize_token_embeddings fails to update decoder.embed_tokens." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Not the same bug: one is a Python-version compatibility problem, the other is a specific model loading failure for physical-intelligence/fast." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and code paths: final partial batch handling in MaskGenerationPipeline vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one rejecting NoneType is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import support is a dependency issue, not the same as the embedding reinit bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/flash attention, but one is about saving dequantized models and the other is a runtime flash-attention failure; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model/config problem is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Same broad flash-attention area, but different concrete failures and models: Ministral-3 support vs s_aux=None crash in sink-less models." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are clearly different issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen regressions: one blocks model loading, the other corrupts save_pretrained output." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing in v5.0.0 during chunked_prefill has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is not the same as max_cache_length only being honored for Quantized Cache." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported Qwen2_5_VL symbol vs a nonexistent image_utils import are different import failures." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "These are both dependency-themed but not the same defect: Python compatibility vs a generic transformers dependency complaint." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to model config loading failing on an unrecognized repository." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague data request do not describe the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: token embedding resize not propagating vs Whisper empty transcription failure after align_special_tokens." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue is not the same as a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is about an unrecognized model config, the other about AutoModelForCausalLM.from_config not unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored is unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and a Qwen3.5 rotary-pos-emb registration error are different concrete problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crashing with future annotations and a mistral_common import breakage are unrelated 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": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:43650|issue:46209", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44521|issue:45325", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44297|issue:44462", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656" + ], + "prepared_review_unit_hash": "f0436fc5996b8032c3a98d91f57a2294ad621e0bc15b75f04bdad42d0dfea914", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35453, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the items are mostly unrelated Transformers bug reports, with only superficial overlap around regressions, tokenizers, multimodal models, and deepspeed. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the strongest representative by engagement and breadth of impact: it has the most discussion/inbound refs in this set and is a concrete, user-facing regression in a core multimodal path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is active, clearly described, and centrally about a recurring Transformers regression surface (multimodal chat-template behavior).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: a dependency/import issue versus a PEFT minimum-version bump. No shared code-path or fix target." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated symptoms and subsystems: SigLIP2 probability output vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The titles are unrelated and point to different failures: vague data request vs FP8 inference on B200." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code regression. Different concrete code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related, but one is a model loading regression and the other is incorrect save_pretrained visual-encoder keys. Not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared theme of imports after upgrade, but one is a missing HybridCache export and the other is a broad import-error report. Too generic to merge." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: load-balancing loss gating vs Gemma4 multimodal token-type defaults." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal issues, but one is assistant mask generation and the other is temporal position-id scaling in Qwen2.5-VL. Distinct code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling vs Deepseek tokenizer tokenization errors." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs/examples, but they concern different examples and different API mismatches." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: processor lookup in a pipeline vs Gemma4 PLE device placement during forward." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "One is compiled flex_attention on new torch, the other is a TensorFlow backend/package-install issue. No overlap." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families with different failure modes and likely different fixes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Python compatibility regression vs PEFT version bump." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different config semantics: head_dim validation vs stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both mention model loading, but the affected models and failure mechanisms differ completely." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and fields: default vision/audio configs vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related to tokenizer serialization/loading, but one is tokenizer_class written to config and the other is AutoTokenizer ignoring tokenizer.json. Not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different model-state issues: device-dependent lm_head serialization vs resize_token_embeddings not updating related embeddings." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: FlashAttention issue for Ministral-3 vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "One is a tokenizer regex patch crash; the other is list_repo_files not forwarding revision. Different APIs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both concern quantization, but one is saving a quantized model and the other is loading/dequantizing with device_map offload. Different failure points." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-related, but one is stale auto_mappings references and the other is leftover dummy classes. Different fixes." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a double optimizer step. 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": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:44589|issue:45362", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:43531|issue:45362" + ], + "prepared_review_unit_hash": "978e9fa2f0313153f32289f2ca7d1da367994f633ce7180b954f49519cb08f40", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers issue reports, not one tight duplicate set. The only soft edge that looks like the same underlying bug is the Qwen3 MoE loading regression pair; the rest are different code paths, models, or unrelated docs/tooling problems.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43299 is the broader, cleaner statement of the Qwen3 MoE loading regression in v5; issue:42491 reads like a downstream symptom of the same breakage on a specific LoRA setup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the best representative issue because it describes the core compatibility break more generally and is likely to attract the right fix and discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: missing files on processor.save_pretrained vs a slowdown/regression when filtering data after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but they affect different internals and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "One is serialization output from processor.save_pretrained, the other is a from_pretrained loading issue for Gemma4." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model/task failures: MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different issues: a missing TensorFlow backend dependency vs a version incompatibility between torch and transformers." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Dependency/back-end installation issue is not the same as a Python version support incompatibility." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different symptoms; both are output correctness bugs, but not the same code-path problem." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention backends, but one is Ministral-3 FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9; too different to merge." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 incorrect outputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both are kernels-related, but one fails importing pipelines due to kernels metadata requirements while the other crashes on a missing decorator in Qwen3.5 use_kernels flow." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is not the same as CLIPVisionModel hidden_states handling." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure are different model-loading bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL export and Python support mismatch are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A documentation issue and an import performance issue do not share the same underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Config attribute missing vs missing fields returned by AutoConfig with trust_remote_code=True are distinct problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma4 zero3 from_pretrained loading." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different failures." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and TensorFlow backend dependency installation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Cannot import AutoImageProcessor and Python version support incompatibility are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report terminal coloring and wrong position_ids docstring are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utils and a stale generate() warning are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crash with future annotations and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config loading failure are different issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss bug and D-FINE auxiliary-loss bug do not look like the same underlying change." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and Gemma4 zero3 loading failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": true, + "reason": "Both describe the same Qwen3 MoE loading regression after the hf4.x -> hf5.x/v5 transition; 42491 is a downstream LoRA-specific manifestation of the broader breakage in 43299." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The non-duplicate verdicts are appropriately cautious, and the single accepted soft edge (42491 vs 43299) is reasonably supported by the titles as a shared Qwen3 MoE loading regression across versions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:42886|issue:46132", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:44336|issue:46424", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:45412|issue:46123", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "c53b095b30f4241ee2e6f946a6276353fec614620070e1067ff056b1cb488aa3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are distinct regressions across different subsystems (imports, tokenization, config loading, generation, DeepSpeed, vision/audio pipelines). None of the soft-similarity pairs look like the same underlying bug or change closely enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45701 is the broadest user-facing regression in the set and best represents the cluster's repeated theme of version-dependent behavior changes, but the overall set is still quite mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best single representative because it is broad, current, and aligned with several other v5-era behavior-regression reports; still, it is only a loose fit for the heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "One is a BEiT image-processor label reduction bug; the other is a sys.modules access issue in modeling utils. Different components and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and audio feature extraction are unrelated subsystems with no shared code path." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface registration behavior are different bugs in different layers." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and CPU/CUDA result mismatch in PPDocLayoutV3 are different model/runtime issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate export problems." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation crash in serve is not the same as max_cache_length handling in cache config." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI formatting and cache-length configuration are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug in modeling_utils and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are different behaviors in different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 missing attribute and SAM3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility for a rotary embedding and a missing decorator registration crash are separate Qwen3.5 issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen import and DeepSpeed/BertModel index error have no shared root cause." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router logits load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and Chinese report about slower filtering after upgrade are not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing in chunked prefill and removal of is_torch_fx_available affecting trust_remote_code are different regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and sys.modules unsafe access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and ZeRO3 empty-deque failure are different DeepSpeed loading bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and unsafe sys.modules access are distinct loading failures." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize mismatch and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings/output-embeddings mismatch is not the same as a broad tokenization-version-change report." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import performance are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field for Qwen3_5MoeVisionConfig and AutoModelForCausalLM text_config unwrapping are different composite-config bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config loading and Qwen vision config field dropping are separate strictness/config-schema issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and PPDocLayoutV3 CPU/CUDA divergence are different model-specific failures." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline final-batch dropping are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models and Qwen3.5 rotary registration crash are different breakages." + } + ] + }, + "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": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:45137|issue:45600", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44368|issue:44977", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43065|issue:46123", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "550912fd135284ed9254da971c89f5a4148504038e6f9d1a2062f5e40ad9212b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36403, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues do not form a true duplicate cluster; the soft pairs are mostly broad semantic overlaps across unrelated bugs. I would anchor the set on the broadest regression report, with no PR canonical candidate present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest, most actionable regression report in this set (multi-model v5.3 video-input failure) and is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest user impact, strongest reproduction value, and broadest scope among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Different bugs: MPS histogram/int support in MoE vs missing chat template in a processor." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both touch tokenization/loading, but one is a model load regression and the other is error masking when protobuf is absent." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Related to tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated subsystems: DeepSpeed ZeRO3 deque error vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: stale cache on second forward pass vs missing mm_token_type_ids default in Gemma 4 fine-tuning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are SAM/Qwen video issues, but the concrete failures and code paths are different." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model families and failures: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression vs Windows/ROCm distributed import failure; no shared code path." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a broader ESM2 breakage; not the same defect." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different failures: Gemma-4 ZeRO3 loading vs optimizer step being called twice under DeepSpeed." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenization failure vs Gemma4 multi-GPU CUDA OOM; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation regression." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The reproduction issue is too vague to equate; Gemma roundtrip failure on '\u2581' is a specific tokenizer/pipeline bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API acceptance failure is unrelated to Gemma tokenizer roundtrip behavior." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale indexer cache in GlmMoeDsa vs flash-attention aux-state handling." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Warning about tied embeddings during fine-tuning is unrelated to paged generate's stale num_return_sequences warning." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but dummy Conv2d in a decoder and a model-type warning are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Shape-mismatch model loading for Qwen3-VL is unrelated to Qwen3.5 tie-word-embeddings warnings." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs Windows/ROCm distributed dependency issue; different defects." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type contract bug vs LlamaConfig head_dim validation; different layers of the stack." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Both are pipeline/model issues, but dummy Conv2d and is_last handling in MaskGenerationPipeline are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is kernel divergence under torch.compile and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription bug is unrelated to a Windows ROCm dependency/import failure." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and missing processor files are different problems." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs a performance regression in data filtering after upgrade; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "General v5 custom-model init breakage is not the same concrete bug as the ESM2 report." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown in data filtering and double optimizer stepping are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to DeepSpeed optimizer-step duplication." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache missing in v5.0.0." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "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:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:45310|issue:45375", + "issue:43723|issue:46326", + "issue:42673|issue:43704", + "issue:43873|issue:44945", + "issue:44964|issue:45137", + "issue:43232|issue:44188", + "issue:45081|issue:45103", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:46077|issue:46123" + ], + "prepared_review_unit_hash": "339425e2d834d7cd2e79ce40bfbc9982b34fa7886f6b5ca57478ab22f2a39de0", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items are unrelated model-loading/import/tokenizer regressions that only share broad Transformers similarity. The only clear duplicate pair in the provided soft edges is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span many distinct bugs; if an anchor is needed, the Qwen3.5 MoE from_pretrained regression is the strongest standalone candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue: it is specific, version-scoped, and has a clear concrete failure mode in a high-signal model-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/encoding-adjacent, but they describe different models and different failure paths." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS config inconsistency and AttentionInterface behavior are unrelated bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are separate code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report does not match the specific Gemma-4 zero3 loading issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video attribute error and trust_remote_code missing fields are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading stall are distinct issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different symptoms; not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but they refer to different missing symbols and likely different API removals." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a broader from_pretrained error without enough evidence they are the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute failure and Gemma pipeline roundtrip issue are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but the titles point to different specific loading/config bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and continue_final_message behavior are not the same code-path problem." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output correctness are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and torch.compile attention-kernel divergence are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing classes and different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel generation correctness and Qwen3_5 image looping are distinct problems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/FP8/loading themes, but the concrete bugs are different." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model variants and different failure modes; not mergeable as one fix." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and Janus image test failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different APIs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue and FP8 save_pretrained failure are different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional masking and MaskGenerationPipeline batch handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair (42673/43704) is an exact title duplicate, and the other pairwise rejections are reasonably cautious given the limited evidence. One note: 45310 and 45478 share the same title in the packet, but that pair was not among the provided soft edges, so it does not invalidate this evaluation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "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:46231" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44297|issue:45656" + ], + "prepared_review_unit_hash": "dfbd592005302fd1067cbb5db3a05c9df013909d8973dfa56200655198b7a3ed", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37748, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of unrelated issues across tokenization, model loading, training, packaging, serving, and docs. None of the suggested soft edges look like true duplicates or the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs in different subsystems, so there is no clear duplicate target to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue either; none of the issues is representative enough of the rest to serve as a global duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: backend/extras installation vs leftover dummy PT classes leaking into namespace and failing checks." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading error vs pytest-xdist file race in testing utils." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained-load legacy field bug is unrelated to the captured_info.txt race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs a missing import in image_utils; different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race vs stale auto_mappings references breaking CI; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression vs missing import; separate failures." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype mismatch in eval vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE router-loss condition; different model behaviors." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs embedding reinit after resize; no shared code-path." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization cleanup behavior change vs special-tokens insertion regression; distinct tokenizer logic." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failure vs OOM in Adafactor/DeepSpeed; unrelated training issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained missing files vs Qwen3.5-MoE from_pretrained error; different subsystems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 multimodal token defaults; different models and failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug vs ModelOutput key assignment bug; not the same underlying issue." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Granite token IDs; distinct root causes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 vs special-token behavior for mdeberta; separate failure modes." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method vs remote-code meta-init incompatibility; different code paths." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import failure in sentence-transformers vs missing Qwen2.5-VL export; unrelated import issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup_spaces vs Deepseek tokenization correctness." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash vs auto_docstring annotation handling crash; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but Kimi codec handling/warning issue is not the same as clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading registered position_ids buffer vs optimizer step called twice with DeepSpeed; different bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5MoE; separate model issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args ignored vs documentation typo; not the same underlying change." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "v5 tokenizer cleanup regression vs Pegasus v4/v5 output difference; different tokenizer/model behavior." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue vs leftover dummy class cleanup; unrelated maintenance problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_config.json class mismatch; different serialization paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting on failed training jobs; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure-reporting bug vs Llama 3.2 Vision model-loading regression; different areas." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs DeepSpeed optimizer double-step; no shared 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": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:42831|issue:44623", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:45071|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:44734|issue:46421", + "issue:44373|issue:44485", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "90cbf2ebe5613a0ce0c7e82e86c796e0b757887f0aee7c35521901e20c24fd3e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft links are all false positives: the items span many unrelated bugs and subsystems (imports, training, generation, tokenization, cache, multimodal, FP8, docs). There is no single duplicate issue or PR candidate in this set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different areas: model output differences vs AttentionInterface registration behavior." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer import/loading are unrelated failures." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing-files are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults vs non-persistent buffer initialization junk are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs and Trainer compute_loss kwargs are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor serialization missing files do not match." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow tracking and embedding reinitialization are different problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "ONNX import failure is unrelated to missing PyTorch dependency errors." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limit and AttentionInterface behavior have no common bug path." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different missing symbols in different packages." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 output attribute error and MoonshineStreaming off-by-one mask bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save mismatch and Qwen3.5 MoE from_pretrained error are distinct issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression and FP8 B200 inference failure are different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading issue and flash-attention generation bug are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming windowing are separate bugs." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length handling are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility do not match." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size default discussion are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache continuation crash and lazy cache recompilation are different cache bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping bug and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access and processor.save_pretrained file output are different issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading script bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer loading regression and Gemma-3 eos_token_id inconsistency are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue and SequenceFeatureExtractor.pad performance bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue and DSA indexer ReLU discussion are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44373", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42796|issue:43122", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44188|issue:44373", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "88317c3c7c92a730b76895325da01ec4b5f7a1890b6adfce93c2be1727b307d6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated Transformers regression reports. The only common thread is that several involve v5-era import/tokenizer/config/save-load regressions, but the soft pairs are not close enough to treat as true duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like issue in the set: it captures multiple import failures after a version upgrade and best matches the recurring migration/regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor this cluster because it is broad, user-facing, and plausibly subsumes narrower import-related reports better than the model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model save/load, but they appear to target different quantization paths and symptoms; not enough evidence of the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different models and different failures: loading hangs versus zero-probability outputs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal/vision-related regressions, but one is a load-time meta-init incompatibility and the other is a save_pretrained key serialization bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Completely different code paths and symptoms; this is not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to the MoonshineStreaming off-by-one mask issue." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are different failures." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training divergence with flash_attention_3 is not the same as NaNs during checkout/init." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor-splitting bug and a docstring issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "These are different model families and different regression types." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config defaults on reload/init, but the affected models and behavior are different." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "These are different SAM3 issues: a warning about model type mismatch versus missing text encoder weights." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No shared underlying bug; one is a missing module import, the other is a Flash Attention 2 model issue." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer behavior regressions, but one is a model-specific BPE marker problem and the other is a broader version-to-version tokenization change." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Related only at a very broad level; one is a specific missing dependency import, the other is a generic report of many import errors after upgrade." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization semantics." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading failure is unrelated to wrong decoder type selection." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "An FP8 accuracy issue and an infinite-loop multimodal bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import versus tokenizer spacing behavior; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A configuration warning is unrelated to a streaming attention mask off-by-one error." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different models and different problems; not duplicates." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model save failure are different issues." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state handling and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning versus memory overflow are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA failure is not the same as AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance/warning is unrelated to the torch.split indexing bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer mapping assumption bug and missing kwargs forwarding in AutoProcessor are different 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": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:44521", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:43784|issue:45600", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "0c2f1e2cca87744bc9dc100cae71472efb2990959fdd4c51f23d4816c050c0f3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similar pairs share only surface keywords (imports, tokenizer, save/load, multimodal, Qwen/SAM), but they describe different bugs or regressions. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not appear to represent one underlying bug; it is a set of unrelated regression reports that only look similar lexically.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate; the most-connected items are still about different code paths, so any one issue would be a misleading representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is tokenizer.save_pretrained writing the wrong tokenizer_class. Different code paths and failures." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers hanging on load and a MacOS bus error with a CLIP model are different symptoms and likely different root causes." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen3-Next tied-weights warnings concern different model implementations and distinct bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated failures in different execution paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A layernorm epsilon precision issue is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and broad import errors after upgrade are related only at a high level; the concrete failing symbols and causes differ." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failures and invalid GenerationConfig errors are separate model-saving vs generation-validation problems." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and wrong LLM output under pipeline parallelism are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer-version behavior changes and zero assistant_masks for multimodal inputs are different tokenization/template bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "A dequantized-save regression is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor and crashing on tool-call assistant messages are different apply-chat-template/loader issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A NameError during sentence-transformers import and stale auto_mappings references are distinct import/configuration problems." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer behavior drift across versions and continue_final_message bugs for mistral_common tokenizers are not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and all-zero assistant_masks are separate tokenizer/template behaviors." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexing and GLM-5 RoPE implementation are unrelated model-internal issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty results in the classification example and missing default mm_token_type_ids are different task-specific bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe load bug and tokenizer_class mismatch on save_pretrained affect different subsystems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and degenerate training with flash_attention_3 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning for sam3_tracker and a missing fpn_position_embeddings attribute are different SAM3 issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained loading are separate save/load paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output changes across versions and apply_chat_template crashing on batched input with padding=False are different failures." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained on moe models do not look like the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors for different symbols (Qwen2_5_VLForConditionalGeneration vs HybridCache) are not the same underlying issue." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; not the same code-path bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx and tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "An import removed from huggingface_hub and a missing transformers.HybridCache symbol are different package-level import problems." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and example-script empty classification results are not the same defect." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate and incorrect output with pipeline parallelism are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in a torch install extra and Python 3.14 load failure are unrelated environment/compatibility 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": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43673|issue:46328", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "193848b0870522285908cb5af893fb063c5181e5a0ae30c1b7374a77038b309e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive mix of unrelated Transformers issues: tokenizer regressions, import/runtime breakages, model-specific bugs, training problems, and docs/perf nits. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45278 is the least-bad umbrella because it is the broadest v5 upgrade regression report and overlaps with several import/load failures, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most central/representative topic-wise, but only as a broad migration-breakage anchor; it does not actually subsume the rest of the mixed cluster cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 HF-vs-JAX discrepancy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure vs LayoutLMV3 error-message clarity; unrelated code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing UMT5 encoder weight vs AutoProcessor kwargs forwarding; different APIs and bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder-type selection in v5 and the other is Deepseek output correctness; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs dtype mismatch in CI inference; unrelated issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family only at a high level; invalid GenerationConfig vs RoPE implementation discussion are different problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing symbol import vs broad post-upgrade import breakages; not the same concrete failure." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs SequenceFeatureExtractor.pad performance; unrelated subsystems." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression vs NaNs in classification heads; different symptoms and code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API-warning behavior vs missing image-patch count method in GLM46V; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure vs SigLIP2 implementation discrepancy; no shared bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is Qwen3-VL-Moe and the other is Qwen3.5 from_pretrained; not enough to treat as one bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation issue vs NaNs after checkout/init; different failures." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage vs Ministral FlashAttention bug; unrelated models and code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility problem vs incorrect PyTorch version guard in flex_attention; different version checks." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored vs trainer.evaluate failing after train; unrelated trainer/optimizer bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained visual-key regression vs from_pretrained error in Qwen3.5 Moe; related model family but different concrete failures." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example returning empty results vs pipeline translation-task error message; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper vs flex_attention PyTorch version check; different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3 VRAM leak vs Ministral tokenizer BPE markers; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption vs missing GenerationMixin cache in chunked prefill; different paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; not the same defect." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression vs Qwen3 tokenizer offset mapping bug; both tokenizer issues but different concrete behaviors." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in backend dispatch vs Gemma4 causal-mask construction; different models and mechanisms." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling vs flash_attention s_aux=None crash; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs incorrect PyTorch version gate; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs Deepseek tokenizer regression; different model-specific tokenizer issues." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in dataloader threads vs isolated reproduction of another issue; no evidence of same bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs SequenceFeatureExtractor.pad performance; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Device-dependent lm_head.weight serialization vs NaNs in classification heads; different bug class." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43582", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:43122|issue:46298", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:45071|issue:46512", + "issue:42222|issue:46178", + "issue:44829|issue:45216", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656" + ], + "prepared_review_unit_hash": "7a4e1d73d92ad56e771404c29a6d52a08951a96dbaa9450a63d23d44f3ec2e5d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35471, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5-era regressions, especially import/config/tokenizer loading issues, but the soft-pair candidates are mostly only subsystem-similar rather than the same concrete bug. I rejected all soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring upgrade/import breakages and best captures the shared theme across several narrow regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is the most general report and most likely to subsume related import failures after the 4.57.x -> 5.x transition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 loading/config regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking issue; different code paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is an output-shape bug and the other is a torchvision-missing crash in AutoProcessor; not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-5 invalid GenerationConfig vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated concerns: PEFT version pinning versus a PyTorch version check for flex_attention import." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen-family loading problems, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic small bug and the other is a pytest-xdist race on captured_info.txt; different issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different topics entirely: tokenizer behavior regression versus a noisy logging message." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing_utils bug versus SequenceFeatureExtractor.pad inefficiency; no shared underlying defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and do not look like the same code-path failure." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; distinct causes." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking break in PretrainedConfig, the other is stale dtype metadata after from_config; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different failures." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "A Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and symptoms: sam3_video/sam3_tracker warning versus MobileLLM loading KeyError." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM and an Apple Silicon TypeError in caching_allocator_warmup are different problems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm precision/config error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech versus a documentation parameter-name mismatch; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug versus FP8 inference failure on B200; different subsystems and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a feature-extraction function issue are not the same underlying problem." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 is unrelated to an unrecognized-model config.json error for Olmo-Hybrid." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific image_utils import and the other is a broad report of many import errors after upgrade; too general to treat as the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type regression and differing tokenization outputs are related in theme but not the same concrete failure." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy issues are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Although both are Qwen3.5/Qwen3-related, they describe different loading failures in different model variants." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer SGD args ignored and optimizer step called twice with deepspeed are different optimizer 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": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43012|issue:43577", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:44410|issue:45375" + ], + "prepared_review_unit_hash": "6b0f39666913e904e4732193566a6427b574314197efaf8503c5d855af199766", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37684, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of mostly unrelated Transformers issues, and the soft pairs are best treated as false positive similarities rather than duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43097 is the best weak canonical because it is one of the most broadly scoped, discussion-heavy v5 regressions in the set and has inbound references; however, the overall group is too heterogeneous for a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the closest thing to a representative issue in this cluster because it concerns a high-level, user-visible v5 breaking change rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions failures, but one is a v5 API acceptance problem and the other is a streaming inference failure on Qwen3.5; different concrete bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "One is missing TensorFlow from the torch extra; the other is a broken VitPose model path. Different subsystems and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch warning during bfloat16 compilation and the other is BLIP2 loading leaving submodules in float32." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is an explicit API removal warning around tie_embeddings_and_encoder_decoder; the other is unexpected position-id keys during model loading. Not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache handling and a testing_utils bug are unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch method in GLM46V image processing is unrelated to an MLA layer norm epsilon/config mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM, but one is a torch.split/indexing bug and the other is a RoPE implementation issue; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import failure is unrelated to PretrainedConfig type checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and undefined tf backend error are different failures with different triggers." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different model classes and likely different integration points." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior and Qwen3.5-Moe from_pretrained errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different math/indexing bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to a Deepseek transpose/dtype issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a weight-shape mismatch and the other is missing projections in a specific layer." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "One is a FlashAttention compatibility failure for Ministral-3; the other is a flash_attention_3 training degeneration bug. Not mergeable into one fix." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "A Qwen3-VL model loading mismatch and a Qwen3-VL-Moe bug are different concrete problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings API removal and gguf_file tokenizer/model loading failures are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different failure modes and models." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor loading without torchvision and a testing_utils bug do not describe the same bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A nonexistent image_utils import and a documentation parameter mismatch are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components with different runtime failures." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A torchvision dependency crash and a shard-size question are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is broader import/loading metadata behavior, while physical-intelligence/fast failure is a specific model-loading regression; too weak to merge." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM bugs: config epsilon precision mismatch versus RoPE implementation." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek models, but they are distinct implementation mismatches with different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video processors and missing ReasoningEffort import for Gemma 4 are separate dependency/import issues." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and a flash_attention.py s_aux=None crash are different problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols from different modules and are not the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A breaking API removal and a quantization save/load regression are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in a Qwen3Next layer and a dropped config field in Qwen3_5MoeVisionConfig are different issues, even if both are model-structure related." + } + ] + }, + "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": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "issue:43012|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:42175|issue:46365" + ], + "prepared_review_unit_hash": "fb45eb4ef6942f0ec75f741f8601795b8001a72e9886bbe3e9b056b4d6d88047", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37401, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not a duplicate cluster; they span many unrelated regressions, model-specific bugs, and API/import failures. No soft-edge pair looks like the same underlying issue, so all candidate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most discussion-rich bug report here, but it is not a true duplicate target for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest general representative because it has the most activity and describes a concrete runtime bug with broader user impact, though the collection is too heterogeneous for a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failures: local_files_only network leakage vs missing embed_tokens weight in UMT5Encoder." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL-Moe version bug vs missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Set_seed test flakiness is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different underlying API breakages." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken keyword collision vs TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Missing tie_embeddings_and_encoder_decoder API vs offloading/quantization behavior are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() failing after train() is not the same as importing Trainer being blocked by datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug is separate from auto_docstring crashes under future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to tokenizer mapping None handling." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL export and video-model AutoProcessor crash are different import-path issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to tensorflow_text being absent from BACKENDS_MAPPING." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed token weight in a model loader is not the same as save_pretrained shard-size behavior." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model/runtime problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as the reproduced issue 38071." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning and Bamba SDPA compile failure are not the same code-path bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failures and pipeline save_pretrained limitations are distinct save-path problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning is unrelated to tie_word_embeddings warning behavior in LoRA fine-tuning." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/check_repo leakage is unrelated to a generic noisy log message." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline translation support messaging is separate from inability to save Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite generation loops." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API is not a logging-noise issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support for NemotronH is unrelated to GPT2 attention scaling under backend selection." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model is unrelated to the Python version compatibility breakage." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 regression and deepseek-v4 comb.to(dtype) issue are different model-specific bugs." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to Trainer import conflicts with datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend scaling bug is different from AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is different from degenerate zero-loss sequence-classification behavior." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling are separate training/runtime issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error are related to different save/load paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow missing from a torch install is unrelated to Trainer import being affected by datasets." + } + ] + }, + "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": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "6ea1d2e402091d3e1071351a31720109868e0d43e3cabf899d28a0eed199a645", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-specific attribute/config bugs, serialization issues, attention/backend regressions, and a few docs/logging items. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different problems: local-path slash import warning vs bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request handling failure and batched chat-template crash are distinct code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both involve compile-time warnings/failures, but one is a warning and the other is a flex_attention compile break." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/API behaviors: missing symbol import vs network calls despite local_files_only." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model-training bugs vs an image processor label-reduction bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed config references is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom module mismatch is unrelated to the deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIP attentions and GPT2 attention-scaling being ignored are different regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Different outputs are missing: attentions vs hidden_states." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a concrete loading bug and the other is fp8 support work." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions request rejection and assistant tool-call tokenization crash are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL Moe loading failure and sorted state_dict loading error are distinct bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure hit different save paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to missing fpn_position_embeddings on SAM3 output." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenization-space cleanup behavior and tokenizer decoder type are different v5 changes." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import being blocked by datasets are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different underlying issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize propagation and bidirectional attention masking are unrelated Gemma4 bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to Pipeline save_pretrained failure." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as broken Pipeline serialization." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing Gemma3Config attribute and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving, but one is sorted state_dict loading and the other is incorrect saved checkpoints." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but for different supported-version ranges and failures." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support and D-FINE auxiliary-loss logic are different subsystems." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config-level behaviors: attention mask construction vs head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing attributes on different configs and model families." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and Qwen3.5 num_labels propagation are unrelated config 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": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "6a7153fd36c3f7fdbe1b8df79c3336dc23879f50b4e883a929fd558203eef9e7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only thematically related v5 regression reports, not true duplicates. The only clear duplicate-style match is the import-time slowdown pair around removing `import *` usage.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report here: it captures multiple import/load failures after upgrading from 4.57.0 to 5.5.0 and works as the best umbrella issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful representative because it is specific enough to describe the upgrade regression while still broad enough to cover closely related import/load breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different failures: missing `embed_tokens.weight` in UMT5 vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a cache/layer `no_grad` correctness change; the other is a broad import regression report." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling is unrelated to importing `Trainer` being blocked by `datasets`." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both affect importing, but one is a compiled-file error and the other is a TorchScript parsing issue in a specific model." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading order bug and missing config field serialization are different code paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Checkpoint loading failure and Gemma pipeline roundtrip tokenization failure are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute missing is unrelated to FSDP2 optimizer-state placement." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report the same import-time slowdown regression; the `import *` cleanup is a plausible direct fix for the slower `transformers` import." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing `set_seed()` in SamHQ tests is unrelated to xdist races on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache/layer update bug is not the same as the vague 'too many models break' report." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different loading failures; not enough evidence they share one concrete code path." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are separate serialization bugs." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM on a specific Qwen model are too different to merge safely." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache-update semantics have nothing to do with the Python version support regression." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output attentions and patchtsmixer `post_init` eligibility are unrelated model issues." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is about attentions output and the other is a model-structure inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and LwDetr AMP crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network requests and `AddedToken` keyword collisions are separate tokenizer/runtime bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test seeding issues are unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test seeding instability is unrelated to a GraniteSpeech CI device-override stale test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed()` in a test is not the same as broken `auto_mappings` references." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading failures and checkpoint reload incompatibility are both loading-related but not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory regression is unrelated to checkpoint reload failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save-pretrained behavior for MoE and missing `_tp_plan` for TP are distinct issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update semantics do not match the dummy `Conv2d` issue in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "`transformers env` CLI breakage and `AttentionInterface.register` behavior change are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is specifically tensor-parallel planning while the other is a broader `from_pretrained` error with no concrete shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: issue:45278 is a defensible umbrella for the cluster, and the summary does not overclaim beyond the packet. The soft-edge verdicts are appropriately conservative, with the lone accepted pair (issue:41669/issue:44246) reasonably supported by the shared import-time slowdown theme. No mergeability problem appears in the issue pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "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:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "1015071dbee31d57587bc26381d87a835f000d6ea87e18e33710fbf4830ba2ae", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated import regressions, model-loading bugs, training/runtime issues, docs problems, and feature requests. None of the soft pairs look like the same underlying bug/change with a fix that could plausibly be merged as one PR.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a safe canonical because the items span many distinct code paths and problem types rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue: the closest matches are still only broad thematic overlaps (for example, generic v5 regressions or model-loading failures), not the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import/runtime errors vs. a preprocessing slowdown regression; different symptoms and code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols with no evidence of the same root cause." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 components: tensor-parallel plan vs. missing config field in vision config." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is about no_grad decoration and the other about sync_gpus kwargs updates." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hangs vs. documentation confusion; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after v5 upgrades, but they affect different model/load paths and are not clearly the same defect." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network-request bug vs. unrelated placeholder issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and a missing image-processor method causing AttributeError are different failures." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job-status reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file handling vs. PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to the racoon placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and pipeline save_pretrained are different code paths and symptoms." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs. model-loading failure for a specific Llama vision model; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support issue is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and broken `transformers env` CLI are different failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage in v5 and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are different API surfaces." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward args vs. missing layer_type_validation import; not the same problem." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon issue vs. Gemma4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon placeholder issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug and FP8 inference support request are related by theme only, not the same concrete bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs forwarding and the other is attention-interface usage; different code-path issues." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing top-level exports; no evidence of one shared root cause." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application bug and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same defect." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs. a broad generic complaint that v5 breaks many models; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained and a generic bug report are not duplicate 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": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "2befc357ecd76a3a639e9dbdaa9514927e3e41e2a1fbb7cead6c1999fad7804d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38848, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same concrete underlying bug/change; most are only loosely related by model family, v5 migration, or import/loading themes. I\u2019d anchor the cluster on the broad lazy-loading/import behavior issue rather than a model-specific regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44273 is the broadest open issue in the set about loading/lazy-loading behavior, which best fits the cluster\u2019s recurring import/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the strongest representative to keep: broad scope, still open, and already has active discussion around the same general loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both mention import/loading pain, but one is lazy loading and the other is a tf-backend error from tensorboard-only installs; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different failures: a Qwen3-VL-Moe bug versus missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "One is a Qwen3-VL bbox/output bug; the other is a global PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowness is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is 2D bbox output corruption and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade complaints, but one is the transformers env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 pad_token_id attribute error is not the same bug as a generic 'many models break' report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance cost and missing GenerationMixin cache during chunked prefill are unrelated code-paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 Qwen3-VL/Moe inference support and a DeepSeek weight-conversion question are different requests." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5/v4 checkpoint compatibility, but they target different model-loading failures and different mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing StableLmConfig pad_token_idx attribute is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/config is too narrow to match a generic 'too many models break' issue." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are not the same concrete bug as a broad complaint about model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategies typo are unrelated documentation issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/performance is not the same as failing to import a specific Qwen3_5 model class." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A sam3_tracker/sam3_video config warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and inverse_sqrt scheduler kwargs are unrelated test/scheduler issues." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import behavior, but one is intermittent import slowness while the other is lazy-loading correctness; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python 3.9/v5 compatibility is unrelated to Qwen3-VL bounding-box hallucination/output errors." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access and a generic bug report do not identify the same failure." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as an unspecified bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are separate regressions." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs affect different subsystems and code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage/performance is not the same as a missing top-level HybridCache symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model variants and different failures: bbox output error versus from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version compatibility and a vague 'too many models break' complaint are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9 incompatibility is unrelated to the Qwen3_5 import failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are different model-initialization issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs propagation." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward inputs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different code paths and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command bug and lazy-loading failure are separate v5 regressions." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weights-key handling are unrelated save/serialization bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a specific Qwen3.5 Moe from_pretrained error do not match the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading not working and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are different v5 problems, not one 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": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "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", + "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": "15014a201888734b3e13035f7b892768ea66d186eb9ab8eeec45032266c4ae85", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883318, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; none of the soft pairs look like the same underlying bug or change. I would anchor the cluster on the concrete loading bug in issue 43502.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43502 is the most concrete, user-facing, and actionable bug report in the set: a specific loading path violates `local_files_only=True` and causes unwanted API calls.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest standalone issue candidate because it describes a specific reproducible defect with clear scope and likely code-path ownership.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bug domains: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared DeepSeek-v4 context is too broad; one is expert gating, the other is a tensor transpose bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward API docs are different issues with no shared concrete failure." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded loading is unrelated to RoPE implementation correctness." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both mention model internals, but RoPE implementation and audio positional encoding are distinct bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad \u201cmany models break\u201d complaint is not the same defect as an import failure for one model class." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak are unrelated issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Loading requests despite `local_files_only=True` is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing processor save files are different failures." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "These affect different models and different failure modes: timestamps vs memory leak." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-v4 weight conversion are not the same problem." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Torch split return handling and Gemma-4 audio positional encoding are unrelated defects." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding do not describe the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing RMS norm epsilon in MLA is not the same as Gemma-4 audio positional encoding behavior." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Importing HybridCache and importing Qwen3_5ForCausalLM are separate import failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support and a missing model import are different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer/v5 behavior, but one is broad behavioral difference and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the nonsensical unrelated issue title." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is not the same as an unrelated low-quality issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "An unrelated/invalid issue title does not match a broad Transformers 5.0 breakage report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashes are separate code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_id` in config and tied-weight key crashes are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different defects." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm config pad token naming and tied-weight list handling are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a from_pretrained error are not the same defect." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different loading problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support do not describe the same bug." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect `norm_eps` typing and tokenizer regex warning behavior are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former loss masking and missing kwargs in loss calculation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling does not match tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former segmentation loss behavior is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a quantization-operation typo are not the same defect." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and config type-hint correctness are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type hints and a typo in quantization terminology are separate issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm semantics is unrelated to ModernBERT config typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 20, + "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": "3bbc2388f919baba56799ffe856817f2848ce4de7e9b684e15bce16dc6e9da6f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they describe unrelated feature requests for truncation behavior, learning-rate scheduling, and Wav2Vec2 word offsets. No soft pair looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10519 is the most concrete and narrowly scoped request, so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: text truncation API behavior vs Wav2Vec2 time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated features: tokenizer truncation option vs ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying problem; one is about optimizer scheduling, the other about extracting word time boundaries from speech models." + } + ] + }, + "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": 20, + "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": "6b54522640216f389fef5d167d6be499dd8871cf8cd18a74f7f75e931b87b780", + "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 are only loosely related by ML/model-loading themes, but they describe different bugs and should not be deduplicated.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "None is a true duplicate; if a representative is needed, 16618 is the broadest model-loading report, but it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization vs. model loading are different subsystems and different failure modes; no evidence they are the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading models, but one is specifically about private-model auth/error messaging and the other is a generic inability to load 'bert-base-uncased'; not enough to treat as 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": 4, + "component_count": 20, + "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": "1e65ed008dd3da756bfbfc444e078869e85508e27cbd35febff1726b007f9ed2", + "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 similarly phrased but substantively different community-contribution issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. The shared wording reflects the same kind of request pattern, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests target different features/code paths (Flash Attention 2 vs GGUF support) and are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best representative for a duplicate cluster; both issues are separate feature requests with only superficial title similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying enhancements and likely different implementation areas; the similarity is only that both ask for broader architecture support." + } + ] + }, + "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": 20, + "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": "d3834b689ccaf7c61483e9b0f6770a5272fdd9ba92fe496d18ddc06756e10c4c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a single duplicate set: it appears to contain at least two separate translation-request groups, plus several language-specific issues that are clearly distinct. The strongest duplicate evidence is within the identical placeholder-title issues, and the exact Thai-title pair.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the best representative overall: it is open, has inbound references, and is an exact duplicate of issue:46226.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; same broad i18n theme is not enough to treat Turkish and a generic placeholder issue as duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; the titles point to different language-specific issues." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs a separate placeholder-title request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation requests; not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request and a separate placeholder-title request; too broad to merge as duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; no evidence they are the same concrete issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language/request; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs a separate placeholder-title issue; not enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; same subsystem, but not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the placeholder-title request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request; similar template text does not make them duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body; this looks like the same translation-request issue reopened or duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder-title translation request with near-identical content." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Body similarity alone is not enough; these appear to be different language-specific translation requests." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different language-specific request; not the same concrete issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-title issues with almost the same body; likely duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different translation-request topics; not clearly the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request; reject as duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "The requests appear to be for different translation targets; not a safe duplicate match." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different translation-request topics; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same title/body pattern; this is the clearest duplicate pair in the cluster." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the Thai-titled pair 46222/46226 is an exact match by title/body similarity and inbound refs support 46222 as the better representative, while the placeholder-title issues form a separate near-duplicate group. The rejected Turkish/Spanish/Romanian pairings are conservatively phrased and do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "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:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "92adec6eebb4d34a31dbaf30fcff255c9c6f6c4c59b51fa947135d6f86345985", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-addition/support requests for different concrete models or modalities, so the high textual similarity is mostly template-like rather than duplicate evidence. I found no soft pair that looks like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43671 is the clearest representative support-request thread in this set, with substantial discussion and a concrete model target; the other issues are different model requests rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43671 is the most suitable anchor only in a loose clustering sense, because it is an active standalone model-support request; however, this cluster does not contain a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models (EuroBert vs DEIMv2); same request pattern, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config addition vs Qwen3-TTS support; unrelated targets." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR model vs DEIMv2 model; no shared concrete bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different model families and tasks (detection vs audio model support)." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support request and weight-sparse transformer request are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; different model targets and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS; only share 'add support' wording." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and OpenAI weight-sparse transformer are unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio 1.5B; different architecture and modality." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT request is not the same change as ModernVBERT models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs OpenAI weight-sparse transformer; different concrete models." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; different model and modality." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 addition and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT request vs Qwen3-TTS request; no shared code-path change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a broad taxonomy level, not as the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different model support requests, not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS support and LFM2.5 Audio support are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but not the same model or fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support request and weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct modalities/models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + } + ] + }, + "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": 20, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "987160f7950425cc65b68baf03a2e6abf5619981ce8b0f885deb4a760bd935c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. There is no duplicate or mergeable relationship here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the more substantive technical issue, but it is not a duplicate of issue:38740 and should not be treated as a canonical cluster target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and code areas: docs/framework listing vs vision positional-encoding refactor; no evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 20, + "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": "4d2175abb49e1fe22db6006c1bb386443e8d2761a04fed01edfaf96bcb5e1e51", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one issue is about block decoding, the other is about DeepSeek v3.2 support. The titles indicate different feature areas and no evidence shows the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests in different areas: decoding behavior vs adding support for a specific model/version. No shared targets, files, or concrete code-path overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 20, + "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": "7b5c373286dc37544c80165a751eb48a42ff66b09fd2e5f4bdde9599edb8ee31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different closed feature requests in Trainer, not duplicates: one is about making `remove_unused_column` more customizable, the other about FLOPs estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical duplicate exists here; the issues target different behaviors and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the better representative of the cluster only because it is a broader Trainer customizability request, but it is still not a canonical match for #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They discuss different problems: column pruning customizability versus FLOPs estimation for custom trainers. No shared concrete fix path is evident." + } + ] + }, + "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": 20, + "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": "4008d29377c7f9a3871b0346d6aa61df4d6e4579629bd64b7b2f47450d5c0bcc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests, not duplicates: one asks for Qwen3-Omni auto-class registration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader of the two requests, but it still does not subsume issue 44405; they are different additions in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. sequence-classification support for Qwen3.5. They do not look mergeable into 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": 11, + "component_count": 20, + "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": "0a486399d8626513c5add968250425b818f9f6e437cd1f7781e160a50920ca20", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by low-information issue titles, with three near-identical \"huggingface \" issues and one unrelated-looking \"Fett\" issue. There is not enough concrete problem detail to confidently merge any pair.", + "confidence": 0.28, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues and is the most reasonable representative of that likely duplicate set, though the evidence is very weak.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best available issue to anchor the cluster because it matches the repeated title pattern and was opened first; however, the lack of body detail makes this only a tentative choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body details or explicit links tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but there is no issue text or linkage proving they are the same underlying report; keep strict and reject." + } + ] + }, + "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": 20, + "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": "8cff16aca8cf9015d491d5e4177a3409ff14055d6b81c5d3a61d2be8132fe514", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-information/spam issues rather than a true duplicate set. The only strong similarity is generic or identical spam-like titles, with no substantive bodies, links, or code context to prove a shared underlying problem.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44572 is the most representative anchor only because it shares the exact '' title with 44573 and fits the dominant spam-like pattern in the cluster; however, the issues do not provide enough real content to justify a genuine canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44572 is the best available issue anchor for triage, but only as a placeholder: it is one of the exact '' duplicates and there is no meaningful technical content to prefer any other issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-title issues with no body/context; identical wording alone is not enough to prove the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam-title issues with no substantive evidence of the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is '' and the other is a generic documentation suggestion; no concrete shared issue is visible." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'Check out \"Google LLC\"' is unrelated spam-like content; no shared underlying problem with ''." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation-enhancement wording does not match the spam issue in any concrete way." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation suggestion and a spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They have the same spam-like title, but there is no actual issue description or target to confirm a true duplicate report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles indicate different spam content and no shared technical defect." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different spam-like topics with no evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "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": "49aac96638fd4cc54a3e7965deb168173b9905e7a1f28b65025580cc3be38450", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with near-identical titles and highly similar bodies, clearly describing the same energy-optimization writeup/topic. They should be treated as duplicates, with the earlier and slightly more referenced issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 was created earlier and already has an inbound reference, so it is the better canonical record for the same duplicated topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue representative because it is the earliest instance and has marginally more reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, same subject matter, and highly similar body content; these look like duplicate reports of the same underlying issue/topic." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the titles are identical, the bodies are similar in length, and the soft-similarity signal supports treating them as duplicates. The canonical choice is also conservative (earlier issue with one inbound reference). One small caution: avoid overstating body-content certainty since the packet does not expose the full bodies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 20, + "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": "01eabb7a2406b21eb5a70fe19ed9beda314b82ec002ba6a512cd3e9f98bedf69", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: both involve 4-bit inference, but one is a Gemma4/audio-module uint8 dtype crash and the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45674 is the better canonical representative because it describes a specific, reproducible configuration bug in BitsAndBytesConfig with a clear failure mode and broader applicability than the Gemma4-specific dtype crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the strongest issue to anchor the cluster if one must be chosen: it is more general, has a precise causal mechanism, and is less model-specific than 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference failures, but the underlying bugs differ: 45672 is a torch.finfo(uint8) TypeError in Gemma4/audio modules, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion in BitsAndBytesConfig." + } + ] + }, + "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": 20, + "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": "79b17fe319b3d341192f7fca9320edb56a5fda66a8838aa41bc3130a0ff8f46f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are unrelated one-line reports containing different personal-name/date strings; there is no evidence they describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues do not share a concrete problem statement or context, so they should not be treated as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No best representative for a duplicate cluster: neither issue appears to be a duplicate of the other, so there is no meaningful canonical issue to select.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are different personal-name/date strings with no shared bug, feature, or code context, so they do not look like 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": 20, + "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": "89d469ab2f72b5f340245d533b1fbbc40eb7b2b2ca00f5a75459fa92a853488c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not appear to describe the same bug or request; they are separate, content-free entries with different personal-name titles. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because neither contains any real problem description, repro, or actionable content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in title format; the names and dates differ and there is no shared bug/report content to indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 20, + "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": "44a66418904ef2aa6154220b04e28c09f8feadc2b0544e69d6856a3a5bb0baf6", + "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": "These two issues are not duplicates: one requests a new token-classification model class, while the other requests FP8 training support. They address different code paths and different user needs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete, narrowly scoped feature request and is a better representative issue for this set, though it is still unrelated to #46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: model class addition vs FP8 training support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 20, + "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": "d31f0c1f20bdc44990fca5675a43ca11b534e8871111b2c8c21b902180ef21cf", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two likely duplicate issue pairs (45870/45871 and 45872/45873) plus a separate dataset promo issue (45869). The duplicate calls should be conservative: same title and identical body length make them likely duplicates, but the packet does not prove exact match.", + "confidence": 0.89, + "canonical_issue_reason": "No single cluster-wide canonical issue: the evidence supports two separate likely-duplicate pairs, while 45869 is a different topic. Treat the duplicates pairwise rather than collapsing all five into one set.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to choose one representative, 45870 is a reasonable pick because it is the earlier issue in one of the likely-duplicate pairs; however, there is no true cluster-wide best because the cluster contains multiple topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promo versus a DataForge example issue; same general finance theme, but not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related finance theme only; the dataset promo is a different issue from the DataForge example post." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and identical body length, so these look like likely duplicates, though the body content is not visible here." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different issue topic: example prediction post versus scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad DataForge framing, but the concrete request differs from the example-prediction issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete topic: example prediction post versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad theme only; not the same underlying issue as the example-prediction pair." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and identical body length, so these look like likely duplicates, though the body content is not visible here." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level split is plausible, but the analyst overstates the evidence. The packet only shows titles, body lengths, and soft-similarity scores; it does not establish \"exact duplicate\" or \"matching issue content.\" The two accepted soft edges (45870/45871 and 45872/45873) should be stated more conservatively as likely duplicates based on identical titles/body lengths, not exact matches. Because the verdicts are not conservative enough, reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "a82533d9dd6b65b73782c4bb8512f57cd7f666424af3664cc394164891420a8d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#46439 is the better canonical issue because it describes the broader static-cache/linear-attention failure mode, while #46441 is a narrower Qwen3.5 symptom report. The two look possibly related, but the evidence is too weak to treat them as the same bug.", + "confidence": 0.8, + "canonical_issue_reason": "issue #46439 is the broader root-cause report: static cache `early_initialization` corrupting linear-attention layers with wrong shapes and runtime errors.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the best representative because it captures the underlying bug generically, not just one model-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "This pair is only supported by `soft_similarity`; there are no shared filenames or explicit targets, and `deterministic_accept` is false. #46441 may be a related manifestation, but the evidence is not strong enough to confirm the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is plausible, but the soft-edge acceptance is too strong for the packet. The only explicit pair evidence is `soft_similarity` with no shared filenames/targets and `deterministic_accept: false`, so saying the issues \u201cpoint to the same\u201d bug overstates what\u2019s grounded here. A more conservative verdict would be to note possible relatedness without accepting the edge." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "6530791bb1cc72949c01baee523d6c52194a7b89a5959792d13f0694a395ac7a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning new model additions, refactors, tests, and docs. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which target the same issue and the same code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43254 is the cleanest canonical representative for the loss-helper fix: it directly adds supported kwargs to `fixed_cross_entropy` in a single focused change tied to issue #43240. #43251 is essentially the same fix with a slightly different signature style.", + "best_issue_reason": null, + "best_pr_reason": "PR #43254 is the best global PR candidate because it is the most direct, self-contained implementation of the underlying bug fix and is easier to merge or supersede than the alternate variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: VideoPrism model addition vs an Executorch dynamic-shapes test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method addition vs adding a new MobileLLM model; different changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method fix and Executorch export test are unrelated code paths." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs a new model implementation; not the same bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs fix vs MobileLLM model addition; no shared underlying issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy helper fix is unrelated to Falcon/Mistral4 test and refactor work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 test fixes; different functionality." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs config-resolution ordering fix; different problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model implementation vs Falcon output-interface refactor; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/meta PR; no shared code-path bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output refactor and Mistral4 test fixes are separate model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` rename; unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes vs chat parsing/serve update; different areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config resolution order fix; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto/modeling filenames are superficial; the PRs address unrelated features." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill/meta changes; not duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug: `fixed_cross_entropy` needed to forward supported kwargs to `nn.functional.cross_entropy`, in the same file and with the same issue target #43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly identifies the single shared-issue duplicate-like pair (`43251`/`43254`) and treats the remaining PR pairs as unrelated on the evidence shown. No soft-edge verdict looks overstated, and the accepted pair is plausibly mergeable as the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "695ba08c3102bf8e3de92d0b2ead5719b0450ea878a412824653f5ee9a6f24c6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10867, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10867, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a broad model-family or subsystem level; they do not appear to fix the same concrete bug or implement the same exact change. The VibeVoice PRs are separate feature additions, and the Parakeet PR is a different model entirely.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42781 is the best representative because it is the broadest VibeVoice-related change set here and adds the realtime variant plus the acoustic tokenizer alongside the core model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 42781 is the strongest cluster representative by scope and completeness, but it still should not be merged with the other PRs as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are VibeVoice-related, but one implements the base model and the other adds the realtime variant/acoustic tokenizer; they are distinct feature changes and not the same concrete PR." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "These target different model families (VibeVoice vs Parakeet). Shared auto-mapping files are incidental, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "d7a7ace2a88e9af4f74a49b7e70263c07a60b057ca1ee226a665405ef720d0d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not fix the same code-path problem and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are unrelated changes affecting different model families and features.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the DINOv3 PR is the narrower, self-contained feature addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different domains and code paths: TimesFM forecasting with covariates vs DINOv3 image classification. Shared similarity is only broad ML/model docs, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "db2f581d54bcc1161c86cabf99725499942b2d82fa17a9240c9324881cb18c93", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "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 model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) with similar Transformers boilerplate, but they target different models and different codebases, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster because it is the most recent and most extensively discussed, but it is still a distinct model integration rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the best single PR to keep as the representative item since it has the highest review activity and the broadest implementation set, while the others are separate model additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different implementations: DeepSeek OCR vs Isaac. Shared auto/docs scaffolding is expected for model integrations and does not indicate the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions: Isaac vs Kimi2-6. They share Hugging Face registration boilerplate, but they are not fixing the same code-path problem 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": "pull_request", + "component_index": 6, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "6be76ce29fb2d5d935d6f7d81edfa74b1909daddf5b659a8e38ab184b998bb99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions versions, but they target different action families and different change sets: one is a broad Node 24 compatibility sweep, the other is a docker/build-push-action upgrade. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the broader representative: it updates multiple workflow actions for Node 24 compatibility across many files, whereas #42976 is a narrower docker/build-push-action version bump.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best cluster representative because its title and diff most clearly describe the general GitHub Actions upgrade theme and wider impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They share workflow files, but the concrete changes are different: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action to v6. Different action families, different fix, not one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "8399333aa779fbd9293d204931aab73d795f9027438a38cd09bf673bb861a9ac", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are unrelated model-addition PRs that happen to touch shared infrastructure (docs and auto-mapping files). They are not duplicates and should be triaged separately.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 (Add Molmo2) is the strongest representative of the cluster only in the sense that it is the most substantial and well-scoped PR with the highest review activity; however, it is still a distinct model addition, not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the most complete and central-looking PR among these, with the broadest model-specific implementation surface and the most discussion, so it is the best single representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different models with different codepaths and files; overlap is limited to shared framework plumbing, not the same bug/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are separate model additions; shared auto/docs edits do not indicate the same underlying implementation work." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated domains and architectures, so this is not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families and the diffs add different processors, configs, and model code; they are not one mergeable fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions with different implementation targets." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM affect different model stacks and codepaths; shared auto-mapping edits are incidental." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "103f069f88922f109becc9b01a85bbcaf6753b9cc430bb0bbd7b0dee9c041ea3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated despite generic \"fix\" titles: one Whisper tokenizer test/code change, one test-only CLIP/ViT patch, one FP8 dequantization fix, and one generation/watermarking validation fix. No pair looks like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.28, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest standalone bug fix in the set because it changes production generation/validation code with a clear concrete failure mode; the others are either test-only or address different subsystems.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best representative of the cluster as a substantive fix with a clear code-path issue, but it is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different changes: Whisper tokenizer decode logic vs CLIP/ViT test edits; no shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/tests are unrelated to FP8 dequantization and model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode handling and generation watermarking validation are separate subsystems and bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT patch does not match the FP8 dequantization/runtime fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits are not the same underlying issue as generation watermarking/config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are fixes, but they target different concrete problems in FP8 quantization vs generation watermarking/loading validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "6b2c6326e79bf2b75fa2fd8c34a2f761e29e1485d130a2d612cff39f9c9b5be4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a small repo-bot/version/dependency test tweak, while the other rewires CI/workflow behavior and touches unrelated utility/test files. Their only overlap is a shared Vit test file, which is not enough to indicate the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: they address different changesets and code paths; the shared Vit test file is incidental, not evidence of 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": 10, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "560853986ec4bab3b1b6d84bb738c09ea36ee0599d2bc0dfc5f09dfbaac011b9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share scaffolding files, but they target different pipelines, model integrations, and tests, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests implement different segmentation features and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for duplicate consolidation; neither PR is a duplicate of the other, and each addresses a different pipeline addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different feature additions with different pipeline names, model files, and tests; they share project scaffolding but not the same concrete 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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "ba14b2913c7e15f983fda48df2a228d3728d630395bf3ef33ccaabd0606353f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete bugfix-oriented change: it adjusts training-step loss scaling behavior and adds `_loss_is_scaled_for_ga` to let custom trainers control that path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone representative because it targets a specific runtime behavior change in `training_step`, whereas PR 43663 is a separate refactor/extension for signature-column handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and similar trainer-extension theme, but different code paths and purposes: gradient accumulation loss scaling vs. signature column filtering. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "b4305d4991b67fa328e79ca996a9f3074592ee7cba36752dd479a9a1bd91ec68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file and same symptom label, but they appear to fix different TypeAdapter annotation/runtime issues rather than the same concrete bug.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43842 is the more specific and directly targeted fix: it explicitly guards the TypeAdapter import under TYPE_CHECKING and quotes the annotation for the pydantic-absent path.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43842 is the clearest representative of the cluster because its diff and title both match the concrete NameError scenario, whereas pull_request:43656 looks like a broader annotation/runtime typing cleanup in the same module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge: both are in cli/serve.py and mention TypeAdapter NameError, but the diffs suggest different fixes\u201443656 is a broader future-annotations/type-hint cleanup, while 43842 specifically handles pydantic-not-installed imports. They are related, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. 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": 14, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "340ba267cd45dd836af1c2e12e7849e60e222f2b0bd464fb6a762f8ea826c8b9", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "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 wave of model-specific PRs migrating transformer outputs to the new capture/decorator tracing pattern, usually under umbrella issue #43979. The only clear duplicates are within the GPT-J/CodeGen family and the GPT-Neo family; the rest are same-theme but distinct model-specific refactors.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44066 is the clearest representative of the shared change: it directly targets #43979 and applies the standardized output-tracing refactor on the central GPT-J/CodeGen path.", + "best_issue_reason": null, + "best_pr_reason": "#44066 is the best single PR to stand in for this cluster because it most directly captures the underlying standardized output-tracing change with explicit issue linkage and concrete code-path edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); same refactor theme but not the same concrete code-path change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 looks like a narrower variant of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are separate model implementations; this is the same pattern, not the same fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated code paths despite the shared tracing refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and different implementation files; not the same underlying bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing is unrelated to MGP-STR output tracing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model refactors, not one mergeable fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor for the same model path; these look like duplicate variants of one change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and different code paths; shared tracing framework alone is not enough." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J output tracing are separate refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models; same broad tracing migration, but not the same concrete change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT touch different model stacks, so these are not duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J are different concrete refactors, even if they share the same output-tracing architecture." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 output tracing and MGP-STR output tracing are separate fixes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J are different concrete implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate vision model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on overlapping files and the same issue target #43979." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both PRs patch GPT-J output tracing in the same file and appear to be alternate variants of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet are separate model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different concrete code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are unrelated model changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: most PRs are model-specific output-tracing refactors tied to issue #43979, while the accepted soft pairs stay within the same model family/code path and look mergeable into a single bugfix PR. No verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d83d177be6d033edac1a8c550da8098784a05446e6f76ee1b2bd8a55ceacc2ba", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific refactors to standardized output tracing/capture_outputs across different architectures. They share a common refactoring pattern, but not the same concrete code-path bug or mergeable change set, so the cluster should not be merged by soft similarity alone.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "SpeechT5 (44129) is the strongest representative because it has the clearest explicit issue linkage and a substantial output-tracing refactor, making it the most anchored to a specific tracked change among the set.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best overall PR candidate for the cluster because it is the most explicitly scoped and traceable; the others are similar migrations but are narrower, less anchored, or even more obviously just parallel model-specific cleanup PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-capture refactors, but for different model implementations (FocalNet vs ImageGPT). They are parallel migrations, not the same concrete bug or a PR that could plausibly be merged as one change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different code paths and architectures. The refactor pattern is similar, but this is not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model-specific implementations. Too broad to treat as duplicate PRs." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but MPNet and TextNet are unrelated model code paths. Not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated models. Similar decorator/capture_outputs migration does not make them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model implementations; even with a similar tracing refactor, they are separate PRs 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": "pull_request", + "component_index": 15, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "59ebef6d695243ffa830690f686f4f295b4a59c84dceec699ea8b230cfa0bb8f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \u201coutput tracing / can_return_tuple\u201d refactor theme, but they target different model implementations and code paths. I would not deduplicate any of them; all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change is model-specific (different files, forward signatures, and tracing behavior), so they are not interchangeable duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication; the cluster is only thematically similar, not a single underlying fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files (timm_backbone vs upernet); same refactor pattern, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Distinct model implementations and code paths; only the tracing refactor theme overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model families (timm_backbone vs univnet); not a duplicate bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; too broad a similarity to count as the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths (timm_backbone vs rwkv); shared refactor wording is insufficient." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model code paths; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and implementations; only broadly similar tracing cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; not one mergeable duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Mobilenet_v1 vs vision_encoder_decoder are separate code paths and changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models; same refactor theme does not make them duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families/code paths; not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder vs depth_anything are separate changes, not one duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Distinct models and forward logic; only the refactor motif overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model implementations; no same underlying bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Unrelated model code paths; shared output-tracing refactor is too broad." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different model families; not the same concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different files and behaviors; only broad thematic similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet vs Mamba/FalconMamba are separate code paths, not duplicate changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and implementations; not the same bug or feature change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and Mamba/FalconMamba are distinct changes; similarity is only superficial." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model architectures (Mamba/FalconMamba vs SuperPoint); not one underlying fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and model types; same refactor idea is not enough for duplication." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm_backbone and CodeGen are unrelated implementations; not a duplicate PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model families and changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything vs SpeechEncoderDecoder are separate code paths; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths and behavior; only shared refactor style." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated models; not a duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; same output-tracing theme does not imply duplication." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate model code paths, not one bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and files; too broad to collapse into one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct architectures and forward behavior; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder vs DPR are different code paths; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; shared refactor pattern is insufficient." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder vs DPR are separate code paths and changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; not the same underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations and forward logic; not a duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are distinct model families; only the refactor theme overlaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "24af8c5e8bcbc8eddee09eafd2d05d2e87dae9e1a7a9f414f2d4fc95cfc818f9", + "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": "The two pull requests are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS support. Their overlap is limited to standard Transformers plumbing and docs, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and use cases: PenguinVL is a vision-language implementation, while Voxtral TTS is a text-to-speech integration. Shared auto-registration/docs changes are generic scaffolding, not the same concrete code path or mergeable duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "e25d45ebb9dc16cd8912707d244d2db52688c4922421e80c7eff34126a0f694f", + "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 are related by the broad theme of module/kernel fusion, but they appear to be different features: one is a general Module Fusion API, the other is a specific n-to-1 kernel fusion mechanism driven by KernelConfig. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete and integrated change: it wires KernelConfig through modeling/integration paths and adds an end-to-end example, making it the better representative of the fusion work.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best overall PR in the cluster because it has the clearest user-facing behavior change and the most complete implementation surface; PR #44979 looks like a separate foundational API proposal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge: they address different fusion layers. #44979 introduces a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and related integration hooks. They share a theme but not the same concrete change 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": 18, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "505432a8fdebded8ce4f1ff2c6124293529fca0778fee6b3f6fd13d198cc355b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR #45317 is the more complete implementation because it also adds a test.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the best canonical PR because it contains the same code fix as #45086 plus a test file, making it the more complete and reviewable patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same bug fix, same target issue, and additional test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in the same file; #45317 is essentially the tested version of #45086 and could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "7e3506ae12fd2eb73e7ad58e1f868ed9d8d0bdf38af87dbcdd5913b1fc512f7c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH refactor PRs, but they address different changes: one is a narrow checkpoint conversion/mapping update, the other is a broader architecture split into NemotronHDense/NemotronHSparse and related docs/tests. They should not be deduplicated or merged as the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the better representative PR because it is the broader, more central NemotronH refactor with model, auto-mapping, docs, and tests; pull_request:45115 is a narrower conversion-mapping adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH-related files, but the concrete changes differ: 45115 is about conversion key renaming for checkpoints, while 45569 refactors the model into dense/sparse variants and updates docs/tests. Same subsystem, not 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": 20, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "edb8d48208ed200f9a92c4ced2643a1bb43b1a842cafeb0d9a3d8da2730a6d9d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs in the heterogeneous-model feature area: one for per-layer config support and one for per-layer modeling/cache handling. They share files, but they are not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes heterogeneous modeling/cache logic plus supporting config and test updates, so it is the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best overall representative because it covers the main end-to-end heterogeneous model support path rather than only the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying bug/change: #45333 adds per-layer config support, while #45332 adds heterogeneous modeling/cache behavior. They are adjacent components, not one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "4098efa219391bc4168c41c47419f95d5be59feac60f1709ae7163bdd42078a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different changes: one is a broad repo-wide type-checking cleanup, the other adds/adjusts specific internal typing protocols for modeling_utils/PEFT integration. They should not be deduplicated.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests are distinct changes with different scope and implementation targets.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the better representative of the cluster because it is the broader, more general typing cleanup across the codebase.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-focused, but #45415 is a broad type-checking pass touching many files and pyproject config, while #45425 adds specific typing protocols and annotations for modeling_utils/PEFT-related code. They are not the same underlying 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 + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "e72213c41f7ead1564a6a49b72c5b4f1d93501f5b492cc5ef7071a502ec3a4ed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both cache-related, but they fix different model families and different code paths: Qwen/Olmo linear-attention cached multi-token forward vs. Mamba2 use_cache for seq_len > 1. Not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45513 is the better canonical PR for this cluster because it is the more central, multi-model fix for cached multi-token forward behavior in the GDN linear-attention path across Qwen3.5/Olmo/Qwen3-next variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 45513 is the best representative of the cluster\u2019s shared theme (cached forward logic), but only as a loose thematic anchor; it is not actually the same bug as PR 46084.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bug and code path: 45513 fixes multi-token cached forward in GDN linear attention for Qwen/Olmo models, while 46084 fixes Mamba2 cache behavior when seq_len > 1. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "e1b9b3bd679fb85c046917d48d11a1bb1729db3f3f3fa1053907d6d9cc5797ec", + "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": "These PRs are related but not duplicates: 45548 fixes EP loading/serialization for DeepSpeed ZeRO-3 via accelerate launch, while 45662 fixes a separate EP/FSDP2 issue where experts get overwritten by rank-0 broadcast.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two patches address different concrete failure modes in different distributed loading paths.", + "best_issue_reason": null, + "best_pr_reason": "45548 is the more general EP-loading/configuration fix, but it does not cover the distinct FSDP2 silent-overwrite bug in 45662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths: ZeRO-3/accelerate loading vs FSDP2 rank-0 broadcast overwriting experts. Similar EP terminology is not enough to merge them as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "9a996ec2fd0d1adeeaf1124c22a95a5a34c13fc75a81328f3d07d9fb6aff891c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging collision in testing_utils; PR 45645 is the broader, more complete fix because it also updates CI log collection to read multiple captured_info files.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the strongest canonical PR because it covers the core xdist-safe output change plus the downstream CI/workflow handling needed to preserve and display the split debug logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster: it addresses the same underlying bug as 45639 and adds the operational CI changes needed for the fix to work end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist collision bug in the same code path; 45645 looks like a superset of 45639 and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "91c1db89eb77573af43f47d0fd35137a6713dee66da5c3450f49cee2db75ad63", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7576, + "estimated_input_tokens": 1894, + "estimated_eval_tokens": 4044 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7576, + "estimated_input_tokens": 1894, + "estimated_eval_tokens": 4044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level: two PRs add attn_implementation support for different model families, while one PR is a separate AutoModel mapping tweak. They are not duplicates of the same concrete code change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46401 is the best representative PR because it is the broader attn_implementation dispatch change across multiple BLIP-family models, with corresponding model and test updates.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46401 is the most substantial and central feature PR in the cluster; it covers several related BLIP-family code paths and is better suited as the anchor than the narrower RecurrentGemma PR or the unrelated AutoModel mapping tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: 45670 adds a GLM-ASR AutoModel mapping entry, while 46320 implements attn_implementation dispatch for RecurrentGemma. No shared bug or mergeable common fix." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different scopes and code paths: 45670 is an AutoModel registry nit, while 46401 adds attn_implementation support for BLIP-2/InstructBLIP variants. Not the same underlying change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are about attn_implementation support, but for different model families and separate modeling files/tests. They are related feature work, not the same concrete fix that should be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "947b8734b29328579057d0be70042289bb5f32c99765d6b2f582a035beb67bff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs in the same codebase: one implements TRF003 across several model forward methods, while the other adds a new linter rule TRF018 for image/video processor flags. They share some surrounding repo areas but not the same bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate cluster: PR #45720 and PR #46259 address different rules, different code paths, and different subsystems.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the cleaner representative because it introduces a self-contained, documented rule change with a clear scope; PR #45720 is a broader partial implementation across many model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 modifies model forward signatures/tuple-return behavior, while TRF018 adds a linter rule for dead do_* flags in image/video processors. 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": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "fbcd9bcbba11f9d1132da41a6af321dd6cbbaa297db327c42b3e3eebb0e41a7f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: #45932 is a broad workflow/model patch, while #46100 is a small test-file migration with intentional failing assertions. They do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduping here; the PRs target different code paths and purposes, with #45932 being the more substantive multi-file change and #46100 being a narrow test-only edit.", + "best_issue_reason": null, + "best_pr_reason": "#45932 is the better representative artifact because it contains the larger, real implementation/workflow change; #46100 appears to be a local test-migration or placeholder change rather than a production fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different intents and code paths: #45932 modifies CI/workflow and multiple model/config files, while #46100 only edits a ViT test file with intentional failing assertions. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "8cc77eaf8f2c4aa7a3599a30514711d515939197376a125cfc34db36c42475a7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are about adding SDPA dispatch support, but they target different model families and code paths, so they are related theme-wise rather than duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest and most complete representative of the SDPA-dispatch work, covering multiple affected model implementations and tests, so it is the best canonical PR among these candidates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the best overall representative because it spans the widest set of model changes and test coverage, making it the strongest canonical example for this SDPA support effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch, but CTRL and T5 are different model implementations with different attention code paths; they are not the same underlying change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL support and wav2vec2/conformer + SeamlessM4T support are separate model-specific implementations; they could not plausibly be merged into one PR as a duplicate." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is a separate model-specific fix from the wav2vec2/seamless M4T work, touching different code paths and test suites." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "1a3099bd0e1cc2c367192fa6fcf9636f28bc24ba71205f08c09302fcc1e0ac62", + "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": "The two PRs overlap in distributed files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch base touching many subsystems. The soft link should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella distributed branch base and is the better representative PR for the cluster, but it does not duplicate #46126\u2019s narrower EP/Trainer integration work.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the strongest single PR to keep as the representative of this cluster because it subsumes a wide distributed refactor/integration set; #46126 is a narrower follow-up feature PR, not the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames reflect a common distributed codebase, but the PRs target different work: EP+Trainer integration versus a large distributed branch base. They are not the same concrete fix/change and would not plausibly be merged into one PR 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": 31, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "831fe701739fb2510d935a669e75fcd89dfe2bc06f10cac236a05dab72c0e89f", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14219, + "estimated_input_tokens": 3555, + "estimated_eval_tokens": 7366 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14219, + "estimated_input_tokens": 3555, + "estimated_eval_tokens": 7366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are six small but unrelated workflow-maintenance pull requests. They all look superficially similar because they edit CI YAML files, but each changes a different workflow and a different behavior, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different changes: self-comment CI stdin handling vs SSH runner hardening/secrets cleanup." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflow edits: self-comment CI command invocation vs anti-slop permission scoping." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow jobs and behaviors: self-comment CI vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow logic: self-comment CI input handling vs benchmark trigger conditions." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different code paths: self-comment CI stdin piping vs build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Both touch workflows, but one hardens SSH runner setup and the other changes anti-slop permissions; not the same fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflow concerns: SSH runner hardening vs reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and intents: SSH runner secret handling vs benchmark dispatch conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and purposes: SSH runner setup vs Docker image build trigger parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Separate workflow files with different fixes: anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behavior: permission scoping for anti-slop vs benchmark_v2 event gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Not the same change: anti-slop permissions vs build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow targets and code paths: reviewer assignment checkout vs benchmark dispatch conditions." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and fixes: reviewer assignment checkout ref vs Docker build trigger parsing." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but one changes benchmark triggers and the other changes build-image commit-message detection; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "c92d4c1779fd49d8e68ffdd9b79deca45c6469cdfeaf2f6c84bdf508885d9644", + "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 about replacing file-open source inspection patterns, but they touch different code paths and helpers: one is in import_utils for resolving package resources, the other is in modeling_utils for attention-implementation support detection. They are related in theme, not duplicate enough to merge together.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the cleaner representative because it targets a specific, well-scoped bug in one model utility path and has a focused title/diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best fit for the cluster because it is a concrete behavioral change in a single code path, whereas PR 46152 is broader infrastructure work in a different module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same general theme of avoiding open() for source inspection, but they modify different files, different helpers, and different runtime paths; they do not look like the same underlying bug or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "16f86cb2347779e32556908dc2d533de640e90abc199e2e88ce50a83a484cdd8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-duplicates of the same StaticLayer type-hint fix; one PR is unrelated and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46173 is the best representative of the duplicate StaticLayer get_seq_length type-hint fix: it matches the same file, same issue target (#45987), and the diff is effectively identical to pull_request:46474.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46173 is the strongest canonical PR for the cluster because it is the same change as the other duplicate, has the explicit issue link to #45987, and carries more discussion/context than the later twin.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs: 46436 changes generation cache preparation to honor max_cache_len config, while 46474 only widens the StaticLayer.get_seq_length type annotation. Same subsystem, but not the same underlying change." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same concrete fix: both patch src/transformers/cache_utils.py to change StaticLayer.get_seq_length from int to int | torch.Tensor, with effectively identical diff and the same issue target #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet. The 46173/46474 pair is correctly treated as the same StaticLayer get_seq_length type-hint fix: same file, same issue target, and effectively identical diff. The 46436/46474 pair is correctly kept separate because it changes generation cache preparation behavior in different files and targets a different issue. The canonical PR choice is conservative and supported by the available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 35, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "bf87f9af90f994978f7b99e59a1fe902fe2ba75fe85440e929164698da2f1ed1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching internals, while the other introduces a new HunYuan VL model package, docs, and tests. They do not look like the same underlying change or bug fix, so the soft link should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the stronger standalone change: it is a focused model addition with accompanying docs, auto-mapping updates, and tests, whereas PR #46376 is a draft, broad infrastructure change still in progress.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different scopes and code paths: continuous batching multimodal support vs. adding a new HunYuan VL model stack. They are not plausibly mergeable into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/manifest.json b/snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f0afde85bf41372f1cb43bc5f377da089e7af620 --- /dev/null +++ b/snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260610t060026z", + "artifacts": { + "hybrid": "snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-10T06:04:35Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260610T060026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260610T060026Z/manifest.json b/snapshots/20260610T060026Z/manifest.json index 2b0c733efcd70fc3974cce20c1c5fefaba0694fb..cf7600611e6b0eb3e5c5f102330796504cb3ec2b 100644 --- a/snapshots/20260610T060026Z/manifest.json +++ b/snapshots/20260610T060026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 134 }, "extracted_at": "2026-06-10T06:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260610t060026z", + "runs": { + "hybrid-model-20260610t060026z": { + "analysis_id": "hybrid-model-20260610t060026z", + "artifacts": { + "hybrid": "snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260610T060026Z/analysis-runs/hybrid-model-20260610t060026z/manifest.json", + "model": null, + "published_at": "2026-06-10T06:04:35Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260610T060026Z", "watermark": {