diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 4262aa64c0da6c0ed019af9382047837cfeba124..6133223cbe8e660a5ed9af6ecdb77c444b04bd89 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": "20260615T180022Z", - "generated_at": "2026-06-15T18:12:03Z", + "snapshot_id": "20260616T000025Z", + "generated_at": "2026-06-16T00:05:10Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1154,7 +1154,7 @@ "status": "open", "confidence": 0.55, "canonical_issue_number": 41115, - "canonical_pr_number": 45613, + "canonical_pr_number": 41116, "issue_numbers": [ 41115 ], @@ -1739,6 +1739,35 @@ } ] }, + { + "cluster_id": "cluster-44002-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2019,9 +2048,9 @@ "duplicate_prs": [ { "cluster_id": "cluster-41115-3", - "canonical_pr_number": 45613, + "canonical_pr_number": 41116, "duplicate_pr_numbers": [ - 41116 + 45613 ], "target_issue_number": 41115, "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." @@ -2070,6 +2099,15 @@ "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-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "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 abc8a3be0b81ff7da77775d2ebde954c9cc0753b..747d798863d2c49fecb312e088a1db0f185d8eb4 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": "20260615T180022Z", - "generated_at": "2026-06-15T18:12:03Z", + "snapshot_id": "20260616T000025Z", + "generated_at": "2026-06-16T00:05:10Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -551,8 +551,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -937,8 +937,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -1252,8 +1252,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -1595,8 +1595,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -1896,8 +1896,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -2233,8 +2233,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -2544,8 +2544,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -2887,8 +2887,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -3130,8 +3130,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -3464,8 +3464,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -3776,8 +3776,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -4091,8 +4091,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -4403,8 +4403,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -4729,8 +4729,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -5034,8 +5034,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -5349,8 +5349,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -5647,8 +5647,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -5940,8 +5940,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -6237,8 +6237,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -6521,8 +6521,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -6829,8 +6829,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -7101,8 +7101,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -7413,8 +7413,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -7753,8 +7753,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -8045,8 +8045,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -8364,8 +8364,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -8655,8 +8655,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -8966,8 +8966,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -9274,8 +9274,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -9571,8 +9571,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -9896,8 +9896,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -10193,8 +10193,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -10505,8 +10505,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -10781,8 +10781,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -11089,8 +11089,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -11387,8 +11387,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -11706,8 +11706,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -11997,8 +11997,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -12295,8 +12295,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -12600,8 +12600,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -12926,8 +12926,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -13247,8 +13247,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -13572,8 +13572,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -13891,8 +13891,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -14196,8 +14196,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -14522,8 +14522,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -14835,8 +14835,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -15140,8 +15140,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -15466,8 +15466,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -15781,8 +15781,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -16106,8 +16106,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -16412,8 +16412,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -16786,8 +16786,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -17175,8 +17175,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -17577,8 +17577,8 @@ "review_unit_count": 56, "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-10000-473", "nodes": [ @@ -17724,8 +17724,8 @@ "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": [ @@ -17802,8 +17802,8 @@ "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": [ @@ -17873,8 +17873,8 @@ "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": [ @@ -17936,8 +17936,8 @@ "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": [ @@ -18169,8 +18169,8 @@ "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-36817-18", "nodes": [ @@ -18521,8 +18521,8 @@ "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": [ @@ -18584,8 +18584,8 @@ "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": [ @@ -18647,8 +18647,8 @@ "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": [ @@ -18710,8 +18710,8 @@ "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": [ @@ -18773,8 +18773,8 @@ "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": [ @@ -18876,8 +18876,8 @@ "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": [ @@ -18998,8 +18998,8 @@ "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": [ @@ -19118,8 +19118,8 @@ "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": [ @@ -19181,8 +19181,8 @@ "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": [ @@ -19244,8 +19244,8 @@ "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": [ @@ -19307,8 +19307,8 @@ "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": [ @@ -19370,8 +19370,8 @@ "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": [ @@ -19488,8 +19488,8 @@ "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": [ @@ -19554,8 +19554,8 @@ "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-46551-2", "nodes": [ @@ -19667,12 +19667,12 @@ "pull_request:44827|pull_request:46662", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e844037dac2181e9b2a01a8475522e5f330db793acbd1656c106e56918e52f6c", + "prepared_review_unit_hash": "dca316b3c0ecf08766bb6301ee847674a797e862743b6475b00ec41879392297", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 24, - "serialized_chars": 41942, + "serialized_chars": 41943, "estimated_input_tokens": 10486, "estimated_eval_tokens": 21228 }, @@ -19680,7 +19680,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 24, - "serialized_chars": 41942, + "serialized_chars": 41943, "estimated_input_tokens": 10486, "estimated_eval_tokens": 21228 }, @@ -19689,162 +19689,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noisy: most PRs are unrelated model additions, docs, tests, or small subsystem fixes. The only true duplicate-like overlap is the pair of loss_utils PRs for issue 43240; everything else should stay separate.", - "confidence": 0.93, + "summary": "Mostly unrelated open PRs were grouped by weak textual similarity across model additions, docs, and tests. The only true duplicate pair is the two `fixed_cross_entropy` kwargs fixes for issue #43240; the rest should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative because it is the clearer issue-linked fix for 43240 and matches the same `loss_utils.py` code path as 43254, but with a more explicit fix-oriented scope and fuller review trail.", + "canonical_pr_reason": "PR #43251 is the clearest representative of the only real duplicate pair: it directly targets issue #43240 and implements the `cross_entropy` kwargs pass-through in `loss_utils.py` with a fuller change set.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall PR candidate in this cluster because it is the strongest genuine overlap and most complete version of the shared `fixed_cross_entropy` change; the rest of the items are not duplicate-worthy.", + "best_pr_reason": "PR #43251 is the strongest cluster representative overall because it is the only PR with a clear shared bug target and the most direct, complete fix. The other PRs are unrelated feature additions or tests and are not good canonical choices.", "soft_edge_verdicts": [ - { - "left": "pull_request:39895", - "right": "pull_request:43424", - "accept": false, - "reason": "Unrelated PRs: one adds VideoPrism model support, the other adds Executorch dynamic-shape tests for decoder-only export." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43424", - "accept": false, - "reason": "Different changes: Mistral tokenizer missing methods versus Executorch export testing." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43823", - "accept": false, - "reason": "Tokenizer helper additions are unrelated to a new MobileLLM model implementation." - }, - { - "left": "pull_request:42668", - "right": "pull_request:43823", - "accept": false, - "reason": "Both touch processor/model auto code, but they are for different models and different behaviors." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Loss function keyword support is unrelated to adding a new MobileLLM model." - }, - { - "left": "pull_request:43251", - "right": "pull_request:44827", - "accept": false, - "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test/model adjustments." - }, - { - "left": "pull_request:43424", - "right": "pull_request:44827", - "accept": false, - "reason": "Executorch export tests and Mistral4 test fixes are different code paths and changes." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Executorch dynamic-shape export tests do not overlap with MobileLLM model addition." - }, { "left": "pull_request:43823", "right": "pull_request:46662", "accept": false, - "reason": "Different model families and different bugs: MobileLLM addition versus SmolVLM video padding validation." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "Model addition and config-resolution fix are unrelated changes." - }, - { - "left": "pull_request:43823", - "right": "pull_request:43995", - "accept": false, - "reason": "New MobileLLM model code does not match Falcon output-collection refactoring." + "reason": "Different changes in different domains: adding a new MobileLLM model vs fixing SmolVLM video padding. They do not fix the same underlying bug or feature." }, { - "left": "pull_request:43995", - "right": "pull_request:46662", - "accept": false, - "reason": "Falcon forward refactor and SmolVLM video padding are unrelated subsystems." + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs address the same bug in `fixed_cross_entropy` for issue #43240 and modify the same code path with nearly identical `cross_entropy` kwargs support." }, { - "left": "pull_request:43995", + "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill PR." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are not the same change." + "reason": "Mistral4 test/model cleanup and a model-creation skill are unrelated changes; sharing `modeling_auto.py` is incidental and not the same underlying fix." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm rename conversion fix." + "reason": "These touch different model subsystems and solve different problems: Mistral4 test stabilization versus a CLIP-family checkpoint renaming fix." }, { - "left": "pull_request:44827", - "right": "pull_request:46267", - "accept": false, - "reason": "Mistral4 test/model work is unrelated to serve chat parsing updates." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration are different features." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 work is unrelated to config resolution ordering in `modeling_utils.py`." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Mistral4 model/test changes do not duplicate the model-creation skill PR." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "MobileLLM model addition and the model-creation skill are not the same code change." - }, - { - "left": "pull_request:45213", + "left": "pull_request:43995", "right": "pull_request:46662", "accept": false, - "reason": "A model-creation skill draft is unrelated to SmolVLM video padding behavior." + "reason": "Falcon output-interface refactoring is unrelated to SmolVLM video padding; no shared concrete bug or mergeable combined change." }, { - "left": "pull_request:45655", - "right": "pull_request:46662", + "left": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Config resolution ordering fix is unrelated to SmolVLM video padding." + "reason": "Executorch dynamic-shape export tests and adding MobileLLM are unrelated; both are test/model work but not the same code-path problem." }, { - "left": "pull_request:44827", - "right": "pull_request:46662", + "left": "pull_request:41855", + "right": "pull_request:43823", "accept": false, - "reason": "Mistral4 tests/model changes are unrelated to SmolVLM video padding." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same underlying loss-function change: both modify `fixed_cross_entropy` in `loss_utils.py` to pass through new `cross_entropy` kwargs for issue 43240, and they could plausibly be merged into one PR." + "reason": "Mistral tokenizer method additions and a new MobileLLM model are separate changes with no common bug or feature scope." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is mostly grounded in the packet, and the only clearly mergeable same-bugfix overlap is the `loss_utils.py` pair for issue 43240 (`43251`/`43254`). The soft-edge false verdicts are conservative overall, and the accepted pair is well supported by the shared file and issue target. I did not see a clear overstatement that would require rejection." + "feedback": "The summary is well grounded in the packet: the only supported duplicate pair is PR #43251 / #43254 via shared issue #43240 and the same `loss_utils.py` path. The other pair verdicts are conservative and the reasons stay within the evidence provided, including rejecting the soft-similarity 43823 / 46662 match as unrelated bugfixes." }, "evaluator_used": true, "retried": false, @@ -19871,12 +19769,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "b47d7109cd8571541e7cfa247865248a934fb17946159b699c57258e226a7083", + "prepared_review_unit_hash": "62123f9b5def6d19b5eb40cc8b8778dfd69b1307d7639efd7c233996d20d6802", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19884,7 +19782,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19893,18 +19791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both center on VibeVoice, but they are not the same change set: one implements the base model, the other adds a realtime variant and related tokenizer/generation work.", - "confidence": 0.94, + "summary": "Two related but distinct PRs around VibeVoice: one implements the base model, the other adds VibeVoice Realtime and an acoustic tokenizer. They overlap heavily in files, but they target different feature sets and code paths, so they should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the best canonical PR because it is the broader, earlier non-draft implementation of VibeVoice and appears to establish the core model support that later work can build on.", + "canonical_pr_reason": "PR #40546 is the broader, foundational VibeVoice implementation and appears to be the main integration point for the model family.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the strongest representative of the cluster since it is the main base VibeVoice implementation; #42781 looks like a follow-up feature branch rather than the same underlying PR.", + "best_pr_reason": "PR #40546 is the best representative of the cluster because it covers the core VibeVoice model integration; #42781 is a narrower follow-up for realtime/tokenizer support.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: both touch shared VibeVoice files, but #40546 implements the base model while #42781 adds a realtime variant plus acoustic tokenizer and generation changes. They are related, but not the same concrete bug/change and would not plausibly be merged as one PR." + "reason": "Shared VibeVoice scaffolding and auto-registry files, but the titles and diffs show different scopes: base VibeVoice implementation vs. realtime + acoustic tokenizer. Not the same concrete bug/change, and they would not plausibly merge into one PR without conflating separate features." } ] }, @@ -19934,7 +19832,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a06a7073da7c0fa39246e4d6bf706427980b0651b3eb65a0084b7c3f7a6469ac", + "prepared_review_unit_hash": "9a080cf017a8e3a233628ebfb4a9b2ad40db5dac3e48ca2e62652637427b6dd5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19956,18 +19854,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same change or code path, so they should not be merged as duplicates.", - "confidence": 0.99, + "summary": "These are unrelated feature PRs in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same underlying code path, so the soft duplicate edge should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Use PR #41224 as the cluster representative because it is the more concrete, self-contained feature addition and has substantial review activity; however, it is not a duplicate of #40755.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the better standalone representative for this cluster because it is a clearly scoped model capability addition with focused files and discussion, while #40755 is a separate TimesFM feature.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality: TimesFM covariate forecasting versus DINOv3 image classification. They do not share the same underlying bug or change and could not plausibly be merged into one PR." + "reason": "Different models and different changes: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared concrete bug or mergeable single PR." } ] }, @@ -20060,7 +19958,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "afeac0341974deb4ad3902fe12381e1342022591444f11295f24d702bdff8e4c", + "prepared_review_unit_hash": "4161784d84b057f7137ff45f2bb4d4e5ec3dda38e773369190a6cdbb6bd5a942", "component_budget": { "node_count": 2, "item_count": 2, @@ -20082,18 +19980,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both bulk-upgrade GitHub Actions workflows, but they target different action families: one is for Node 24 compatibility across general workflow actions, the other updates Docker build actions and a few related workflow steps. They are related maintenance, not the same underlying change.", - "confidence": 0.96, + "summary": "Two distinct workflow dependency-upgrade PRs: one targets Node 24 compatibility across many GitHub Actions, the other bumps Docker/build actions and a few related workflow actions to latest versions. They overlap in files but not in the underlying change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because its title and diff clearly describe the broader workflow-action runtime compatibility upgrade, and its changes span several core GitHub Actions used across workflows.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer, broader goal (Node 24 compatibility) and a wider, more systematic workflow-action upgrade pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best PR in the cluster because it most directly captures the shared theme of workflow action version bumps and has the clearest, most general maintenance scope.", + "best_pr_reason": "PR 42975 is the best representative of the cluster: it captures the main GitHub Actions maintenance theme with a specific compatibility objective, while 42976 is a narrower version-bump set.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: despite overlapping workflow files and similar upgrade wording, the PRs update different concrete actions (checkout/cache/upload-artifact vs docker/build-push-action and a few others). They do not fix the same code-path problem and would not plausibly be merged into one PR without conflating separate dependency bumps." + "reason": "Both are workflow dependency upgrades, but they change different action families for different purposes. 42975 focuses on checkout/cache/upload-artifact and Node 24 compatibility; 42976 focuses on docker/build-push-action and a few latest-version bumps. They are not the same concrete fix and would not naturally merge into one PR." } ] }, @@ -20134,82 +20032,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "5de7660b6a34267a6c684aa4a1fa8871a6e8d624d3b49592a8b4a68565cf3a90", + "prepared_review_unit_hash": "a3d3c7a528f6d616586a5a066d2dcaf1d3bd834667ec07e79486118567d231f5", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 20309, - "estimated_input_tokens": 5078, - "estimated_eval_tokens": 10412 + "serialized_chars": 20308, + "estimated_input_tokens": 5077, + "estimated_eval_tokens": 10410 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 20309, - "estimated_input_tokens": 5078, - "estimated_eval_tokens": 10412 + "serialized_chars": 20308, + "estimated_input_tokens": 5077, + "estimated_eval_tokens": 10410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7 Flash). The only closely related pair is the Step3p7 Flash PR and its WIP mini-model/support PR, but they still look like companion work rather than the same duplicate change.", - "confidence": 0.96, + "summary": "These are mostly separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7). The only close pair is Step3p7 vs its mini flash/demo follow-up, but it still looks like an auxiliary asset/script PR rather than the same change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the best canonical representative because it is the main Step3p7 Flash implementation PR and sits closest to the only near-related companion PR in the cluster.", + "canonical_pr_reason": "PR 46562 is the strongest representative of a concrete model implementation; the others are distinct model-family additions, and 46658 is only an auxiliary mini/demo asset PR.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest standalone PR in the set: it has the broadest model-integration scope and the highest review activity, making it the most mature representative of the overall cluster theme.", + "best_pr_reason": "PR 46562 is the best global representative because it adds the actual Step3p7 model code, docs, mappings, and tests, whereas 46658 is just supporting mini-model/demo content.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); similar model-addition structure, but not the same change." + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate for model onboarding, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2); shared framework files do not make this a duplicate." + "reason": "Different model families: ViT NEPA vs Molmo2. No concrete shared code-path problem." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM), not the same underlying code change." + "reason": "Different model families: ViT NEPA vs CTSM. Similar onboarding files do not make them duplicates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are distinct model integrations with separate code and tests." + "reason": "Molmo and Molmo2 are related in naming but are distinct model additions with different code and test surfaces, not one duplicate change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions." + "reason": "Molmo vs CTSM are unrelated additions; overlap is only in shared framework registration/docs files." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions; same subsystem, but not duplicate work." + "reason": "Molmo2 vs CTSM are separate model implementations, not the same underlying fix or feature." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model additions, but CTSM and Step3p7 Flash are distinct models and code paths." + "reason": "CTSM and Step3p7 are different model families; similarity is limited to standard auto-mapping/documentation edits." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "46658 looks like WIP mini-model/assets and scripts for Step3p7 Flash, but not the same concrete implementation change as 46562." + "reason": "Step3p7 model addition vs a mini flash/demo asset PR: related family, but not the same concrete code-path change and not something that would be merged into one PR." } ] }, @@ -20258,118 +20156,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "cbb600115a83942b08b9d1cc7c72709384bba80a2939d7a5c055652234c5f473", + "prepared_review_unit_hash": "c7b53687f78675ff398e3a33faf44b135653ed84840aa5507e59742f455d6316", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23306, - "estimated_input_tokens": 5827, - "estimated_eval_tokens": 11910 + "serialized_chars": 23160, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23306, - "estimated_input_tokens": 5827, - "estimated_eval_tokens": 11910 + "serialized_chars": 23160, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like a noisy similarity bucket, not a duplicate set: the PRs cover unrelated fixes in Whisper tests, tie-weights backward compatibility, model test placeholders, FP8 dequant logic, doctest cleanup, generation watermarking validation, CI workflow tweaks, and typo-only edits.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: it mixes unrelated PRs about Whisper tokenization/tests, FP8 dequantization, generation validation, CI infrastructure, doctest cleanup, and typo fixes. The soft similarities are mostly superficial (shared test/doc/code cleanup patterns), not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate stands out; PR 46579 is the broadest and most central maintenance-style change in the cluster, but it does not share the same concrete bug/change with the others.", + "canonical_pr_reason": "No single PR is a true canonical duplicate target; the set spans distinct fixes in different subsystems, so there is no clear PR to merge the cluster around.", "best_issue_reason": null, - "best_pr_reason": "PR 46579 is the best anchor for triage because it is the most broadly connected artifact in this otherwise heterogeneous cluster, though it is not a real duplicate of the others.", + "best_pr_reason": "PR 46579 is the broadest and most self-contained patch in the set, but it still addresses a different change class (code typos) than the rest and is not a good duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different areas and intents: Whisper tokenizer/test cleanup vs placeholder asserts in CLIP/ViT tests." + "reason": "Whisper tokenizer decode logic vs CLIP/ViT test assertions; different subsystems and bug shapes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding logic/tests are unrelated to FP8 dequant/model-loading fixes." + "reason": "Whisper decoding behavior vs FP8 dequant/core loading changes; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/tokenization change and generation watermarking validation are different code paths and bugs." + "reason": "Whisper tokenization fix vs generation watermarking/validation fix; not the same bug." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility shim for tie_weights is unrelated to a broad typo-only cleanup." + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; different intent and scope." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Dummy/failing model-test edits are unrelated to Phimoe CI/workflow fixes." + "reason": "Synthetic test failures in model tests vs Phimoe CI infrastructure changes; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Model-test placeholder assertions do not match the FP8 dequantization/runtime fix in 44815." + "reason": "Test-only edits in CLIP/ViT vs FP8 dequantization implementation; not duplicative." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These touch different problems: test-file edits vs generation config/Whisper validation changes." + "reason": "Random test assertions vs generation config/Whisper runtime fix; different underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test placeholder changes are not the same underlying change as code typo cleanup across many files." + "reason": "Model test tweaks vs code typo cleanup across many files; not the same change." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading logic is unrelated to Phimoe integration test CI adjustments." + "reason": "FP8 dequant/loading fix vs CI memory/device-map patch for Phimoe; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are code changes, but they fix different concrete bugs in different subsystems." + "reason": "FP8 dequantization logic vs watermarking_config validation and Whisper changes; different bugs." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 kernel/loading fixes are not the same as general typo corrections." + "reason": "FP8 runtime fix vs typo sweep; no shared underlying code-path problem." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation edits do not share the same underlying change as code typo cleanup." + "reason": "Doctest/documentation fixes vs code typo cleanup; same broad theme, but not the same change." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI workflow changes are unrelated." + "reason": "Generation config/Whisper behavior fix vs Phimoe CI support work; unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "A generation/config runtime fix is not the same as broad typo-only edits across many files." + "reason": "Generation validation and Whisper fix vs generic typo cleanup; not mergeable as one PR." } ] }, @@ -20399,12 +20297,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "7416ef1d8bb197e54bafede1da61fada4615f5a143cec955c85edab5949297c7", + "prepared_review_unit_hash": "dffa1b6a8eb6e90d9c1d694cff83d9b1a20a3cc05bfdcf38ed9701196afa59a2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20412,7 +20310,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20421,18 +20319,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated \"don't merge\" demo PRs with overlapping test-file touch but different code paths and scopes; they should not be deduplicated.", - "confidence": 0.63, + "summary": "These two PRs are not duplicates: one is a small repo-bot/setup test change, while the other is a broader workflow/test diff. They only share a Vit test file and do not appear to fix the same concrete code-path problem.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43488 is the cleaner representative: its title and diff are narrowly centered on a repo-bot/setup.py format check, making it more self-contained than the broader workflow-heavy PR #43532.", + "canonical_pr_reason": "No single canonical PR: the PRs are unrelated in intent and scope, with only superficial overlap in a shared test file.", "best_issue_reason": null, - "best_pr_reason": "PR #43488 is the best cluster representative because it is more focused and interpretable as a single change, whereas #43532 spans several workflows and utilities and is less canonical as a duplicate target.", + "best_pr_reason": "43532 is the stronger representative PR because it contains the more substantive functional/workflow changes; 43488 is mainly a setup/versioning test change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They only share a test filename; #43488 tweaks packaging/versioning and a vit test, while #43532 changes CI workflows, testing utilities, and notifications. They are not the same underlying fix/change." + "reason": "Shared Vit test filename is not enough; the diffs target different areas (setup/versioning vs CI/workflow and utilities) and do not look mergeable as one fix." } ] }, @@ -20462,12 +20360,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a63d71ae599348543106c7dff3fff3c3b73b0317823ded946d7839848b1e947e", + "prepared_review_unit_hash": "0dc4b7f684c4ef285d305e59334554ee9b20915cc8470ec86ec0bc0f753beece", "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 }, @@ -20475,7 +20373,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20484,18 +20382,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add similarly named but distinct pipeline/features: one for promptable concept segmentation and one for promptable visual segmentation. They share boilerplate documentation/registry changes, but they do not appear to fix the same concrete code-path problem.", - "confidence": 0.91, + "summary": "These are two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some docs/metadata scaffolding, but the task scope, pipeline names, and touched model/test files differ enough that they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes implement different pipelines for different tasks and target different code paths/models.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone change: it covers a broader, more integrated visual-segmentation stack (multiple model tests and a dedicated pipeline implementation), making it the more complete representative of this area.", + "best_pr_reason": "Neither PR is a true duplicate of the other; both are independent feature additions, so neither is a suitable global best for deduplication.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different feature targets and underlying code paths: concept segmentation vs visual segmentation. The overlap is mostly shared pipeline/docs scaffolding, not the same concrete bug or change, so they should not be merged as duplicates." + "reason": "Reject: Promptable Concept Segmentation vs Promptable Visual Segmentation are different features with different pipeline/model/test targets, not the same underlying change." } ] }, @@ -20525,7 +20423,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "24adb5457d3e2df840c11edf572384006b5ad05262920e424efe11c078c0db6a", + "prepared_review_unit_hash": "393613d9abdb803b34f2dd1ad1b0f6c935f8454b32517bef161b934d7e270f8b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20547,18 +20445,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch `trainer.py` and improve trainer extensibility, but they fix different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable helper. They are related in theme, not duplicates.", - "confidence": 0.96, + "summary": "Two open PRs in `trainer.py`, but they fix different things: #43651 changes gradient-accumulation loss scaling in `training_step`, while #43663 extracts signature-column inspection for column filtering. Same file, different code paths and different change intents.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43651 and 43663 address separate trainer behaviors and would not be merged into one change.", + "canonical_pr_reason": "#43651 is the more concrete, self-contained behavior fix: it changes `training_step` loss normalization for gradient accumulation. #43663 is a separate refactor/hook for signature-column filtering, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 43663 is a clean, self-contained trainer refactor, but it is only a representative of the cluster theme\u2014not a duplicate of 43651.", + "best_pr_reason": "#43651 is the better representative PR for this cluster because it is a narrowly scoped functional change with a clear runtime effect, whereas #43663 is an independent trainer refactor/extension point.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes in the same file: 43651 alters loss scaling during training, while 43663 adds an overrideable signature-column helper for dataset filtering. Shared subsystem alone is not enough to treat them as the same fix." + "reason": "They touch the same file but address different mechanisms: loss scaling vs. signature-column filtering. Not the same underlying bug/change, and they would not naturally merge as one PR." } ] }, @@ -20588,12 +20486,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "40e16068567901536c4c15a1c5ab165309060f08f2de6fb3c0ddde6e79fd555d", + "prepared_review_unit_hash": "3bd4b9d80146dd9ae73c5ae5fdc4f97ae643907feb656670d070c91d09f1c44d", "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 }, @@ -20601,7 +20499,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20610,24 +20508,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `src/transformers/cli/serve.py` and both involve typing changes, but the packet does not show they fix the same concrete bug. PR 43842 is a targeted `TypeAdapter`/missing-pydantic guard, while 43656 is a broader `from __future__ import annotations` and annotation cleanup.", - "confidence": 0.81, + "summary": "The two PRs are related at the file/subsystem level, but they are not the same fix: 43656 is a broader `__future__`/typing cleanup, while 43842 is a narrow `TypeAdapter` import/quoting change. They should not be treated as one mergeable duplicate PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the better canonical PR because it addresses a specific runtime problem: guarding `TypeAdapter` when pydantic is absent and fixing the failing annotation site directly.", + "canonical_pr_reason": "43842 is the better canonical PR because it is the tighter, more specific fix for the `TypeAdapter` NameError path; 43656 is broader typing cleanup in the same file.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative for the cluster because it is the narrower, more concrete fix and the explicit issue target is specific; 43656 is broader typing churn and not clearly the same bug.", + "best_pr_reason": "43842 is the best standalone PR in this cluster because it most directly addresses the concrete `TypeAdapter` runtime/import issue with minimal scope.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: the overlap is only in the same file and general typing/annotation changes. The packet does not establish the same underlying bug or a mergeable single fix, and the explicit issue targets differ." + "reason": "They touch the same file, but the diffs are different fixes: 43656 is broad annotation/future cleanup, while 43842 is a focused `TypeAdapter` import/quoting change. The evidence does not support a single underlying bugfix or a mergeable combined PR." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary overstates the evidence. The packet only supports that both PRs make typing/annotation-related changes in `src/transformers/cli/serve.py`; it does not clearly show they fix the same bug, and the explicit issue targets differ (`43576` vs `43824`). PR 43842 is specifically about guarding `TypeAdapter` for missing pydantic, while 43656 appears to be a broader `from __future__ import annotations`/typing cleanup. The soft-pair acceptance is too strong without clearer same-bug linkage or mergeability evidence." + "feedback": "The relation is overstated. The packet shows two different PRs linked to different issues (43576 vs 43824), and their diffs are not the same fix: 43656 is broader `__future__`/typing cleanup, while 43842 is a narrow `TypeAdapter` import/quoting change. They touch the same file, but the evidence does not clearly support treating them as one mergeable bugfix PR or as the same underlying issue." }, "evaluator_used": true, "retried": true, @@ -20798,8 +20696,8 @@ "pull_request:44018|pull_request:44161", "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", - "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", "pull_request:43997|pull_request:44074", "pull_request:43997|pull_request:44129", "pull_request:44010|pull_request:44018", @@ -20816,322 +20714,394 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "198d4dd5455eae6da978e1a512f28eac1adce076e9549999baf653435bb1d08e", + "prepared_review_unit_hash": "3e1d4a24dfc92dbcc9adc5fac982130d18ca1ce249a59e39921a2511988d63b8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75096, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors around standardized output tracing. Most PRs share the same high-level theme but touch different model code paths, so they are not duplicates. The only strong duplicate-like pairs are the GPT-J iterations and the GPT-Neo iterations.", - "confidence": 0.78, + "summary": "This is mostly a family of model-specific output-tracing refactors. Only two clear duplicate subclusters stand out: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722). The rest are separate model migrations, not the same concrete change.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44722 is the best representative because it is the most complete GPT-J/CodeGen output-tracing refactor in the set, targets the shared issue, and appears to subsume earlier GPT-J-specific iterations.", + "canonical_pr_reason": "PR 44722 is the best anchor: it has the explicit tracking issue, covers the shared GPT-J/CodeGen output-tracing refactor, and is the broadest concrete implementation among the true duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #44722 is the strongest single PR candidate for the cluster: it covers the same concrete refactor as the earlier GPT-J/CodeGen work and is the broadest, latest iteration among the close matches.", + "best_pr_reason": "PR 44722 is the strongest representative of the cluster\u2019s actual duplicate core because it is a complete standardized-output-tracing refactor for the shared GPT-J/CodeGen path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same theme, but not the same underlying change." + "reason": "Different model families/files; both are output-tracing refactors, but not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output-tracing refactor vs DeBERTa output-tracing refactor; separate model implementations." + "reason": "CVT/FNet vs DeBERTa are unrelated model implementations; same theme only at a high level." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file/function; one is a narrower version of the same underlying change." + "accept": false, + "reason": "Both touch GPT-J, but 44066 also bundles CodeGen; not the same change set." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are different models with separate encoder implementations; same pattern, not the same bug/change." + "reason": "RegNet and EfficientNet are separate model-specific refactors, not a duplicate fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths, so they should not be merged as one duplicate PR." + "reason": "Different models and code paths; only the generic output-tracing pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different model refactors, not one concrete change." + "reason": "GPT-J/CodeGen versus EfficientNet; same broad refactor theme but unrelated code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa output tracing are separate model-specific refactors." + "reason": "MobileNetV2 and DeBERTa are separate implementations with no shared concrete bug." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are different model code paths." + "reason": "GPT-J/CodeGen versus MGP-STR; different model code and different refactor target." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT touch different architectures and different forward paths." + "reason": "GPT-J/CodeGen versus MPT; same decorator migration theme only." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model file, with overlapping test/code changes; they look like iterations of the same PR." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test path, so they look like the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations, so these are not duplicates." + "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 are separate model refactors even though they use the same standardized pattern." + "reason": "GPT-Neo versus GPT-J/CodeGen; related refactors, but not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated model-specific migrations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model families; same broad refactor theme is not enough to merge them." + "reason": "ResNet versus GPT-J; only the output-tracing pattern overlaps." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen are different code paths and should not be treated as the same change." + "reason": "MGP-STR and GPT-J/CodeGen are different model paths and different fixes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model-specific output-tracing refactors." + "reason": "GPT-Neo versus ResNet; same refactor style, different code path." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different architectures with distinct implementations." + "reason": "ResNet and MPT are separate model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model code paths." + "reason": "GPT-Neo versus Flaubert; not the same model or bug." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate refactors in unrelated models." + "reason": "GPT-Neo versus Flaubert; same output-tracing theme only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations, so this is not one duplicate PR." + "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths despite similar output-tracing goals." + "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different models; not the same underlying bug/change." + "reason": "GPT-Neo versus GPT-J; different underlying model code." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated model-specific refactors." + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same concrete code path." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are different model families." + "reason": "GPT-Neo versus MGP-STR; not the same concrete fix." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are distinct model implementations; same refactor pattern only." + "reason": "GPT-2 and MGP-STR are unrelated model paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model code paths." + "reason": "GPT-J versus MGP-STR; only broad refactor style overlaps." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model refactors." + "reason": "ViLT and Flaubert/XLM are different model migrations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert and Flaubert are different models, so these are not duplicates." + "reason": "GPT-Neo and MPT are different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and Flaubert/XLM touch unrelated model implementations." + "reason": "GPT-2 and GPT-J/CodeGen are separate model refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and MPT are different architectures and different forward paths." + "reason": "SegFormer and LongT5 are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer versus GPT-J/CodeGen; same tooling, different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and Segformer are different model code paths." + "reason": "SegFormer and VisualBERT are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models and different fixes." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and MPNet are unrelated model-specific changes." + "reason": "RegNet and VisualBERT are unrelated model implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and ImageGPT are different models with separate implementations." + "reason": "MPT and MGP-STR are separate refactors in different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model code paths." + "reason": "TextNet and Flaubert/XLM are different models; not a duplicate." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are unrelated refactors across different models." + "reason": "MPNet and Flaubert/XLM are unrelated model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and TextNet are different architectures, so this is not one duplicate change." + "reason": "RegNet and SegFormer are different model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; same refactor theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model-specific migrations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44017", + "accept": false, + "reason": "MPNet and SegFormer are separate model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are separate model implementations." + "reason": "SqueezeBERT and MPT are different models and different changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "SqueezeBERT and VisualBERT are unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are unrelated model-specific refactors." + "reason": "GPT-Neo and SpeechT5 are different model code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and RegNet are different models; same output-tracing theme is too broad to merge." + "reason": "MPT and SpeechT5 are different model paths." }, { "left": "pull_request:43996", - "right": "pull_request:44072", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and EfficientNet are separate model refactors." + "reason": "CVT/FNet and LongT5 are separate changes in different model code." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and Segformer are different model code paths." + "reason": "CVT/FNet versus SegFormer; same refactor pattern only." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-J and SpeechT5 are different models and changes." + "reason": "SqueezeBERT and DeBERTa are separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both are the same GPT-J/CodeGen standardized output-tracing refactor, with the same concrete code paths and issue target." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files and issue target; this looks like the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": false, + "reason": "Both mention GPT-J, but 44722 bundles additional CodeGen work, so the scope is not the same change set." + }, + { + "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": "CVT/FNet and RegNet are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet versus SpeechT5; not the same bug or change." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model implementations." + "reason": "DeBERTa and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different model code paths, so they are not duplicates." + "reason": "DeBERTa and VITS are different model implementations and different fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-model pairs. The two accepted duplicate-like pairs (GPT-J iterations and GPT-Neo iterations) look mergeable into single PRs for the same refactor/bugfix, and the chosen canonical PR (44722) is supported by the broader GPT-J/CodeGen scope plus the shared issue target. No clear overstatement beyond the evidence provided." + "feedback": "The summary is well grounded in the packet and stays conservative. It correctly identifies the two strongest duplicate cores that are actually supported by the diffs and shared file paths: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722). The remaining pairs are reasonably treated as same-theme but different model-specific refactors, so I don\u2019t see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -21169,20 +21139,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "799805cb8a35ed347f3c6174e20f4fd04323c90029b598122686f635398a0892", + "prepared_review_unit_hash": "7a2658da5cea41c1a59ce0182450fae6f42aeb116c0ab246200dac38ea2798f6", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -21191,48 +21161,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific refactors to migrate different Transformers models to standardized output capture/tracing. They are thematically similar but touch different architectures and code paths, so they should not be treated as duplicates.", - "confidence": 0.92, + "summary": "These PRs are thematically related\u2014they all migrate model forwards toward standardized output capture\u2014but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR has to represent the cluster, 44129 is the most concrete and self-contained: it has an explicit issue target, a narrowly scoped SpeechT5 refactor, and clear standardized output-capture changes.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has the clearest concrete refactor, an explicit linked issue (43979), and shows the standardized output-capture pattern in a substantial model implementation.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR in this set because it is explicitly tied to an issue and has a focused, model-specific implementation rather than a broad or ambiguous change.", + "best_pr_reason": "PR 44129 is the best single cluster representative because it is the most complete and explicitly issue-linked example of the output-tracing migration, making it the most useful anchor for this theme.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same general migration theme, but FocalNet and ImageGPT are different models with different forward paths; not the same underlying change." + "reason": "Both are output-tracing refactors, but FocalNet and ImageGPT are different model code paths with different layer/attention implementations." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both refactor output tracing, but VisualBert and TextNet are separate model implementations and these patches are not interchangeable." + "reason": "VisualBert and TextNet are unrelated models; sharing a refactor pattern is not enough to treat them as the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert: different code paths and model-specific tracing hooks, so this is not a duplicate fix/change." + "reason": "MPNet vs VisualBert affects distinct architectures and output-recording targets, so these are not the same underlying bug or fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are distinct model families; they share a refactor pattern but not the same concrete bug or PR." + "reason": "Both migrate output tracing, but the PRs touch different models and different forward paths, so they should not be merged as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated implementations; these are separate standardized-output migrations, not one mergeable PR." + "reason": "RegNet and SqueezeBert are separate model implementations; this is a shared modernization pattern, not a single concrete fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 change different model code paths; the explicit issue link on 44129 does not make them the same change." + "reason": "SqueezeBert and SpeechT5 fix different model-specific output handling, and SpeechT5's linked issue does not make them the same change." } ] }, @@ -21312,268 +21282,262 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a76970829c3bfb42dafbf0e139680ed56cf7c704d2b76a588ea24c395eeb4dea", + "prepared_review_unit_hash": "9581f6499013a47b9c4e9889cecb5e2821d831a3a57ee29b3a6f4b59ae0cb72b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates of one underlying fix; they are separate model-specific output-tracing refactors that share a common pattern but target different code paths.", - "confidence": 0.96, + "summary": "This is a thematic cluster of model-specific output-tracing / can_return_tuple refactors across unrelated architectures. The PRs share implementation style, but they are not duplicate fixes and should not be merged together.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative: it applies the tracing refactor across two closely related Mamba-family implementations and shows the full change pattern.", + "canonical_pr_reason": "44003 is the broadest concrete refactor in the set, spanning both Mamba and FalconMamba and adding the shared output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best overall representative because it is the most substantive, self-contained example of the shared output-tracing refactor theme.", + "best_pr_reason": "44003 is the best single representative of the cluster because it has the widest model-family scope while still being a coherent output-tracing change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; same refactor motif only." + "reason": "Different model implementations; same refactor pattern, but not the same code path or mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated architectures; not the same concrete change." + "reason": "Both are output-tracing refactors, but they affect different model families and cannot be treated as one duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different code paths in different model stacks." + "reason": "Same general pattern, but timm_backbone and univnet are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs Mamba/FalconMamba; separate fixes." + "reason": "Mamba-family refactor vs timm_backbone refactor; shared utility theme only, not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Distinct architectures; only the output-tracing pattern matches." + "reason": "Unrelated architectures; output-tracing similarity is too broad to call a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model implementations." + "reason": "MobileNetV1 and UnivNet are separate models with distinct forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems; same broad refactor theme only." + "reason": "Different model families; same output-tracing cleanup pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate models with different forward paths." + "reason": "Separate model stacks; both refactor output handling but do not fix the same bug." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/model codepaths; not one bug fix." + "reason": "MobileNetV1 vs vision-encoder-decoder wrapper; not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs speech encoder-decoder; unrelated changes." + "reason": "Different encoder/model implementations; only the refactor template matches." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet fix different code." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model families; not mergeable as one PR." + "reason": "Different architectures; shared can_return_tuple refactor is not enough for duplication." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and output codepaths." + "reason": "CLIP-style dual encoder vs Mamba-family models; no shared underlying bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models; same refactor pattern only." + "reason": "Different model families and output shapes; same high-level refactor only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated fixes." + "reason": "UnivNet and UperNet are unrelated implementations despite similar tracing cleanup." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and tracing implementations." + "reason": "Different code paths; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families; not the same underlying change." + "reason": "DepthAnything refactor vs UnivNet refactor; no duplicate bug or mergeable common patch." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44004", "accept": false, - "reason": "UperNet and RWKV touch different code paths." + "reason": "UnivNet and CodeGen are distinct models; only the refactor motif overlaps." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures; only similarly named refactor." - }, - { - "left": "pull_request:44003", - "right": "pull_request:44028", - "accept": false, - "reason": "Mamba-family tracing vs SuperPoint output handling." + "reason": "UperNet and Mamba-family changes are separate and not mergeable into one PR." }, { - "left": "pull_request:44003", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Mamba tracing refactor and CodeGen cache/signature cleanup differ." + "reason": "Different subsystems and forward signatures; not the same fix." }, { - "left": "pull_request:43998", - "right": "pull_request:44004", + "left": "pull_request:44003", + "right": "pull_request:44028", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model paths." + "reason": "Mamba/FalconMamba refactor vs SuperPoint refactor; same theme, different code paths." }, { - "left": "pull_request:44001", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet audio model vs CodeGen language model." + "reason": "CodeGen and Mamba-family changes are unrelated implementations." }, { - "left": "pull_request:44002", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems; not the same bug or change." + "reason": "TimmBackbone and CodeGen are unrelated model paths; shared output-handling cleanup is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are separate wrappers." + "reason": "DepthAnything and VisionEncoderDecoder are different model stacks; not a duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward implementations." + "reason": "DepthAnything vs SpeechEncoderDecoder are separate wrappers and forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth estimation vs keypoint model; distinct codepaths." + "reason": "Different model families; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are unrelated." + "reason": "DepthAnything and RWKV do not share the same concrete bug or patch." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; same tracing pattern only." + "reason": "DepthAnything and DPR are unrelated code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Vision encoder-decoder wrapper vs RWKV model." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are analogous wrappers, but they are separate implementations and not duplicates." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Vision and speech wrappers are separate implementations." + "reason": "Different model families; similar output-tracing refactor only." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model types; not one concrete fix." + "reason": "Encoder-decoder wrapper vs RWKV; not the same underlying issue." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated code paths." + "reason": "Different model families and code paths; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model stacks; same general refactor only." + "reason": "SpeechEncoderDecoder wrapper vs RWKV model; shared pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder vs DPR are separate changes." + "reason": "Different models and forward signatures; not a duplicate fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint keypoint model vs RWKV language model." + "reason": "SuperPoint and RWKV are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and output semantics." + "reason": "SuperPoint and DPR do not share the same concrete bug or change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations." + "reason": "RWKV and DPR are separate model implementations; same refactor theme is insufficient for duplication." } ] }, @@ -21603,12 +21567,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "0dedb6745de8d58695b9be3e3215b3524d241e0965dec433532e028318117a5c", + "prepared_review_unit_hash": "8617ea4dd2e788f42ce878298a13582fa2419062052d339dfd7f6fd2be4089b5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21616,7 +21580,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21625,18 +21589,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-integration PRs that share only generated boilerplate and auto-registration files. They target different concrete models and do not appear to be mergeable into one change.", - "confidence": 0.97, + "summary": "Two separate model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share Transformers boilerplate and auto-registration files, but they target different models, architectures, and code paths, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR; these are distinct model implementation PRs, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the cleaner representative if one must be chosen: it has an explicit issue target and a tighter, model-specific scope.", + "best_pr_reason": "45401 is the cleaner representative of the cluster because it is a focused Voxtral TTS addition with an explicit issue target.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: PenguinVL implementation vs Voxtral TTS support. Overlapping docs/auto-registry files are incidental and not evidence of the same bug or feature." + "reason": "Reject: different model families (PenguinVL vs Voxtral TTS) with separate implementations; overlap is only shared Transformers scaffolding and docs/auto-registration, not the same code-path fix." } ] }, @@ -21666,12 +21630,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "dd882918d669d9f8ee37194ff5d8e5b9ab1739227019d630753690fc8839694b", + "prepared_review_unit_hash": "9941670c3826b37ef7b0e5dd7a900d2a66d42b71a1b8b32ddb5d4d051f812969", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4405, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21679,7 +21643,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4405, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21688,18 +21652,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch fusion-related code, but they implement different features: one adds a generic Module Fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration. They are related in theme but not the same underlying change.", - "confidence": 0.94, + "summary": "These are related fusion-feature PRs, but they are not the same change: #44979 adds a generic Module Fusion API scaffold, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. Similar domain, different code paths and purposes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the stronger representative of the cluster because it makes the broader end-to-end kernel-fusion integration change across core files, while #44979 is a narrower standalone API addition.", + "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires fusion through KernelConfig, integration points, and an example. #44979 is a lower-level API scaffold in a separate module.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best single item to surface because it has the broader user-facing impact and spans the main integration points for kernel fusion, whereas #44979 is an isolated API/module addition.", + "best_pr_reason": "#45363 is the best representative of the cluster because it contains the broader, more actionable fusion implementation and surfaces the user-facing workflow.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are about fusion, but #44979 introduces a generic Module Fusion API in a new module, while #45363 implements KernelConfig-driven n-to-1 kernel fusion and related integrations. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + "reason": "They both involve fusion, but #44979 introduces a generic module-fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion. Different underlying mechanisms and not plausibly one merged PR." } ] }, @@ -21729,7 +21693,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "896bf044af722b11ad0a6390d71c56e3f5368ca819b6a65ad16313f07a2ec665", + "prepared_review_unit_hash": "f72fd2ab789d714a3ce2cd523805daaadb3ac4fcdb056cd9f47215e133de357e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21751,18 +21715,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same fix for the Mistral regex patch AttributeError in the same file and target the same issue; 45317 is the fuller, test-backed version.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path; PR 45317 is the more complete version because it includes the code change plus a test update.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete change for the issue.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it targets the same fix as 45086 but also adds a test file, making it the more complete and merge-ready change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying bug fix, same target issue, and it adds validation/tests beyond the minimal patch.", + "best_pr_reason": "PR 45317 is the best PR candidate: same underlying bug, same file-level fix, and it includes validation coverage beyond the minimal patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in tokenization_utils_tokenizers.py for _patch_mistral_regex; 45317 is essentially the expanded version of 45086 with tests." + "reason": "Same explicit issue target, same file, and the diff shows the same AttributeError fix in _patch_mistral_regex; the second PR is a superset with tests, so these look like duplicate PRs for the same bug." } ] }, @@ -21796,52 +21760,52 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "2f3d6453a8989af9475bcbd3c729691affe279d51376388978f1798060a8a539", + "prepared_review_unit_hash": "9bf2b2e5f9d6662d1b2e47a2185a2b2d3cfe7f30c2279804917d250db5a400d7", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all Nemotron-related, but they split into distinct change sets: a NemotronH inheritance/refactor, a NemotronH dense/sparse split, and two separate ASR streaming model additions. The overlap is mostly shared framework/docs plumbing rather than the same underlying bug or feature.", - "confidence": 0.92, + "summary": "These PRs split into separate workstreams: NemotronH refactoring, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. The overlaps are mostly shared auto/docs scaffolding, not the same underlying change, so there are no true duplicate PR pairs here.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the most central Nemotron-family architecture change in the cluster and the closest thing to a unifying representative, since it covers the core NemotronH refactor rather than a narrower follow-up or a separate ASR feature line.", + "canonical_pr_reason": "PR 45569 is the broadest and most central NemotronH architecture change, covering the main model split plus the new dense/sparse model files, so it is the best single representative if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best overall representative for this cluster because it has the broadest impact on the core NemotronH implementation and ties most directly to the related NemotronH refactor PR; the ASR PRs are a different product area, not the same change.", + "best_pr_reason": "PR 45569 is the strongest representative of the cluster because it changes the core NemotronH modeling/configuration path rather than just adding a variant or documentation, and it is the most comprehensive of the NemotronH-related changes.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same change: 45115 is a GraniteMoeHybrid inheritance/mapping refactor, while 45569 splits NemotronH into dense/sparse variants and updates docs/model registration. Shared files reflect the same subsystem, not duplicate code-path fixes." + "reason": "Related NemotronH work, but 45115 is a conversion/inheritance refactor while 45569 adds the fuller NemotronH, dense, and sparse model implementations. Different concrete changes, not one mergeable duplicate PR." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Different model families and goals: 45569 refactors NemotronH architecture, while 46565 adds Nemotron 3.5 ASR streaming. Similar auto/docs/loss files are shared infrastructure, not evidence of one mergeable PR." + "reason": "They touch shared auto/documentation areas, but one is NemotronH model refactoring and the other is Nemotron 3.5 ASR streaming. Different model families and different code paths." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR streaming PRs, but they target different concrete models (Nemotron ASR vs Nemotron 3.5 ASR). That makes them related follow-ups, not the same underlying feature or code-path fix." + "reason": "Both are ASR streaming PRs, but they target different model versions (Nemotron ASR vs Nemotron 3.5 ASR). Similar infrastructure, but not the same underlying change or a single PR-sized duplicate." } ] }, @@ -21871,7 +21835,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "77ffd1df759b8457bfc82a0bbfbc30f73c5e037c633125312039b7557e58b351", + "prepared_review_unit_hash": "d4d8eed1066b9937e79f97ea535f938e2c75d683bea536c788377ec22b50f9b6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21893,18 +21857,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related heterogeneous-model feature PRs, but they cover different layers of the implementation: 45333 adds per-layer configuration plumbing, while 45332 adds model/runtime integration on top of that. They are not duplicates.", + "summary": "These two PRs are related but not duplicates: one introduces per-layer heterogeneous config plumbing, while the other extends that plumbing into cache/modeling/runtime support across many additional code paths.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "45333 is the more foundational, narrowly scoped PR: it introduces the per-layer config API and helper utilities that 45332 builds on. It is the better anchor if these are grouped by topic.", + "canonical_pr_reason": "PR 45333 is the narrower foundational change and best represents the shared heterogeneity config work; PR 45332 is a broader follow-on that adds runtime/modeling integration on top of it.", "best_issue_reason": null, - "best_pr_reason": "45332 is the broader representative of the heterogeneous-model effort because it touches cache, masking, modeling, and tests; but it is still a separate follow-on change, not a duplicate of 45333.", + "best_pr_reason": "PR 45333 is the clearest single representative of the cluster because it is self-contained and focused, whereas PR 45332 spans extra cache/modeling changes and is not interchangeable with it.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature stack, but not the same concrete change. 45333 adds per-layer config support; 45332 adds heterogeneous model/runtime support that depends on that config plumbing. They could be sequential PRs, not one duplicate PR." + "reason": "Do not treat as duplicates: 45333 is only per-layer config support, while 45332 adds broader heterogeneous model/runtime support (cache_utils, masking, modeling_utils, integrations). They touch related plumbing but implement different concrete changes and would not plausibly be merged as one PR." } ] }, @@ -21934,7 +21898,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d65d51d795973219e9aa510f92cf2a9e8ba39d0c028085e69e0d52fa3202a52b", + "prepared_review_unit_hash": "7130661aaf6ba101319947ed1e933af9f92e9711b52279b0d3eec86f4dc8a064", "component_budget": { "node_count": 2, "item_count": 2, @@ -21956,18 +21920,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they target different scopes: one is a broad repo-wide type-checking pass, the other is a narrower typing refactor centered on modeling_utils and shared typing helpers. They do not look like the same underlying change and should not be merged as duplicates.", - "confidence": 0.88, + "summary": "Two open PRs in the same typing area, but they address different changes: one is a broad type-checking sweep across many Transformers modules, the other adds specific typing protocols/helpers around modeling_utils/PEFT/flash-attention. The overlap is incidental, not the same underlying fix.", + "confidence": 0.89, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more focused change and reads like a distinct, self-contained typing cleanup, but it is not a duplicate of 45415.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different change intents and scopes: 45415 is a broad type-checking sweep across many transformers modules, while 45425 adds specific typing protocols/helpers and related modeling_utils fixes. Shared files alone are not enough to treat them as the same concrete PR." + "reason": "Do not merge: PR 45415 is a repo-wide mypy/type-ignore cleanup, while PR 45425 adds new typing abstractions and annotations for specific code paths. They share some files, but not the same concrete bug/change." } ] }, @@ -21997,7 +21961,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "75a510b130d3913e763a9b65da0da2d93e7c73a5ccac50c461a4609f9b6de21d", + "prepared_review_unit_hash": "474e20b26e0db247fbf03b4f569c241ec742d527ccb5c02b68eefd81ee84ff75", "component_budget": { "node_count": 2, "item_count": 2, @@ -22019,18 +21983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar (cache correctness with multi-token cached forward), but they fix different bugs in different model families and code paths, so they are not duplicates.", - "confidence": 0.95, + "summary": "Both items are pull requests about cached forward behavior with seq_len > 1, but they target different model families and different underlying code paths: Qwen3.5 linear-attention/GDN caching versus Mamba2 CUDA kernel caching. They are related in theme, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 45513 and 46084 address separate cache bugs (Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention vs. Mamba2 CUDA kernel cache handling), so they should not be merged or treated as the same change.", + "canonical_pr_reason": "PR #46084 is the cleaner representative because it has an explicit tracking issue, a narrowly defined cache bug, and a focused fix in one model family.", "best_issue_reason": null, - "best_pr_reason": "46084 is the cleaner representative of its own bug: it is narrowly scoped, has an explicit issue target (#46032), and focuses on one concrete seq_len > 1 cache fix.", + "best_pr_reason": "PR #46084 is the strongest standalone candidate: it describes a concrete seq_len > 1 use_cache failure and the diff aligns tightly with that bug.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: both are about cached forward behavior, but 45513 changes GDN linear attention paths in Qwen3.5/Qwen3 Next/Olmo Hybrid, while 46084 fixes Mamba2 use_cache handling in cuda_kernels_forward. Different underlying bugs and not plausibly one merged PR." + "reason": "Both involve cached multi-token forward paths, but they fix different models and mechanisms. Qwen3.5/Qwen3-next linear attention vs Mamba2 state-cache handling are not the same underlying bug and would not be merged into one PR." } ] }, @@ -22060,7 +22024,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "2586c4914b4505a8f0081b862ab5f506e3c3c564f46177cb0ef07cb776448045", + "prepared_review_unit_hash": "c34a89260aef2a6b49417e458af83577ee659d57bd92f0fe274a3a7f98328cb3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22082,18 +22046,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism, but they fix different loading bugs in different distributed setups: one is config/serialization and EP detection for DeepSpeed ZeRO-3 via accelerate launch, the other fixes expert weights being overwritten during FSDP2/rank-0 broadcast.", - "confidence": 0.96, + "summary": "Both PRs are about expert parallelism, but they fix different bugs: 45548 focuses on preserving distributed_config / loading via accelerate launch, while 45662 fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more concrete representative of the cluster: it fixes a specific load-time overwrite path in model loading and distributed wrapping, with changes spread across the affected code paths.", + "canonical_pr_reason": "pull_request:45662 is the better representative of the cluster because it addresses a more concrete EP code-path bug with broader loader/integration changes, whereas 45548 is a narrower config-serialization/loading fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45548 is narrower and more focused on EP config persistence and the has_ep helper for a DeepSpeed/accelerate loading path; it is less representative of the broader distributed-loading bug set than 45662.", + "best_pr_reason": "pull_request:45662 is the strongest PR to keep as the cluster representative: it has the clearer failure mode, more specific fix path, and broader impact across loading and MoE handling.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths: 45548 adds distributed_config serialization and EP detection for DeepSpeed ZeRO-3/accelerate launch, while 45662 prevents expert parameters from being overwritten during FSDP2 rank-0 broadcast. They are related to EP but not the same fix." + "reason": "Different underlying failures: 45548 is about EP/ZeRO-3 loading and serializing distributed_config, while 45662 is about FSDP2 rank-0 broadcast overwriting expert parameters. Shared EP terminology and modeling_utils usage are not enough to treat them as the same fix." } ] }, @@ -22123,12 +22087,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1d5c620b5fe7359090138557f763a48640224306236171d5df8e59afad4ba826", + "prepared_review_unit_hash": "15b6bd09298f8dd6b599ce3d2ae9f91f1288ef8635ecf4fe86ebf7910b019869", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22136,7 +22100,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22145,18 +22109,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision problem around `captured_info` debug artifacts; #45645 is a broader superset that also updates CI log collection, while #45639 is the narrower core fix.", - "confidence": 0.86, + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; PR 45645 is the broader, more complete fix because it also updates CI log collection to handle multiple captured_info files.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the best canonical representative because it contains the core xdist-safe artifact fix and the downstream CI changes needed to consume the new per-worker log files.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the same xdist-safe captured_info fix as 45639 and also updates downstream CI/artifact handling to match the new file naming scheme.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the most suitable overall PR in the cluster since it resolves the core bug and also handles the CI/reporting side effects; #45639 is a narrower variant of the same fix.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the core bug and includes the necessary consumer-side workflow changes, whereas 45639 is a narrower subset.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug/change: making patched testing debug logs xdist-safe for `captured_info` artifacts. #45645 extends the same fix with CI log aggregation changes, but the core code-path problem is shared." + "reason": "Same underlying bug: xdist-safe handling of captured_info artifacts from patched testing logs. 45645 extends the same code-path fix and could plausibly subsume 45639 in one PR." } ] }, @@ -22189,52 +22153,52 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "625601330ad794042ce6abc550b07aa6404120b3947f80c0fd19f9a9ccf83445", + "prepared_review_unit_hash": "5b715b9de4cf1a533d09db06598786b8a5b570e7dc5383ab040d0a1abb88c05b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7525, - "estimated_input_tokens": 1882, - "estimated_eval_tokens": 4020 + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7525, - "estimated_input_tokens": 1882, - "estimated_eval_tokens": 4020 + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate pull requests with only superficial similarity. Two PRs add attn_implementation support, but they target different model families and code paths; the third is an AutoModel registry change for a different model entirely.", - "confidence": 0.92, + "summary": "These are three distinct PRs: one auto-mapping tweak for GLM-ASR, one RecurrentGemma attention-dispatch update, and one BLIP-2/InstructBLIP attention-dispatch update. They share a loose theme but do not appear to be duplicates or mergeable into one PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46401 is the best representative of the cluster\u2019s common theme because it is the broadest concrete implementation of attn_implementation dispatch across multiple related BLIP variants, whereas the others are narrower or unrelated.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46401 is the strongest overall representative: it has the largest scope, touches multiple model implementations and tests, and is the most substantial example of the attention-dispatch work in this set.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Unrelated changes: one adds GLM-ASR to AutoModel mappings, the other implements attn_implementation dispatch for RecurrentGemma. Different feature area and code path." + "reason": "Different changes in different code paths: 45670 only adds GLM-ASR to auto model mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. They are not the same bug or change." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated changes: AutoModel mapping for glmasr versus attention backend dispatch for BLIP-2/InstructBLIP models. Not the same underlying bug or mergeable into one PR." + "reason": "Unrelated scope: 45670 is an AutoModel registry update for glmasr, while 46401 adds attention-implementation support for BLIP-2/InstructBLIP variants. Same broad ecosystem, but not the same concrete change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are about attn_implementation support, but they fix different model-specific implementations (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They are not the same concrete bug/change and should not be merged as duplicates." + "reason": "Both are attention-dispatch features, but for different model families and different model files. They fix distinct implementations and would not plausibly be merged into one PR as the same underlying change." } ] }, @@ -22264,7 +22228,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "1467a267b1271f5365e316d09768243b7cb3a7c44a8edfe19effc74b18422542", + "prepared_review_unit_hash": "eb0640ff2580a6a6bad95577bd401977c698579cc936fed28a2ca23f836d2e66", "component_budget": { "node_count": 2, "item_count": 2, @@ -22286,18 +22250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/chore PRs touching overlapping model files, but they implement different rules on different code paths: one changes forward return-tuple handling (TRF003) and the other changes weight-init patterns (TRF018).", + "summary": "These are two distinct linter-driven PRs touching different code paths: TRF003 standardizes forward return_tuple handling, while TRF018 changes model weight initialization patterns. They are not duplicates or mergeable into one fix.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the more coherent single change: it targets one concrete behavior across model forwards (return-tuple handling) and is easier to reason about than the broader weight-init refactor in 46259.", + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick one representative, PR 46259 is the broader, more self-contained modeling-rule change across many init functions, but it is still a separate change from PR 45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying lint rules and fixes: TRF003 changes forward signatures/return behavior, while TRF018 changes initialization logic. Shared model filenames are incidental, not the same bug/change." + "reason": "Different underlying problems and code paths: 45720 adds can_return_tuple/return_dict handling in forward methods; 46259 rewrites initialization logic for TRF018. Shared model filenames only reflect broad subsystem overlap, not the same fix." } ] }, @@ -22393,7 +22357,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "ec70548425334d4881988fc90a97d62c4d1279266017962e423fefefb44096ea", + "prepared_review_unit_hash": "29dde23a2b21274d22168d69c4216bde9817251250372790c2c435482a393ea1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22415,18 +22379,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a broad CI/model maintenance PR with grafana workflow and model code changes, while the other is a ViT test-migration PR focused on test files. They do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.96, + "summary": "The two PRs are not duplicates: #45932 is a Grafana/CI + model-configuration patch, while #46100 is a ViT test migration. They touch different code paths and are not mergeable as one change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for duplication: PR #45932 and PR #46100 address different areas and goals, so neither can serve as a duplicate representative for the other.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: #45932 and #46100 address unrelated changes (CI/model tweaks vs. test migration).", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the broader, more substantive change set, but it is still unrelated to PR #46100; there is no single best PR as a duplicate canonicalization target.", + "best_pr_reason": "#45932 is the better representative only in the sense that it has a broader substantive code change, but it is still unrelated to #46100 and should not be treated as the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different changesets and purposes: #45932 updates CI/workflow and model code, while #46100 migrates ViT tests. They do not appear to fix the same concrete code-path problem." + "reason": "False positive: #45932 changes CI secrets and several model files, while #46100 adds/migrates ViT tests and a utility update. They do not fix the same bug or implement the same change." } ] }, @@ -22459,12 +22423,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "caa04397d8d773a43aa91a204e9bba7f9274282dcb8740c12c8fd8b592641e46", + "prepared_review_unit_hash": "4ee6fcf901d06336fc929c8450d3861a4b70e44af5175dd2a4b75a7d98679231", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8398, + "serialized_chars": 8400, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22472,7 +22436,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8398, + "serialized_chars": 8400, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22481,30 +22445,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate PRs adding SDPA/attn_implementation dispatch support to different model families (CTRL, T5, wav2vec2). They share a theme but touch different code paths and are not duplicates.", - "confidence": 0.97, + "summary": "All three PRs are model-specific additions for `attn_implementation=sdpa` dispatch, but they target different architectures and code paths (CTRL, T5, wav2vec2-family/audio models). They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a duplicate canonical for the cluster; if one must be chosen as the best representative, PR #46196 is the broadest and most substantial SDPA dispatch change across several audio models.", "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the cleanest representative of the theme: a focused T5 SDPA dispatch change with accompanying tests, without the breadth of the wav2vec2 sweep.", + "best_pr_reason": "PR #46196 is the strongest representative because it covers the widest set of model implementations and has the most extensive implementation/test surface, but it is still not the same change as the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different model implementations and code paths (CTRL vs T5); same broad feature, not the same fix and not something to merge into one PR." + "reason": "Both add SDPA dispatch support, but for different models (CTRL vs T5) and different model code paths; not the same concrete bug/change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL attention dispatch and wav2vec2 attention dispatch are separate model-specific changes; no shared concrete bug/change." + "reason": "Different architectures and implementations (CTRL vs wav2vec2/audio stack); shared theme is too broad to treat as a duplicate PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 and wav2vec2 are unrelated model code paths; both add SDPA support but for distinct implementations, so not duplicates." + "reason": "One is T5-only and the other targets multiple audio models; they are separate feature ports, not mergeable duplicates." } ] }, @@ -22534,12 +22498,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "cc1f61506ec4ee537fe3117710f22b7d44c8105126b3438e35d819ab8005b06b", + "prepared_review_unit_hash": "f97b9c16d65921fb2c56ae2447fea2bb955be65e936accd416a5b776a3bf0b81", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22547,7 +22511,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22556,18 +22520,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap on distributed/trainer files, but they are not the same concrete change: one is a focused EP + Trainer integration, the other is a broad distributed branch base touching many unrelated subsystems.", - "confidence": 0.88, + "summary": "These are related distributed-training PRs, but not the same concrete change. PR 46269 is a broad distributed branch base spanning FSDP, tensor parallel, MoE, and CI wiring, while PR 46126 is a narrower EP + Trainer integration slice. Shared files alone are not enough to merge them as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46269 is the broader umbrella distributed branch-base PR; it spans the shared distributed files and substantially more, making it the best central representative of this cluster.", + "canonical_pr_reason": "PR 46269 is the broader umbrella change and the likely base branch for the distributed stack work; it subsumes multiple distributed subsystems rather than a single focused fix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46269 is the strongest representative of the cluster because it is the larger base-change PR and not just a narrow follow-on integration.", + "best_pr_reason": "PR 46269 is the best representative for the cluster because it is the larger, more general distributed branch integration PR and contains the shared distributed infrastructure touched by the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share some distributed filenames, but the scopes differ: 46126 is a focused EP/Trainer integration, while 46269 is a broad distributed branch base. They do not look like the same underlying fix and would not plausibly merge as one PR." + "reason": "Reject: they overlap in distributed files, but 46269 is a broad multi-feature base branch and 46126 is a focused EP+Trainer integration PR. They do not appear to fix the same single bug/change and would not plausibly be merged as one PR." } ] }, @@ -22629,196 +22593,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "ff01194cad2dc6db6c64ed80d8b5bbc48268c1eeb703cda7baf06419930cceff", + "prepared_review_unit_hash": "a74fb3d7f6f1179667a5e0e4b2d28235f2f79bf711bb2904e8923fd701e66f6c", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23357, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23357, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs that only look similar because of shared chore-style titles and YAML edits. The only close group is the pr-ci-security-gate.yml trio, but each PR changes a different part of that workflow, so they should not be merged as duplicates.", - "confidence": 0.91, + "summary": "This cluster is mostly a set of unrelated workflow maintenance PRs. The only tight subcluster is the three `pr-ci-security-gate.yml` updates, but even those are distinct changes rather than the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46554 is the most substantive and central pr-ci-security-gate workflow change; the others are narrower follow-up tweaks or unrelated workflow edits.", + "canonical_pr_reason": "No PR is a clear duplicate-canonical for the whole cluster because the changes span different workflows and different behaviors. If one representative is needed, #46554 is the most substantive and concrete workflow-security change.", "best_issue_reason": null, - "best_pr_reason": "PR #46554 is the best representative of the cluster because it contains the real security-gate logic change, while the rest are smaller or different workflow updates.", + "best_pr_reason": "#46554 is the strongest representative PR: it makes a concrete behavior change in the PR CI security gate by checking out the PR head and blocking workflow/CI-infra modifications. The others are smaller or orthogonal workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: self-comment CI stdin handling vs PR CI security-gate logic." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs PR CI security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different concerns; no shared bug/change beyond both being YAML workflow edits." + "reason": "Unrelated workflow changes; one updates self-comment CI input handling, the other changes security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows; one updates self-comment CI, the other adjusts the PR CI security-gate reusable workflow note." + "reason": "Different workflows and different behavior; not the same underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow changes: self-comment CI messaging vs build-ci-docker-images commit-message handling." + "reason": "Both use safer shell quoting, but in different workflows and command paths; not the same concrete fix." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different code paths: self-comment CI vs ssh-runner hardening." + "reason": "Completely different workflows and purposes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows: ssh-runner hardening vs benchmark_v2 trigger changes." + "reason": "Unrelated: SSH runner hardening vs benchmark workflow trigger change." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Both touch workflows, but the changes are unrelated: SSH runner secret handling vs anti-slop permissions." + "reason": "Unrelated workflow updates." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different behavior; ssh-runner setup is not the same as assign-reviewers checkout ref." + "reason": "Unrelated workflow updates." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: SSH runner hygiene vs PR CI security gate implementation." + "reason": "SSH runner hardening is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated changes; no shared underlying bug." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflows and unrelated changes; ssh-runner secret cleanup is not the PR CI security-gate note update." + "reason": "Different workflows and different fixes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Separate workflows with different purposes: anti-slop permissions vs benchmark trigger conditions." + "reason": "Different workflow files and different behavior changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated fixes; no common concrete bug." + "reason": "Different workflow updates with no shared concrete bug." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow updates: anti-slop permissions vs build-ci-docker-images message parsing." + "reason": "Different workflows; one changes anti-slop permissions, the other shell quoting in build-ci docker images." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concerns; not the same change." + "reason": "Different workflow changes; not the same fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior changes; not duplicates." + "reason": "Different workflow triggers/configuration; not duplicate changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to build-ci-docker-images message handling." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; no same underlying bug/change." + "reason": "Different workflow files and different code paths." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: benchmark dispatch trigger vs build image commit-message parsing." + "reason": "Different workflow concerns; benchmark trigger vs commit-message parsing." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different operational concerns; not duplicates." + "reason": "Different workflows and unrelated behavior changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and fixes: build-ci-docker-images parsing vs PR CI security-gate logic." + "reason": "Both are workflow-hardening tweaks, but they address different scripts and different failure modes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated changes; both are generic chore updates only superficially similar." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete changes: security-check logic versus permissions/approval gating." + "reason": "Same workflow file, but different concrete changes: one adds diff-based security checks, the other adjusts permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different concrete changes: security-check logic versus reusable-workflow commentary/annotation." + "reason": "Same workflow file, but the comment-only note update is not the same fix as the security checks." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but the edits address different parts of the job and are not the same bug/change." + "reason": "Same file, but distinct changes with different purposes; not the same underlying problem." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different fixes; no duplicate evidence beyond generic chore similarity." + "reason": "Unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes; not the same underlying issue." + "reason": "Unrelated workflows and fixes." } ] }, @@ -22848,12 +22806,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "5341681ce81f1dd91db7614ce5d8dca6d323589e533298b0830c23cf33363d54", + "prepared_review_unit_hash": "d9de4b82e67fe96111fa0e5abd51f2b7f6a2d99543f23fc5f7aa7b11fed95fe3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22861,7 +22819,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22870,18 +22828,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs share a broad theme of replacing file-open-based source inspection, but they target different modules and code paths, so they are not duplicates.", - "confidence": 0.88, + "summary": "Two open PRs both replace file-open-based source inspection, but they fix different code paths in different modules: one in import utilities, one in model attention-implementation detection. They are related in theme, not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46152 is the more general and central change: it replaces self-source file opening in the import-utils helper, with a broader infrastructure-oriented fix rather than a model-specific heuristic tweak.", + "canonical_pr_reason": "PR 46207 is the better representative because it targets a concrete, well-scoped bug in `_can_set_attn_implementation`, includes a test file, and the title matches the actual behavior change.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the best representative of the cluster because its scope is cleaner and broader, while PR 46207 is a narrower fix in a separate attention-implementation path.", + "best_pr_reason": "PR 46207 is the strongest standalone PR in the cluster: it has a focused code-path fix, clearer intent, and validation coverage. PR 46152 is a separate import-utils refactor/compatibility fix rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same motivation, but not the same underlying bug/change: one rewrites source resolution in src/transformers/utils/import_utils.py, the other changes _can_set_attn_implementation in src/transformers/modeling_utils.py. Different code paths, different behaviors, not plausibly one merged PR." + "reason": "Both avoid `open()` for source reading, but they affect unrelated paths (`import_utils._resolve_traversable` vs `modeling_utils._can_set_attn_implementation`). They do not appear to be the same bug or one mergeable change." } ] }, @@ -22913,52 +22871,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "03afe1d84421cabfe7d47addc353812dae48716212e2b9538554158c2840c089", + "prepared_review_unit_hash": "0e78b1483f30cfbfa945c87a9ce657f88419822409c39d25f7eb99f0408a5dca", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PRs 46173 and 46474 are the same StaticLayer.get_seq_length type-annotation fix in cache_utils.py and should be treated as duplicates. PR 46436 is unrelated; it changes static cache length selection in generation, not the return type annotation.", + "summary": "Two PRs are the same StaticLayer type-hint fix; the static-cache max-len change is unrelated and should not be clustered with them.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46474 is the cleanest representative of the duplicate pair: it makes the same cache_utils.py type-hint change as 46173, targets the same issue (#45987), and has the simpler, more direct title.", + "canonical_pr_reason": "PR #46173 is the cleanest representative of the duplicate type-hint fix: it targets the same issue (#45987), touches the same file, and has the clearer title/body for the exact annotation change.", "best_issue_reason": null, - "best_pr_reason": "PR 46474 is the best cluster representative because it is the same concrete fix as 46173 with the same issue target and identical diff, while being more succinctly titled. 46436 addresses a different generation-cache behavior change and is not a candidate for canonical PR.", + "best_pr_reason": "PR #46173 is the best cluster representative because it is the exact same change as #46474, explicitly linked to the underlying issue, and is narrowly scoped to the type annotation fix.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different bugs: 46436 changes max static cache length handling in generation/utils.py, while 46474 only updates the StaticLayer.get_seq_length type hint in cache_utils.py." + "reason": "Different bugs/changes: one fixes static cache max-len handling in generation, the other only updates StaticLayer.get_seq_length type hints." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both modify cache_utils.py to widen StaticLayer.get_seq_length to int | torch.Tensor and both target issue 45987 with effectively identical diffs." + "reason": "Same underlying change: both update StaticLayer.get_seq_length return type annotation in src/transformers/cache_utils.py and target the same issue (#45987)." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. PRs 46173 and 46474 appear to be the same bugfix: both change StaticLayer.get_seq_length in src/transformers/cache_utils.py from int to int | torch.Tensor and share issue target 45987. The soft-edge rejection for 46436 vs 46474 is also conservative, since 46436 changes static cache length handling in generation/utils.py and tests, which is a different fix." + "feedback": "Grounded in the packet, and the soft-edge calls are conservative. PRs 46173 and 46474 clearly match on the same file, same issue target, and same type-hint change; 46436 is a different generation/max-len fix, so rejecting that pair is appropriate." }, "evaluator_used": true, "retried": false, @@ -22985,12 +22943,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "1c3688b10b1b69882cc6c78ec73505b1cd5cd21445d2469dcdd89410fe6fd89a", + "prepared_review_unit_hash": "2263316d2be505055b19869911c87fb6c18b77212d0f488de18fa880840e7fe4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -22998,7 +22956,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23007,18 +22965,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same sliding-window boundary bug (`-dist <= right_window_size` vs `<`) in Moonshine streaming; 46546 is the broader, more complete version because it also applies the same fix to Gemma4 and adds a test.", - "confidence": 0.91, + "summary": "These two PRs are the same underlying fix: the right-side sliding-window boundary in Moonshine streaming is off by one. PR 46546 is the broader, more complete version of the fix and includes tests.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it covers the Moonshine streaming fix plus the analogous Gemma4 change and includes test coverage, making it the more complete representative of this bug-fix pattern.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix plus test coverage and also applies the change to the related Gemma4 implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best overall PR for this cluster: same concrete boundary fix as 46310, but broader scope and stronger validation.", + "best_pr_reason": "PR 46546 is the strongest representative of the cluster: it fixes the same bug, spans the related implementations, and adds tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying bug and same code-path fix pattern in the Moonshine streaming mask boundary; 46546 is effectively a superset of 46310\u2019s change and they could plausibly have been combined into one PR." + "reason": "Both PRs fix the same concrete off-by-one bug in the right window mask for Moonshine streaming; 46546 is a superset with the same code-path fix and test coverage." } ] }, @@ -23048,12 +23006,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "c7a9e6879820f903909586bffa60cf1cdd831f9aced04773eba10ce61d311633", + "prepared_review_unit_hash": "30848491cf00d44fc55fff8020d788b1e2f98222c55176d5ac4cd607506e6543", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23061,7 +23019,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5939, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23070,18 +23028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support, while the other adds the HunYuan VL model with docs/tests. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model stack, docs, and tests. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better canonical representative because it is a self-contained model addition with substantial implementation, docs, and tests, and it is more complete/mature than the draft continuous-batching feature PR.", + "canonical_pr_reason": "PR 46417 is the better representative item only because it is a complete, non-draft feature addition with extensive model, docs, and test coverage; PR 46376 is a draft infrastructure change in a different area.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the best standalone PR in this cluster because it has a clear single feature scope and appears more ready for merge than the draft multimodal batching work.", + "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster due to its fuller implementation scope and clearer end-to-end feature integration, while 46376 is still draft and addresses a separate subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: 46376 targets continuous batching infrastructure for multimodal support, while 46417 introduces a new HunYuan VL model stack, documentation, and tests. They do not fix the same code-path problem and would not plausibly be merged into one PR." + "reason": "They address different underlying changes: continuous batching multimodal support versus adding the HunYuan VL model and its documentation/tests. They do not look mergeable into one PR." } ] }, @@ -23111,12 +23069,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "f50cc3fb4253f30f4a9a7a7dc2a59e38e226d664e4af085cfab961fa44393cc7", + "prepared_review_unit_hash": "65d0680bf3d515db360afdd45a648d70754a2d02ab0e3381ad73471fc6d50e99", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23124,7 +23082,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23133,18 +23091,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Mistral-related PRs, but they are different changes: one refactors/moves the existing MistralConverter into a package, the other adds tekken tokenizer detection/conversion/save support. Shared files alone are not enough to treat them as duplicates.", - "confidence": 0.92, + "summary": "Both PRs touch the Mistral tokenizer area, but they address different changes: one is a refactor moving `MistralConverter`, the other adds tekken tokenizer detection/conversion/save support. They are related by subsystem, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the more substantial, feature-bearing change; PR 46603 is a narrower code move/refactor of MistralConverter.", + "canonical_pr_reason": "PR 46604 is the more substantive user-facing change: it introduces tekken tokenizer detection, conversion, and save utilities. PR 46603 is mostly a code reorganization moving `MistralConverter` into the integrations package.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 best represents the cluster because it introduces the main new tokenizer functionality, while PR 46603 is just organizational cleanup.", + "best_pr_reason": "PR 46604 best represents the cluster because it contains the larger functional addition and spans the core tokenizer behavior change, whereas 46603 is a narrower refactor.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Both touch Mistral tokenizer code, but one is a refactor/move of MistralConverter and the other adds tekken detection/conversion/save utilities. They are different underlying changes and would not plausibly be merged as one PR." + "reason": "Different underlying changes: 46603 moves `MistralConverter`; 46604 adds tekken tokenizer detection/conversion/save logic. Shared files and subsystem do not make them the same fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 5ffa1682e598053a84118ac8a98c074feaff7d0a..60453923f61c842d28eeb08d1d0585c71e0dc170 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260615t180022z", + "analysis_id": "hybrid-model-20260616t000025z", "archived_artifacts": { - "hybrid": "snapshots/20260615T180022Z/analysis-runs/hybrid-model-20260615t180022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260615T180022Z/analysis-runs/hybrid-model-20260615t180022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-15T18:12:05Z", + "published_at": "2026-06-16T00:05:11Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260615T180022Z", + "snapshot_id": "20260616T000025Z", "variant": "hybrid" } diff --git a/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.json b/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..6133223cbe8e660a5ed9af6ecdb77c444b04bd89 --- /dev/null +++ b/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.json @@ -0,0 +1,2178 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260616T000025Z", + "generated_at": "2026-06-16T00:05:10Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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a/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..747d798863d2c49fecb312e088a1db0f185d8eb4 --- /dev/null +++ b/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,23117 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260616T000025Z", + "generated_at": "2026-06-16T00:05:10Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + 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Nemotron example breakage is not the same as GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete bugs: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and FineGrainedFP8 Qwen3Moe failure are different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time ONNX failure is not the same as Qwen3 auto device map cudaErrorAssert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG examples are different issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they refer to different removed docs/topics and are not the same defect." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Model export error is unrelated to the GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training problems: TRL SFT embedding unpacking vs resume-with-local-model remote code issue." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask shape error and Gemma4 PLE device mismatch are different forward failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor/index errors, but the Bert ZeRO-3 initialization bug is a different code path from the mask-index mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to resuming training with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad error class, but not the same concrete bug or model path." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask indexing failure is unrelated to Qwen3.5 video chat-template token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: mask shape mismatch vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training remote-code issue is unrelated to the broken Nemotron example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration bug is unrelated to resume-with-local-model remote code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Bert/ZeRO-3 IndexError and remote-code resume failure are different issues." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the collective mismatch and Bert ZeRO-3 IndexError are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Very likely duplicate reports of the same DeepSpeed ZeRO-3/Bert IndexError on empty tensors during initialization." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save-load mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are different problems." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code AutoModel config_class errors." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recomputation mismatch is different from the mask-indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the weight-dimension training error and collective mismatch are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Related model/component, but one is a CPU-offload forward incompatibility and the other is a meta/to_empty uninitialized-buffer bug; not the same defect." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation issue is unrelated to the custom trainer signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms: multimodal dtype mismatch vs invalid method in GraniteMoEHybrid." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different model-specific bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM missing config field and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE is unrelated to expensive reverse embedding lookup in Gemma4 E2B/E4B." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Clear duplicate torch 2.4.1 incompatibility reports; same version-level issue with near-identical scope." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility issue and Qwen-3 NVFP4 runtime failure are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image-preprocessor dtype mismatch are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to the Nemotron example bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and hardware paths; not the same underlying defect." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors with no concrete overlap." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram_int issue are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking issue is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error are similar only superficially; not the same concrete issue." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed items and would not be one duplicate issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS int histogram error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL trainer embedding issue is unrelated to the MPS histogram bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime problems; no shared concrete code-path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer argument error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and RAG docs example issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask shape mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary matches the packet: the cluster is mostly unrelated issues, with two conservative duplicate pairs accepted (43596/43638 and 45800/46515), and there are no PRs. The representative/canonical choice of issue:45800 is well supported by the titles and similarity signal." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "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:44841", + "issue:44863", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:44387|issue:45005" + ], + "prepared_review_unit_hash": "217bb804c7e222b525afc7cbc17e697297d5b8a90f3b39d2614735db2149c3f7", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of distinct Transformers issues; only the tokenizer regression reports look like the same underlying bug. A few loading/ZeRO-3 and sliding-window items are superficially similar, but not safe to dedupe strictly.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the best umbrella: it is open, broad, and explicitly covers the same AutoTokenizer wrong-ID regression across multiple model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the clearest multi-model repro set and ongoing discussion, making it the strongest representative issue for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs missing text-encoder weight loading in Sam3Model." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is a specific USE_DISTRIBUTED=0 breakage in v5.9.0." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated regressions: PaddleOCR-VL loading in vLLM vs PyTorch distributed support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both hit ZeRO-3 index errors, but they involve different models and different loading/training paths; too broad to treat as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3TextConfig missing a field for vLLM is unrelated to Qwen3 auto device mapping causing a CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different doc text and different removed/changed behaviors." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed support regressions." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support for GPT-OSS is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing is unrelated to a Qwen3-VL StopIteration video issue." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both touch multimodal/Qwen3.5 areas, but one is a device-map mismatch and the other is a chat-template video token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization bug vs outdated RAG documentation are not the same underlying change." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral-Mini and Gemma4 PLE device mismatch are different code paths and symptoms." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is not the same issue as PyTorch distributed support being disabled." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: both report wrong token IDs across multiple models after the v4\u2192v5 transition, with 45920 being the broader umbrella." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different model-specific problems." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to RAG example docs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different models/configs and are not clearly the same defect." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes and the zero-sized-tensor symptom point to different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper-large-v2 loading failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Ovis2 checkpoint corruption are separate model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and a pydantic PretrainedConfig field regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crashes do not share a concrete bug or fix path." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BertModel loading error is unrelated to a torch/transformers version incompatibility report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading and pydantic config-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat behavior, but one is a crash in transformers chat and the other is a streaming chat/completions API failure; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error does not match table-question-answering task crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config error and Gemma4 device-map mismatch are different issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure for Qwen3.5-0.8B is unrelated to the MPS histogram int-type error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime backends and different ops: torch dynamo grouped_mm tracing vs MPS histogram implementation." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral is unrelated to an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3TextConfig sliding-window regression." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-compilation TypeError are distinct problems." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weights bug is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different IndexError signatures and different model/setup contexts; not a reliable duplicate." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-support issues." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback gating and remote-code config_class errors are separate from each other." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device-map forward mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM from higher CUDA reserved memory is not the same as tied-weights issues in translation models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:45812 vs issue:45920, is reasonably supported by the titles as the same AutoTokenizer wrong-token-ID regression across different model families. The remaining pair rejections are appropriately cautious given the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "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", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "51b4819a636ad67399c8a1e195e1c425f6a90aa09eef5918c9101f5784fb7e69", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-specific regressions, tokenizer issues, config/loading bugs, and docs/runtime complaints. Only a couple of soft links look like true duplicates, notably the Qwen video-input regression and the input-validation error-message bug.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span multiple distinct bugs; if an umbrella representative is needed, issue 45020 is the broadest v5/remote-code regression, but it is still not a true canonical duplicate for most items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the closest high-level umbrella for the cluster\u2019s repeated v5/remote-code breakage theme, but the cluster remains too mixed for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are indexing/shape-related, but they describe different failures in different code paths and models; not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/TP failures with different triggers; too broad a similarity to treat as one bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to the Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both involve v5 breaking changes, but one is init_empty_weights arg handling and the other is PretrainedConfig/pydantic behavior; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are distinct runtime issues." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/input issues, but one is image preprocessor dtype mismatch and the other is video token/feature mismatch; not clearly the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "General remote_code breakage and torch/transformers version incompatibility are related only at a high level, not the same concrete defect." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different tensor/mask paths and different models." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "These look like the same Qwen video-input regression: both describe video feature/token mismatch failures in the Qwen3.5/Qwen video pipeline." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve Siglip2, but one is a quality/regression report and the other is an AutoModel/pipeline output bug; not enough evidence they are the same defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite multimodal config handling and Qwen3_5Moe rotary embedding initialization are different code paths." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 availability/fallback behavior is unrelated to remote-code model_class/config_class loading." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking in TRL are distinct failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL input-embedding unpacking are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "These are unrelated model-quality/model-family issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch remote-code loading, but one is a leaf-dir cache collision and the other is wrong custom module selection after save_pretrained; not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and Flash Attention fallback gating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and Flash Attention fallback checks are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights translation-model issues do not match." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion and a removed-docs-command typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation tied-weights are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "These are the same validation bug family: incorrect input_ids/inputs_embeds XOR/error-message handling, with 46463 as a T5-specific manifestation." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different code paths." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not safe to merge as one bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and init_empty_weights/_is_hf_initialized loading error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model-loading/runtime failures with no clear shared underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster\u2019s heterogeneity. The two accepted soft links are defensible as same-bug families, and the rejected pairs are phrased cautiously without overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "d7e4b42f388b7e6377b9a13e610a99b8af9bbae7e32bd31aff9ad06d23e67087", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "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": "Mostly unrelated loading/training regressions, with one clear non-persistent-buffer corruption cluster and one plausible SigLIP2 implementation-discrepancy pair. The 43950/45902 edge should be rejected: 45902 looks like a related materialization/uninitialized-memory symptom, but not the same regression as the broader from_pretrained() buffer corruption bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43950 is the broadest and clearest representative of the transformers 5.x non-persistent-buffer corruption regression; it captures the shared root symptom better than the narrower follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the shared buffer-corruption defect and subsumes the closely matching junk-filled buffer reports without overextending to adjacent materialization bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying transformers 5.x non-persistent-buffer corruption bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch/quantization issue and the other is a model-quality complaint; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate report of the non-persistent-buffer junk regression." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes and code paths: custom compute_loss arg handling vs Gemma3 loading under DeepSpeed ZeRO-3." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different execution bugs: autocast dtype mismatch vs 3D position_ids / flash-attn handling." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level compatibility problems: bitsandbytes kwarg mismatch vs missing Float8 storage object." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer-regression area, but not the same concrete defect." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated issues: checkpoint corruption vs generic loading noise." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding-quality complaint is not the same as a version-wide tokenization change." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related symptom area, but 45902 is a more specific meta\u2192to_empty(cuda) materialization/uninitialized-memory problem, not clearly the same non-persistent-buffer corruption regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are insufficiently specific to call the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different loading problems for different models; no shared concrete root cause is evident." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5/MoE bugs: flash-attn illegal access with 3D position_ids vs CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the mechanisms differ: gradient checkpointing ineffectiveness vs increased reserved memory under int4 quantization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Plausibly the same SigLIP2 implementation discrepancy: degraded text embeddings fit an HF-vs-JAX mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs in different models/code paths: Gemma4 FSDP2 KeyError vs Qwen3_5Moe buffer materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures for different models and causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs inability to load a specific model; not the same defect." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to a Python 3.13 flash_attn import error." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error is unrelated to early-stopping metric selection." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; not the same issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both involve memory usage, but one is LoRA checkpointing behavior and the other is Qwen3 MoE training efficiency." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related to remote_code, but one is missing fields in AutoConfig and the other is a broader regression breaking remote_code models." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/load failures: Gemma3 with ZeRO-3 vs Qwen3 MoE with FineGrainedFP8Config." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading failure for a specific model is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different compatibility issues: missing Qwen2_5_VL export vs bitsandbytes Int8Params kwarg mismatch." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram int support error is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different error classes: Qwen3VL weight_only loading error vs GLM5 loading." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated loading failures for different models and root causes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regression and Gemma4 device_map forward mismatch are separate issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case is not the same bug as the remote_code regression." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen3/Qwen3.5 LoRA-related problems: cross-version incompatibility vs tied-embeddings warning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model execution bugs: autocast dtype mismatch vs device-map placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: issue:43950 vs issue:45902. The titles support a possible related loading/materialization bug, but not clearly the same non-persistent-buffer corruption regression, so calling it a duplicate overstates the case. The SigLIP2 pair is more plausible, but the overall set is not conservative enough to accept as-is." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:42915|issue:43872", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "afac19b70ede5dd449c1a6a671a66e4c4a75f6143c2267567392667a65173197", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36623, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regressions and model-specific bugs. The strongest duplicate clusters are the v5 docs cleanup, the `_is_hf_initialized` loading regression, and the generic mask-shape IndexError pair. The DeepSeek/Llama tokenizer pair is related but not the same underlying bug from the packet alone.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44291 is the clearest representative because it states the concrete loading failure and root cause (`_is_hf_initialized` on init-empty loading), while 43872 is a narrower symptom of the same path.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 is the best global issue anchor because it most precisely identifies a concrete code-path regression with a plausible single fix target; the rest of the cluster is mostly separate model-specific or docs-only problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are recent-version regressions, but they affect different areas: remote-code model loading vs tokenizer handling for Kimi-K2.5." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance issues, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and do not read as the same bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the packet only gives titles and they point to different model families/failure modes; related, not clearly the same bug/root cause." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs cleanup problem: stale v5 documentation still references removed pipeline tasks like summarization and translation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a weight-tying bug in Mistral3ForConditionalGeneration; the other is a from_pretrained buffer-corruption regression." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "These are different model-loading failures: composite config unwrapping vs remote-code `config_class` lookup." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3Moe FP8 failure and the bitsandbytes `_is_hf_initialized` incompatibility are different issues affecting different paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root cause: an unexpected `_is_hf_initialized` argument breaks loading/initialization, with 44291 describing the regression directly." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but one is a broad regression claim and the other is a specific `config_class` attribute error; too broad to merge." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The Whisper failure and `_torch_extract_fbank_features()` issue may be related, but the packet does not establish the same concrete bug path." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is a Qwen3 MoE weight-conversion/loading problem; the other is DeepSpeed gradient averaging with GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being ineffective in PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a remote-code variant." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they involve different models and different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in custom trainer loss and a tensor-mask shape mismatch are unrelated errors." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed weight-loading bugs, but one is Qwen3-Next missing params and the other is Qwen3.5 `language_model` loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unit-test model loading failure and NemotronH checkpoint loading failure are different model-specific problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion in Qwen3.5 and a flash-attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen/VL regressions, but one is a video-input regression and the other is a StopIteration on Qwen3-vl-embedding." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Both describe the same generic index/mask length mismatch error with an off-by-one sized indexed tensor." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading issues for different models; one is an error message problem, the other is a load failure." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint loading and Sam3 text-encoder weight loading are different model-specific failures." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a torch autocast dtype mismatch in Phi-tiny-MoE are different issues." + }, + { + "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 bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position handling, but one is a rope-index scaling bug and the other is uninitialized `inv_freq` memory after materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Gemma4 device mismatch are separate forward-pass bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge accept overstates the evidence: `issue:45488` vs `issue:46489` are both tokenizer regressions, yet the packet only gives titles and they point to different model families/failure modes. From the packet alone, that is better described as related rather than the same bug/root cause. The other accepted pairs look reasonably conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "864186513e4275ee288d5726dc92703705a6154b26d368d7b98ea126d8303a92", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of Transformers v5 regressions and model-specific inference/load bugs. Only a few soft edges look like true duplicates; most pairs are different code paths or different models. No PRs are present in this cluster.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest representative of the main theme here: Transformers v5 breaking custom model initialization/loading. It also subsumes the notebook-specific variant in issue:43645 better than any narrower report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single anchor for the cluster because it captures the broadest and most reusable regression label among the mostly heterogeneous issues, even though the cluster is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: zero3/BertModel init failure vs a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model paths: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are regressions, but non-persistent buffer corruption and Kosmos2.5 OCR index error are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import-path regression for Qwen2_5_VL vs generic torch.device(\"meta\") loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 failure and meta-device loading failures are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs: Qwen3-VL video StopIteration vs an MPS histogram/int error in MoE." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: custom model initialization breaks in Transformers v5; the notebook context is just a reproduction detail." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/runtime issues: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention packed-sequence misread." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-family failures with different symptoms and code paths." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to a torch 2.4.1 compatibility issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Qwen3MoE FP8 loading failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch during forward is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask/tensor shape IndexError are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping model-registration bug vs Gemma4 PLE device mismatch; not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report broken SigLIP2 base-patch16-224 outputs on the same model family, with the same underlying inference regression." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they are different model configs and not clearly the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel init failure is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel init failure and tokenizer-mapping logic failure are different code paths." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the SigLIP2 output regression and the doc-example model/processor mismatch are not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk; the titles are near-paraphrases." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Qwen3MoE FineGrainedFP8 failure are different runtime paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the titles point to different models and no shared concrete bug is visible." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is checkpoint loading and the other is from_config/config-state synchronization." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 Flash Attention generation failures are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative about the mostly loose/heterogeneous relationships. The accepted soft edges that are marked as duplicates are plausibly supported by the titles, especially the exact non-persistent-buffer regression pair and the shared SigLIP2 model-family pair. No PRs are present, so there is no mergeability concern to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "bbdead1abf518d03a512a25ad4a0ec67571bf5239e236b70e177666a2597caea", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers regressions that only share broad themes like loading, quantization, or model-specific compatibility. I do not see any true duplicate pairs among the soft edges. If forced to pick a representative issue, 45812 is the clearest standalone regression.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45812 is the strongest representative: it reports a clear, broad tokenizer regression with explicit impact across Granite models and a well-defined failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the best standalone issue candidate because it is concrete, high-signal, and broader in scope than the other reports; it is not a duplicate of them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is DeepSpeed ZeRO-3 failing to load language_model weights, the other is save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failures: GraniteMoEHybrid invalid method call vs a broken Nemotron example." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve Qwen3/MoE resource behavior, but one is training memory inefficiency and the other is quantization/offloading not working; not the same code-path bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading problems, but they affect different models and likely different tokenizer/config paths." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Separate Transformers 5 regressions: non-persistent buffers getting junk vs Jupyter custom model initialization breaking." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step \u0917\u0923ation issue vs SGD arguments being ignored; unrelated subsystems." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same family (SigLIP2) but different problems: a bad documentation example versus incorrect model outputs at runtime." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but one is MoE training memory use and the other is int4 reserved-memory OOM; different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures for different models: GLM-4.7-Flash unit test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in unit tests." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/hf5 compatibility issue for Qwen3 MoE is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model and failure mode: Qwen3 MoE LoRA compatibility vs Qwen3-VL loading shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 report versus sinq quantized save/load breakage; no shared concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one swaps the pre-tokenizer for DeepSeek V3/R1 while the other produces wrong IDs for Granite models; different models and mechanisms." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model/processor bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate serialization/init issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar symptom around resize_token_embeddings, but different architectures and affected submodules; not enough evidence of one shared bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 illegal-memory-access issue from packed-sequence interpretation and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model versus a loading failure for another model; related theme but not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are distinct compatibility regressions." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading not working with quantization versus increased reserved memory causing int4 OOM; different failure mechanisms." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and a T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference leakage are different bugs in different models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are different model classes with separate implementations; no evidence they are the same concrete fix." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc-example errors and GLM5 issues are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuild bug is unrelated to Qwen 3.5 multimodal config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument under init_empty_weights versus mmap OOM on Strix Halo are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state bug versus Qwen3.5 CPU-offload incompatibility in rotary embedding are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is mmap-related OOM on Strix Halo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "8f2621dbeb3ee7f764d906b2ffdd558945d8e070781631384aeb51e864b64707", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37876, + "estimated_input_tokens": 9469, + "estimated_eval_tokens": 19194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated one-off bugs. The only clear duplicate cluster is the token-embedding resize regression around `resize_token_embeddings`; `issue:45292` is the best representative of that group.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45292` is the most general and central report in the resize-token-embeddings cluster, and the other matching reports are model-specific variants of the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best global issue candidate because it describes the underlying bug at the highest level (`resize_token_embeddings` not updating output embeddings), making it the most reusable canonical anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading problems, but they involve different models, quantization formats, and failure modes; not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo track leakage during batched inference is unrelated to Gemma4 PLE device placement in forward." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "One is a SwitchTransformers config edge case; the other is a Gemma4 FSDP2 attention state bug. Different code paths." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA/PEFT effectiveness and the other is an eval-mode restriction; not the same defect." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOMs are different issues with different root causes." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report `resize_token_embeddings` failing to update output/token embeddings; `45276` is a Gemma4-specific manifestation of the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken Nemotron example are related only by model family, not the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "An MPS histogram kernel limitation in MoE is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "A Qwen VL video regression and a Granite speech config-loading issue are different model-specific failures." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3.5 SDPA math-fallback NaNs are distinct bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared-kv state rebuilding are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation during save and wrong custom-module loading after save are not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are related to tokenization but not the same defect." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same `resize_token_embeddings` regression failing to propagate resized embeddings to model-specific output/decoder embeddings." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and checkpoint-resume `max_steps` calculation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are different runtime problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "A vocab-size mismatch in one model and a separate ScandiBERT loading failure are not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage support and Strix Halo mmap OOMs are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader and different from an autocast dtype-mismatch bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are both tokenizer regressions but not the same bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowness and CodeLlama leading-space round-trip corruption are different failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` breakage and generic tokenization changes do not look like the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are about Transformers 5/custom models, but one is `base_model_prefix` loading and the other is notebook initialization; not one bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and `from_pretrained` inside Python classes are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and Gemma4 device-mismatch during forward are different problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear-attention group handling and a compiler node-type error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version compatibility and Gemma4 device placement are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are distinct issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation errors are separate code paths." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A Qwen VL video regression and a mask-shape IndexError are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate cluster is the resize_token_embeddings regression around issue:45292, and treating issue:45292 as the canonical issue is reasonable given the titles. The soft-edge acceptances for 45276\u219445292 and 45292\u219445335 are well supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:44488|issue:44987", + "issue:42796|issue:43404", + "issue:43611|issue:43644", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:44661|issue:44683", + "issue:43582|issue:43632", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "127a26ba89caf1705a6bb8097aca4e64935f5b393590c7176af40964da550ae2", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions, especially tokenizer/model-loading breakages, plus some unrelated docs, quantization, and training/runtime issues. None of the soft pairs look like true duplicates; they are only loosely similar by subsystem or failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the broadest and most central representative of the recurring v5 model-loading regression theme, covering a core load-path break that many of the other issues resemble only loosely.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best captures the shared cluster theme of Transformers v5 breaking model/tokenizer loading in downstream models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but one is about `return_all_scores` in text classification and the other about removed pipeline tasks; different documentation gaps." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failures: `torch.export` with `torch_compilable_check` versus Perceiver image classification with non-default resolution." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated problems: Torch 2.10 compatibility versus Qwen3.5 embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and MXFP4 quantization fallback are separate code paths." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a SigLIP2 output-quality regression, the other is `ModelOutput` key assignment behavior; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction error and an EMBEDDIA tokenizer load failure are distinct tokenizer/model issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer `add_special_tokens` conflict and `gguf_file` loading failures are different tokenizer-loading bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load corruption via `sinq` is unrelated to `continue_final_message` behavior for `mistral_common` tokenizers." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE regression and the other is a weight-shape mismatch on a specific model; not clearly the same fixable bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling and `from_config` unwrapping of `text_config` are separate serialization/config issues." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The isolated reproduction of issue 38071 is not the same as the mistral_common `continue_final_message` regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: EMBEDDIA/est-roberta loading versus `_patch_mistral_regex` crashing with missing `backend_tokenizer`." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency on Qwen3 MoE and Strix Halo mmap OOM are unrelated resource issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to compiled `flex_attention` failures on newer torch." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are different model API regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated model-loading problems." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "`add-new-model-like` failing in `TOKENIZER_MAPPING_NAMES` and `torch_compilable_check`/`flex_attention` are different internals." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon `caching_allocator_warmup` TypeError and `_is_hf_initialized` flag breakage do not share the same code path." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "`trust_remote_code` config-field loss and Qwen3.5 `PagedAttentionCache` linear_attention crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:44464|issue:45987", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:43377|issue:43819", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:44849|issue:45325", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43322|issue:43540", + "issue:44265|issue:44610" + ], + "prepared_review_unit_hash": "c4887b2e36ab5e5176d57f7c75abfeac0b7dd81beda10a7d22f796b2171aa300", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38074, + "estimated_input_tokens": 9519, + "estimated_eval_tokens": 19294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy and spans many unrelated bugs; several items are generic Transformers v5/model-loading regressions, but none of the soft pairs are strong enough to merge as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44987 is the most representative of the recurring v5 loading-regression theme in this set: it is a concrete, version-bounded model-load failure and is broader than the more niche audio/training/model-architecture reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44987 is the best cluster representative because it captures the common model/tokenizer loading regression pattern better than the other, more specialized issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity-quality complaint vs tokenizer post-processor update bug; different symptoms and code paths." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure vs template-node compile error; unrelated failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they target different models and no shared root cause is shown." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3.5 paged-attention linear_attention crash; different defects." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counter update bug vs multimodal iterable-dataset failure; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion issue vs backend-mapping error for tensorflow_text; distinct bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent-buffer junk and custom model initialization are separate problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens issue vs empty-transcription handling after align_special_tokens; different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but one is a center-arg regression and the other is a lower-level fbank helper issue; not clearly the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute vs specific model-loading failure for cjvt/sleng-bert; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable dataset with multiple images vs mistral_common continue_final_message tokenizer bug; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs Jupyter/custom-model initialization regression; different defects." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic API break and the other is a specific Qwen2.5-GGUF regression; not the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu+cpu offload dequantized-model loading failure vs GGUF loading failure; different failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid-method call; no shared code-path shown." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned load failures, but they involve different models/tokenizer paths and there is no evidence of one shared root cause." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs MIMI batched-vs-single output mismatch; distinct issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading problem vs mistral_common continue_final_message bug; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency vs StaticCache seq-length return-type bug; different problems." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs init_empty_weights unexpected-argument error; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer serialization junk; separate bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Tied-weights attribute error vs tokenizer load failure for a specific model; different issues." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash; not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model initialization problem vs buffer-junk regression; distinct bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is missing tying in Mistral3 and the other is device-dependent serialization inconsistency; separate bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask bug vs DAC.from_latents/STE mismatch; unrelated audio-model issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch; different root causes." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection issue vs num_input_tokens_seen not updating; unrelated trainer-state bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different model internals." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure vs Mistral tokenizer regex-patch crash; different code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Versioned model-loading regression vs tokenizer regex-patch crash; not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault vs Qwen3OmniMoe video-input ValueError; unrelated multimodal failures." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check vs processor/model image-size mismatch; separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:44479|issue:45325", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44220|issue:44683", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43632|issue:44756", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43421|issue:44568", + "issue:43317|issue:43856" + ], + "prepared_review_unit_hash": "37903790f1f3cf30625d376a5605a3748698aa6f6e7b6d2ef6e0aad8061a976d", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36549, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: tokenizer regressions, Qwen/Qwen3 MoE issues, generation/cache bugs, and unrelated loading/config errors. I don\u2019t see any soft pair that clearly describes the same concrete bug/change, so I reject all soft edges. For a representative issue, 45812 is the strongest general regression example, but the cluster does not really have one true canonical bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the clearest high-signal regression in the set and has the broadest, most explicit symptom description, but it is only a representative choice because the cluster is not actually cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the strongest standalone bug report quality: explicit regression, clear affected models, and a concrete incorrect-result symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation throughput overhead and a StaticCache return-type bug are different problems; they do not look mergeable into one fix." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict vs MobileLLM loading KeyError are unrelated failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8/floating-point issues, but one is a model/config failure and the other is a storage-type error; not the same code-path bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword-argument conflict vs loading a specific model are distinct tokenizer/load issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained, but one is a broad checkpoint corruption report and the other is specifically incorrect visual-encoder keys; related, not clearly identical." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression and still-image temporal position-id scaling are different multimodal bugs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs slow convert_tokens_to_ids regression are different symptoms and likely different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict vs Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention torch-version failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and loading noise are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue do not share the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer junk are different transformer-v5 regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure vs Qwen2.5-VL rope-index scaling bug are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag handling and mmap-on-Strix-Halo OOM are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama space stripping; different model-specific bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise and tokenizer-loading failure are not the same problem." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training and multi-image iterable-dataset finetuning are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and missing trust_remote_code support flag are related only at a very high level, not the same concrete issue." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and Float8 storage object errors are different transformer-v5 breakages." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting different initialization/buffer behaviors." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading under transformers v5 and Llama4Config pad_token_id error are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image finetuning are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token update behavior and mdeberta BOS/EOS add_special_tokens regression are different tokenizer bugs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "gpu+cpu offload dequantized-model loading and Qwen3 MoE training memory usage are not the same failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:43818|issue:46402", + "issue:43377|issue:45491", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265" + ], + "prepared_review_unit_hash": "1d02e3e12caccb9d9fefc0886009890045f18b1e1203714df6a192d332fcd9c4", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated issues, with one likely duplicate pair around Qwen2.5-VL video/vision position-id handling. Most other soft-similarity pairs are only loosely related by subsystem and should stay separate.", + "confidence": 0.49, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes the broad Qwen multimodal video-input regression across multiple model variants, making it the most useful canonical target for the Qwen position-id bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest single representative because it captures the broadest user-facing regression and can subsume narrower Qwen2.5-VL position-id reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: tokenizer loading error message vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TF-related packaging, but one is missing TF in the torch extra and the other is a tensorboard-without-TF backend error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification-training regressions, but the concrete bugs differ: flash_attention_3 vs num_labels=1 loss degeneracy." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different code paths: ModelOutput key assignment vs non-persistent buffer serialization." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other returns wrong Granite token IDs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and bugs: device-map cuda assert vs Mistral regex patch crashing in tokenizer loading." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA weight/temporal-attention issue vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding problems, but the specific models and failure modes are different." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated model families: Video-LLaVA architecture bug vs Qwen3.5 visual-encoder save_pretrained regression." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but not the same concrete bug or code path." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk vs ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: torch.export with torch_compilable_check vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different areas: FSDP CPU RAM efficient loading vs ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Both mention backend/model loading, but one is TF packaging and the other is PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL multimodal inputs, but one is finetuning with multiple images per prompt and the other is a video-position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL positional-indexing bug: both describe incorrect vision/temporal position_ids in the same multimodal code path." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: SigLIP2 nonsensical outputs vs Perceiver resize/interpolate_pos_encoding behavior." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different causes: Whisper model runtime failure vs meta-device model loading regressions." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to lm_head weights, but one is failing to tie weights and the other is inconsistent serialization." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are OCR/vision-adjacent, but the bugs are different: Qwen2.5-VL position ids vs Kosmos2.5 long-input indexing." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model/load paths: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different regressions: _is_hf_initialized handling vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Different tokenizer/model bugs: BPE marker handling vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/init issues, but they affect different configs and mechanisms." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Different domains: quantization/offloading behavior vs tokenization changes across versions." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated version incompatibilities: PaddleOCR-VL in vLLM vs torch 2.4.1/transformers 5.8.0." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and symptoms: Qwen multimodal video regression vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs torch.export/torch_compilable_check." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is suitably conservative: it identifies one plausible Qwen2.5-VL position-id duplicate family while keeping the rest of the soft-similarity pairs separate. The accepted pair (45325/45381) is reasonably supported by the titles as a closely related positional-indexing regression, and there are no PR-mergeability concerns here since these are issue pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:42796|issue:44977", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43322|issue:46050", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "94aa4e5dc92ae9f99085bf7ed583ca708a6ef2b6a18788860a33c24fa68fbc37", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are broadly similar only at a subsystem level (tokenizers, loading, quantization, offload, multimodal), but the soft pairs describe different concrete failures and should not be merged as duplicates. No PRs are present in the cluster.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the best representative because it is the most general, open bug report in the set and directly centers on a broad loading/offload/quantization failure mode, which makes it a reasonable anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable issue overall since it is open, broadly scoped, and closer than the others to the recurring theme of runtime/loading behavior under quantization/offload.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: audio processor chat-template sampling-rate default vs GraniteSpeech PEFT local-checkpoint loading failure." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: high perplexity in language-model evaluation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset failure is unrelated to inputs_embeds/past_key_values generation behavior." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths and symptoms: progressive generation with embeddings/cache vs Qwen3 device-map cuda assert." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but one is glm-4v-9b load failure and the other is a general model-loading regression for cjvt/sleng-bert; no evidence of the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight-tying bug and Bamba torch.compile/SDPA failure are separate model-specific issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve device/load behavior, but one is Bark CPU offload mismatch and the other is DAC.from_latents vs forward mismatch due to missing STE; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors are documentation/model-mismatch issues, while Qwen2.5-VL IterableDataset multi-image finetuning fails in training data handling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding versus torch.export failures with torch_compilable_check; different components and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-map related, but one is a Qwen3 cuda assert on A800 and the other is Gemma4 PLE forward device mismatch; not the same underlying bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one in sliding-window masking is unrelated to convert_tokens_to_ids performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 B200 inference support are distinct problems in different layers." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag on a Nemotron trust_remote_code variant." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta special-token insertion regression and broad AutoTokenizer wrong token IDs regression are both tokenizer issues but not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Device-map dequantized-model loading on gpu+cpu offload overlaps only superficially with quantization offloading; the concrete failure described is different." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching bug and Perceiver non-default resolution failure concern different models and tensor-shape logic." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different model-loading defects." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity evaluation issue is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Failure to run 3d_parallel.py and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault and sinq quantized save/load breakage are different model/runtime bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffers filled with junk in Transformers v5 are separate core behaviors." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and Qwen composite config text_config unwrapping are different configuration regressions." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert is not the same as Llava Next segmentation fault during loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo missing all_tied_weights_keys attribute." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization CUDA reserved-memory OOM and T5 apex FusedRMSNorm memory leak are different performance/memory issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "A800 device-map cuda assert and Qwen3.5 flash-attention generation failure are separate runtime paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure is unrelated to tokenizer loading regression 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": 21, + "review_unit_index": 14, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:43577|issue:43708", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:44008|issue:45823", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "5e1851d74beccba98bd40af006f32a5f195f76ae1559a47aa9fb220b89a93805", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37364, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated and only share broad subsystem themes (trainer, loading, tokenizer, multimodal, quantization). I did not find any soft pair that looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43708 is the strongest standalone representative: it describes a specific Trainer resume_from_checkpoint regression with a clear repro and a concrete code path to fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43708 is the best overall issue candidate because it is detailed, reproducible, and narrowly scoped to one Trainer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: trainer custom loss signature vs a 3d_parallel execution problem; only the general training context overlaps." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is lm_head tying/device-dependent save behavior and the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch iterator failure and early stopping metric resolution are separate Trainer bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer loss kwargs and Qwen3Moe FineGrainedFP8Config failure are unrelated code paths." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is a model evaluation symptom, not the same underlying tokenizer-version regression." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and bfloat16 dtype mismatches are different bug classes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 PixelDecoder dummy conv and Sam3 text encoder weight loading are separate model issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map cuda assert and 3d_parallel execution failure do not describe the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer max_steps on resume are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage and from_pretrained behavior inside classes are too different to merge." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same as saving incorrect visual encoder keys." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA compile failure and Bark CPU offload device mismatch affect different models and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization changes across versions are not the same underlying issue." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are distinct forward-path bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on batched NER inputs and OmDet-Turbo image-size mismatch are different failures." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor producing the wrong resolution and Perceiver interpolation failing are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to device_map auto loading of dequantized models." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with str.to() and Gemma4Processor missing _tokenizer are separate serve issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel runtime failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permissions propagation in save_pretrained are unrelated filesystem concerns." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-mapping cuda assert and tensor-parallel-only GPT-OSS MoE failure are different distributed inference issues." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and kernels v0.15 pipeline import failure do not share the same code path." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated trainer features." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and StableLmConfig pad_token_idx are separate model/config issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset behavior are different model-specific bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unexpected num_items_in_batch in compute_loss and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer crashes, but on different models and different task/padding paths; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b 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": 21, + "review_unit_index": 15, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:44534|issue:46665", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44625|issue:45479", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "8e0080f59356c192b779f97c0005e7c708cd335bcca361ee552156221ba9a3fd", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36450, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs span unrelated tokenizer, multimodal, config, quantization, loading, and docs issues. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "If a representative issue is needed, `issue:45701` is the broadest regression-style report with the most external references, but there is no true canonical duplicate for the cluster as a whole.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45701` is the best overall representative among these issues because it is broad, user-facing, and comparatively well-connected, though it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config vs Llava Next model load segfault." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 multimodal bugs: video input processing vs from_pretrained weight_only loading." + }, + { + "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:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "One is a CPU offload device mismatch; the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image-processor segmentation maps and BarkProcessor voice_preset handling do not share the same bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as the T5 add_special_tokens name conflict." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth and tokenization changes across versions are different regressions." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are separate problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering last-batch truncation and SAM3 text/bounding-box behavior are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and PEFT local-checkpoint loading are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window and composite-config text_config unwrapping are distinct issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model warning and undefined video-token helper names are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated failures." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures do not overlap." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained keys and Sam3Model text-encoder loading are separate multimodal issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures for ScandiBERT vs EMBEDDIA/est-roberta." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and missing Float8 storage are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "from_config text_config unwrapping and CPU-offload rotary embedding compatibility are not the same issue." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and single-label zero-loss classification are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 and from_pretrained behavior inside Python classes are distinct." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches affect different model 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": 21, + "review_unit_index": 16, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:45759|issue:45923", + "issue:43782|issue:45381", + "issue:43421|issue:43653", + "issue:39692|issue:43873", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "76a32d9a1ea60f3eab90c5cc8ecbe65f0d936fc959840a2128691ebb9795be45", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: almost all pairs are different bugs in different models or subsystems. The only clear duplicate is the pair of Qwen2_5_VLProcessor.apply_chat_template reports with identical failure mode and wording.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is mostly unrelated reports; the only true duplicate-looking pair is issue:44514/issue:44545.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "If a representative issue is needed, issue:44545 is the clearest duplicate target because it matches issue:44514 exactly and has the most directly stated failure scenario.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but the concrete errors and affected code paths differ." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tie_word_embeddings warning in fine-tuning; the other is incorrect visual encoder key saving. Different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a model repo and a PIL/torchvision backend requirement regression are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a different problem from gradient explosion under ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal examples and failures; no shared concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same batched padding=False crash, same title and failure mode; clear duplicate." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/eval behavior, but they describe different failures and code paths." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and saved config token IDs are distinct tokenizer issues." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert has no overlap with T5 RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenizer loading, but one is a generic cache-load failure and the other is a specific _patch_mistral_regex/model_info regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Incorrect use_cache results and an error-message bug in T5 are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping and a missing gradient-checkpointing flag are separate issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen model families and different multimodal failures." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is about updating post-processors at runtime and the other is a BigBird-specific mask-token registration bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A SigLIP2 documentation example bug is unrelated to quantization offloading." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Incorrect outputs on two different models are not the same underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT and quantization offloading are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime tokenizer post-processor updates do not match LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing and an ImportError for GenerationMixin are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are in the Mistral-regex/tokenizer area, but one is an AttributeError crash and the other is a Kimi-K2.5 regression about codec handling; not enough to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird mask-token registration and BitNet packed-weight unpacking are different issues." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and a hub API forwarding bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both concern video inputs, but they affect different Qwen model families and describe different processor/template mismatches." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel initialization and audio feature extraction are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR index errors are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: it correctly identifies the single obvious duplicate pair (issue:44514 / issue:44545) and treats the remaining soft pairs conservatively as non-duplicates. No PRs are present, so the PR-related fields are also consistent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46665" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:43550|issue:43819", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:41720|issue:44991", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:43322|issue:45685", + "issue:44186|issue:44442", + "issue:43716|issue:44008", + "issue:44448|issue:44671", + "issue:43388|issue:46032", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:45183|issue:45479", + "issue:43950|issue:45987", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "ddeea3d644ee6816b811ae698227f9e95bc42f69ebad7d671d95938f51d36d62", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated model-loading, tokenizer, and runtime regressions. The soft pairs share broad subsystem themes, but none look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43611 is the best anchor because it is a broad, core loading regression in Transformers 5.0 and is more representative of the cluster\u2019s repeated from_pretrained/model-init complaints than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest single issue to keep as the cluster representative: it is clearly scoped, impacts a common code path, and is more general than the highly model-specific failures here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: torch.compile + SDPA in Bamba versus dtype mismatches in SwitchTransformers/TimmWrapper. Same broad runtime category, not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA crash and DiaConfig save/load token-ID loss are unrelated code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are separate output-behavior issues in different models." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer AddedToken special-arg error is unrelated to loading cjvt/sleng-bert; no shared concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading, but one is a specific base_model_prefix regression and the other is a generic from_pretrained-in-class behavior complaint." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like / tokenizer mapping logic are different subsystems and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash in LayoutLMv2 is unrelated to Perceiver image classification resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents / STE mismatch are different bugs in different components." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss do not share the same underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-structure/configuration bugs, but they affect different models and different mechanisms, so they are not the same change." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and Gemma3n variable-name collision are distinct multimodal forward-pass bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC latents mismatch are unrelated; same broad audio/model area is not enough." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and strict config rejection of granite_speech are different config-loading problems." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer load failure for EMBEDDIA/est-roberta are unrelated failures." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call problem and the other is an AttributeError from a different tokenizer object shape." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index error are different issues with no shared concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault on load and MPS histogram_mps integer error are unrelated runtime/device issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and FastSpeech2ConformerTokenizer auto-load failure are different tokenizer bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Gemma 3n audio_mel_mask attribute collision are unrelated multimodal bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths; not one underlying fix." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation and Mamba2Mixer use_cache correctness are unrelated training/inference bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-input index error are separate edge cases." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained and FSDP CPU RAM efficient loading breakage are different regressions." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input_ids/inputs_embeds and degenerate zero-loss classification behavior are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Silent non-persistent buffer corruption and StaticCache.get_seq_length returning a shape-(1,) tensor are unrelated contract violations." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapper are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43582|issue:46512", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:45987|issue:46192", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:43582|issue:44857", + "issue:45003|issue:46285", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "7269b861276ff9bec4523ea7cbcb7cdbd93154b9c640cad2e14a8fce356c73f5", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35483, + "estimated_input_tokens": 8871, + "estimated_eval_tokens": 17998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer bugs (tokenizers, video/VL, loading, dtype, docs, trainer). The only plausible duplicate pair is the tokenizer spacing/inconsistency reports; the rest do not look like the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:29159 is the broader tokenizer-behavior report and can subsume the more specific added-token spacing symptom in issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best representative issue in the cluster because it is the clearest umbrella for the only apparent duplicate theme here; the rest of the issues are disparate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipelines." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug and a GenerationMixin import error are separate code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/video-related, but they affect different models and different failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue about removed pipeline tasks; the other is a model quality/inference bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are unrelated regressions." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": true, + "reason": "Both point to tokenizer/processor special-token handling being inconsistent; 29159 is the broader formulation of the same bug family." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issues are different problems." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and a pipelines import failure from kernels v0.15 are different breakages." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate() after train() are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they target different models and likely different preprocessing/position-id logic." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad umbrella about remote_code breakage; 44561 is a specific helper-removal regression, not clearly the same concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and dtype mismatch inference failures are different issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer inconsistency around added tokens/spacing; 29159 is the broader duplicate umbrella." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention removed pipeline tasks, but one is runtime messaging and the other is stale docs; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length contract and return_tensors being ignored are separate API bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization and from_pretrained inside Python classes do not appear to be the same concrete issue." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction regression and tokenization changes are related only broadly, not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging and Mistral regex patching are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator warmup on Apple Silicon and CUDA AMP loss crashes are unrelated runtime failures." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure drift are different code changes." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope-index scaling are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen canonical issue, issue:29159, reasonably serves as the broader umbrella for issue:28218\u2019s added-token spacing symptom, and the rejection calls on the other pairs do not overclaim shared bug identity from title-level evidence. The one accepted soft pair (issue:43421/issue:44811) is a bit broad, but still defensible as a tokenizer/processor special-token handling family given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43329|issue:45600", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:44387|issue:44617", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "2927d5b87f3b678ee75d52caf24414332d01799f95c1dea5bfeb42dcc35139f6", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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 a set of unrelated Transformers bugs that only share broad themes like loading, tokenizers, quantization, or model-family regressions. I would not merge any of the soft pairs; the best umbrella issue is the broad remote_code regression report, but even that is only a loose fit for the rest.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like report in the set: it describes recent-version regressions breaking model loading via `remote_code`, which is the closest shared theme across several other reports. The rest are much more specific model/component bugs and do not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative because it captures the highest-level regression pattern and is more general than the other issues, which are mostly narrow, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird tokenizer special-token decoding bug and MXFP4 quantization fallback are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output drift are distinct vision-model issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve tokenizer/processor loading, but one is a Mistral regex/backend_tokenizer crash and the other is a Gemma4Processor missing `_tokenizer`; different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "ReasoningEffort import failure and `continue_final_message` behavior are separate mistral_common-related problems, not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are unrelated runtime/dependency issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables and stale auto_mappings config references are different regressions." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related on Qwen models, but one is a tied-weights warning bug and the other is a `tie_word_embeddings=False` warning during LoRA fine-tuning; not the same fix." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same as the broader `remote_code` loading regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and CLIPTokenizer `model_max_length` behavior are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label processing and MPS attention correctness are different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and MXFP4 quantization fallback are separate issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the FP8 inference failure on B200." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading and a tokenizer-loading regression for est-roberta are both loading issues, but they have different root causes and are not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert index error and `evaluate()` failing after `train()` are distinct trainer failures." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3-MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent forward mismatch and DiaConfig losing custom token IDs are different model/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "`GenerationMixin` import failure and `compute_loss()` kwarg incompatibility are unrelated API breakages." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing `GenerationMixin` and notebook custom-model initialization failures do not describe the same problem." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow from the `.[torch]` extra and `transformers.pipelines` breaking on kernels v0.15 are separate dependency issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and PIL image processor torchvision requirements are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo processor size mismatch are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are unrelated model bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT local-checkpoint loading and Whisper batch_decode skipping special tokens are not the same issue." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "A Transformers 5.x int4 memory regression and Sam3Video OOM are different causes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:46421|issue:46424", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:43650|issue:43906", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:43454|issue:43577", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:28282|issue:34689", + "issue:45137|issue:45405" + ], + "prepared_review_unit_hash": "23eed1b7ecc7cf81e573051068467c36f2e104f7e6dd2a7b05ca54b71425b410", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35405, + "estimated_input_tokens": 8852, + "estimated_eval_tokens": 17960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated tokenizer, multimodal, loading, training, and cache bugs. None of the soft pairs look like the same underlying fixable change, so I would reject all of them; 46421 is only the least-bad anchor because it is current and broadly framed.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 46421 is the best anchor only in a loose sense: it is current, open, and broadly scoped around cache behavior, whereas the rest are mostly unrelated one-off bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46421 is the most representative single issue here, but the set is too heterogeneous to treat as a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about chunked-prefill recompilation and the other about max_cache_length handling; different bugs and likely different fixes." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: audio chat-template sampling rate vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading logic, but one is missing fields from trust_remote_code and the other is composite config unwrapping; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug vs GPT-oss OOM; unrelated failure modes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention hiding errors, but they are different code paths and different root causes; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is an undefined-variable bug in multimodal token counting while the other is a broader v5.3 video-input regression across models." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared concrete bug is visible; one is non-informative and the other is an isolated reproduction of a separate issue." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 problems: MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processing, but one is a token-count helper bug and the other is incorrect batched output shapes; different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated model-loading failures with different models and error classes." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are different models and different incompatibilities; not one duplicate bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory-related problems: FSDP RAM-efficient loading vs disabling mmap on Strix Halo." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Training-state token counting bug vs high perplexity on a model/eval setup; no shared underlying issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying failure causing bad generation vs dtype propagation staying float32; unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init_empty_weights argument compatibility vs torchvision dependency requirement in PIL image processors; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Completely different areas: FP8 MoE loading vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 config field missing vs pipelines import failing on kernels version/revision requirements; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count updating; different components and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading custom token IDs vs MXFP4 quantization fallback; not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and appear to stem from different tokenizer logic." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Detection-model output regression vs Qwen3.5 save_pretrained key serialization; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight tying is mentioned in both, but one is a missing tie in model init and the other is LoRA merge collapse with extended vocab; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels dependency/version-revision import failure; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 MoE load failure vs tokenizer model_max_length constant misuse; no shared code path." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different load-time dependency/model-loading problems with different affected models and environments." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs an upper-bound version bump for PEFT; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:42175|issue:43824", + "issue:33357|issue:34567", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:43317|issue:45538", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44987|issue:45907", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44737|issue:46463", + "issue:44792|issue:44964", + "issue:43577|issue:45072", + "issue:44062|issue:45081", + "issue:43742|issue:44589" + ], + "prepared_review_unit_hash": "c632403f8b32e856d89fb7b646fe00d4fda3b7e86d44c05ca308b1869d197435", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is fairly heterogeneous, with most items only loosely related by being model/tokenizer/load regressions. I found two clear duplicate-like subgroups: Qwen2.5-VL video regression (44479/45381) and SigLIP2 wrong outputs (43493/43994).", + "confidence": 0.61, + "canonical_issue_reason": "issue:44479 is the strongest duplicate anchor in the set: it describes a broad Qwen video-input regression and directly subsumes the narrower 45381 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most actionable representative of the clearest same-bug subgroup in this cluster, with explicit regression scope and a direct narrower counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend availability and a model import failure are different bugs and code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A macOS bus error in CLIP loading is unrelated to TrainerState token accounting." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is a BLIP2 load-time model dtype bug and the other is stale config metadata; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF/from_pretrained breakage and AppleSilicon allocator warmup are unrelated failures." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading and CLIPTokenizer max-length handling are different issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and a LayoutLMv3 error-message clarity issue are not duplicates." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different load-time failures with different triggers; no clear shared code path." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer bugs, but the specific failure modes and affected code paths differ." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video input validation are distinct problems." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug is not the same as a generic tokenization regression report." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are separate distributed/runtime issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen models with different errors and no clear shared bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "45381 is a narrower report of the same Qwen2.5-VL video-input/vision_position_ids regression covered by 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen video bugs in different model families; too little evidence they are the same defect." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape training failure and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta and missing PyTorch import are different issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging and a model-load failure are not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero-probability output and Perceiver non-default resolution failure involve different models and code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token insertion and LlamaTokenizer pre-tokenizer override are distinct tokenizer regressions." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model load failure and a Hub API revision-forwarding bug are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 implementation/output regression: one as a discrepancy vs JAX, the other as nonsensical outputs in AutoModel/pipeline." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` argument handling and loading an image processor from URL are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE deepspeed weight conversion and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and a CustomTrainer signature break are different trainer issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both touch multimodal models, but one is a Janus test failure and the other is a Phi-4 multimodal load failure; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "These are separate dtype mismatch reports for different models/code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: AddedToken construction vs Mistral regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a Float8 storage lookup error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are supported by the issue titles and the reported scopes, and the rejected soft edges are phrased cautiously without overclaiming. I don\u2019t see evidence of merge-incompatible pairings or unsupported certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:35141", + "issue:41762", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46050", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:43756|issue:46399", + "issue:44568|issue:46491", + "issue:45042|issue:45081", + "issue:43906|issue:46468", + "issue:43756|issue:45325", + "issue:44737|issue:45588", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43906|issue:45381", + "issue:44913|issue:46121", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:43643|issue:45375", + "issue:28282|issue:32090", + "issue:45200|issue:46463", + "issue:28282|issue:35141", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:44493|issue:46050" + ], + "prepared_review_unit_hash": "72bbae037fa57efdc430c9d54a454d2e265f72ac00781caa3ee803daafe35a06", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of Transformer bug reports across unrelated subsystems (tokenizers, configs, training, vision, DeepSpeed, tied weights). None of the proposed soft pairs look like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest, most representative regression report here: it clearly describes a v5 AutoTokenizer break affecting multiple model families and is concrete enough to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the best combination of breadth, clear repro impact, and cross-model relevance, making it the strongest issue anchor among this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention RoPE/rotation-adjacent behavior, but one is about Smollm3 dropping layers and the other is a Qwen3.5 kernel-registration crash. Different models and different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but mdeberta-v3 missing add_special_tokens BOS/EOS is unrelated to CodeLlama stripping a leading space on round-trip." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is PIL image processors incorrectly requiring torchvision; the other is a Mistral tokenizer regex patch crash. Different code paths entirely." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No evidence these are the same bug: one is a reproduction of an earlier issue, the other is a broken Nemotron example. Too generic to merge." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position-related logic, but they concern different models and distinct scaling/coverage bugs. Not the same underlying defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange in relative position encoding is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch during forward is unrelated to T5 decoder-input validation error messaging." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump and a stale auto_mappings reference are unrelated CI/config maintenance issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are different subsystems with no shared concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied lm_head weight serialization and StaticCache.get_seq_length returning a shape-(1,) tensor are unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiTImageProcessorFast reduce_labels returning one label is unrelated to the zero-loss classification bug with num_labels=1." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model/tokenizer loading failures, but one is about gguf_file handling and the other is a specific model load regression. Not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both touch Qwen3.5, but one is about save_pretrained saving visual encoder keys and the other is AutoTokenizer producing wrong token IDs across many models." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of an earlier issue and a Qwen2.5-VL video position-id bug are different reports with no concrete overlap." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reloading default and convert_rope_params_to_dict failing on JSON-loaded lists are both rope-related, but they are distinct config-handling bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are unrelated config issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver image classification failing with interpolate_pos_encoding=True." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained corruption are separate regressions in different components." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight shape error and layoutlmv3 box-information error are entirely unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code and a specific Qwen3_5MoeVisionConfig field being dropped are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found ImportError and Trainer _gpu_broadcast_one(NoneType) are unrelated environment/runtime failures." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting to zeros and a T5 decoder-input validation error message are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is inconsistent serialization of lm_head.weight and the other is a broader translation-model tied-weights issue. Not enough to treat as one bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings and quantized-model save/load breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612" + ], + "soft_pairs": [ + "issue:43819|issue:44811", + "issue:44361|issue:44442", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43531|issue:43742", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:44484|issue:44704", + "issue:43653|issue:43927", + "issue:43756|issue:46402", + "issue:43688|issue:45440", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44734|issue:46612" + ], + "prepared_review_unit_hash": "509cac7caf2dea4000d46198f8a3ffe2cba09800b896ef819a9a22c7a3198aaa", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36849, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous collection of unrelated bug reports; no soft pair looks like the same underlying issue, so I reject all candidate merges. The broadest tokenizer-regression report is the best available issue anchor, but the cluster itself is not cohesive.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45701 is the broadest umbrella-style tokenizer regression report and the most plausible anchor among a mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 has the broadest scope and strongest tokenizer-regression framing, making it the best representative issue in this heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different models and APIs: DAC latent decode vs Whisper batch decode special-token handling." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading failures, but for different tokenizers and different error modes." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch tokenizer loading, but one is gguf loading and the other is offline hub regex patching." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Unrelated subsystems: MoE auxiliary-loss normalization vs FSDP RAM-efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different regression classes: zero probabilities in SigLIP2 vs processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but one is BigBird special-token registration and the other is MLuke task AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Completely different failures: Gemma processor import issue vs Windows/ROCm torch.distributed dependency." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Training/eval state bug vs Gemma4 device-map mismatch; not the same code path." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but they target different backend-detection errors and different packages." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenization regressions, but one is a v5 cleanup behavior change and the other is a CodeLlama spacing round-trip bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure and Blip2 dtype propagation are unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs MobileLLM config loading key error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but batching/padding crash and video vision_position_ids bug are distinct." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is custom processor/tokenizer access and the other is Kimi-K2.5 codec handling." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different defects: dtype loading for Blip2 vs divergent RTDetrV2 outputs in v5." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but the tokenizer classes and failure modes differ." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache, but one is compiled chunked generation and the other is recurrent state reset." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading regressions with different triggers and models." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the Mac bus error in CLIP loading." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained sharding policy question vs AutoProcessor kwargs propagation bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug vs config save/load losing custom token IDs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer truncation in Smollm3 is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE loss normalization and DeepSeekV3 implementation divergence are different code-path problems." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to the broad tokenization regression report." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to MLuke tokenizer task AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen models is distinct from num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN sources: sliding-window attention vs classification-head init/checkpointing." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both touch cache logic, but one is serve KV-continuation indexing and the other is beam-search cache reorder omission." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44464|issue:44977", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43278|issue:43688", + "issue:44977|issue:46209", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43452|issue:44451", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:44625|issue:45584", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:28218|issue:33357", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:44849|issue:46209" + ], + "prepared_review_unit_hash": "ef71d6f2b42db92c42bbd9473241433b5e499c5c03cad997a162b38029f5028e", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37961, + "estimated_input_tokens": 9491, + "estimated_eval_tokens": 19238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs point to different bugs across tokenization, model loading, training, generation, configs, and device/runtime issues. I reject every soft edge as a duplicate false positive.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate exists here because the items describe unrelated failures. If a representative must be named, issue 43295 is the broadest user-facing regression, but it still does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the most suitable anchor only in the sense that it is a concrete, reproducible regression on a common API path; it is not a good dedupe hub for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import error." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes: chunked generation with compiled forward vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading MobileLLM is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping is not the same bug as compiled chunked generation inconsistency." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization/tied-weights behavior differs from sinq save/load quantization breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field BEiT load bug is unrelated to BitNet packed-weight loading during accelerate." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure are distinct issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is not the same as removal of is_torch_fx_available breaking models." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading failure is unrelated to OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Batched Qwen2.5-VL chat-template crash is a different code path from tool-call messages with no content." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig custom token IDs being lost." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer access and image-tokenization regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Evaluation dtype drift in embeddings is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs-example errors and SigLIP2 HF-vs-JAX discrepancy are different underlying problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file regressions for tokenizer/model loading are not the same as loading ScandiBERT." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model/config bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-support error message." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are distinct." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs via AutoModel/pipeline is not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior is unrelated to the MacOS bus error in CLIP loading." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs-example errors do not match the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change at evaluation time is unrelated to the ZeRO-3 gradient growth issue." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to abnormal gradients under DeepSpeed ZeRO-3." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:43646|issue:44466", + "issue:44488|issue:44843", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43927|issue:44361", + "issue:43540|issue:44977", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43334|issue:43572", + "issue:43606|issue:44112", + "issue:43334|issue:45759", + "issue:44464|issue:46424", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:44493|issue:46285", + "issue:45200|issue:45229", + "issue:44464|issue:45584", + "issue:45229|issue:45823", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:45588|issue:46050", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "2d3067b1f4312f8720e40d3f067501e1b0ed0dab1291de0b210110601ceeb056", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35932, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a few recurring themes around v5 regression, tokenizer/config loading, and Qwen/Gemma model-specific failures. None of the proposed soft pairs looks like the same underlying bug/change.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression report in the set and best matches the common v5 loading/initialization failure theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single anchor because its scope is broad enough to represent the cluster\u2019s repeated model-loading breakages, unlike the many highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Generic initialization breakage vs. tied-weight serialization inconsistency; different failure modes and code paths." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Specific model load failure vs. offline-mode hub call bug; not the same root cause." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer bugs, but for different models and likely different fixes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval vs. resume checkpoint key mismatch; unrelated bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config classes and different exceptions; no shared code-path evidence." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input processing failure vs. flash-attention generation bug; distinct problems." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization error vs. flash_attn import key error; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed conversion and the other is Qwen3VL model loading; too different to merge." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "GPU OOM on tensor-parallel load vs. dependency version pin issue." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; no same underlying bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs. PEFT version bump; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading bug vs. CPU offload device mismatch; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Forward/output_hidden_states bug vs. save_pretrained key regression; same model family but different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a specific class vs. float8 storage lookup failure; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both missing config fields, but for different models and different attributes; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload mismatch in bark vs. a stale CI device override test in GraniteSpeech; different bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both Qwen multimodal config issues, but one is missing pad token handling and the other is from_config unwrapping text_config." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward generation inconsistency vs. cache-length handling for quantized cache; not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Config field rename bug vs. init_empty_weights argument incompatibility; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy preset loading bug vs. tokenizer special-token registration bug; distinct fixes." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key regression across many models vs. CLIP class structure inconsistency; not one concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing default for mm_token_type_ids vs. multi-GPU CUDA OOM; different problems." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Wrong SigLIP outputs vs. unexpected position-id keys; unrelated symptoms and paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior vs. quantized model save/load breakage; different failure modes." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient anomaly vs. Phi-4 multimodal load failure; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sink-less model crash vs. sinq quantized save/load corruption; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs. MLflow job-reporting issue; 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": 21, + "review_unit_index": 26, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369" + ], + "soft_pairs": [ + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:43065|issue:46369", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:45588|issue:45759", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:39692|issue:46192", + "issue:43572|issue:43957", + "issue:44521|issue:45290", + "issue:42490|issue:43493" + ], + "prepared_review_unit_hash": "3bcac6422b86c61787028ef716d033e70417c43a33dc7b078f8a5e0d8e6bb6f3", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37154, + "estimated_input_tokens": 9289, + "estimated_eval_tokens": 18834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers issues. The shared keywords (tokenizer, processor, serve, import, multimodal) are too broad to indicate duplicate bugs, so no soft edges should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the best anchor only because it is open, actively discussed, and has the most inbound references; however, the cluster is too heterogeneous to have a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most representative high-signal report in the set due to its active discussion and broad multimodal chat-template impact, but it still does not unify the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-model trailing-slash import warning vs GPT-oss OOM; unrelated failure modes." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing inconsistency vs Trainer broadcast NoneType error; different components." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d placeholder and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile error on non-template nodes vs flash_attn import-key error; unrelated code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug vs TrainerState token counter not updating; different behavior." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve, but one is multimodal input conversion and the other is KV-cache continuation indexing." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs flex_attention AuxRequest version check; different subsystems." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failure vs zero-probability output in another vision model; not the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash vs rope-param JSON list type handling; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume checkpoint key mismatch; different root causes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; no shared code path." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import error vs meta-device loading regression; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video shape bug; same broad area, different issue." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-processing ValueError vs mm_token_type_ids defaulting; different components." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "s_aux=None crash in flash_attention integration vs AutoModel config unwrapping; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/padding vs return_tensors precedence; different tokenizer bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids vs Gemma4 PLE device mismatch; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device_map/forward device mismatch vs return_tensors being ignored; no common fix." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs OmDet-Turbo input-size mismatch; different models and failures." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading behavior; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch shape bug vs OOM when loading Qwen2-57B-A14B-Instruct; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn KeyError in import_utils vs tensorflow_text backend-mapping error; different import logic." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast on 5.1.0; different problems." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA inference failure vs ZeRO-3 gradient anomaly; unrelated training/inference paths." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update bug vs Qwen3.5 output_hidden_states bug; different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness vs Kimi tokenizer codec regression; not the same underlying issue." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different ImportErrors for different symbols and models; no shared fix." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs-example errors vs return_tensors handling; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config default regression vs meta-device model-loading breakage; different failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both use apply_chat_template, but one is multimodal assistant masks and the other is tool-call/no-content tokenization crash." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model warning vs SigLIP2 implementation discrepancy; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43452|issue:46512", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:44442|issue:45198", + "issue:45200|issue:45325", + "issue:44479|issue:46192", + "issue:43388|issue:43526", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:38175|issue:45412", + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:44206|issue:45584" + ], + "prepared_review_unit_hash": "d9db45a676e4b57703728969591b33178aed647fa2e69a02a4aebedbac6539e3", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports; none of the soft pairs look like the same underlying bug/change with enough confidence to merge. The closest thematic overlaps are in model loading/serialization and Qwen multimodal regressions, but they still point to different code paths and model-specific failures.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is the strongest representative: it describes a clear, high-severity transformers 5.x regression in a core loading path (`from_pretrained`) with concrete corruption behavior and broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best standalone issue in this set because it is specific, actionable, and affects a central API path rather than a model-specific edge case or test/doc inconsistency.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen2.5-VL video `vision_position_ids` regression vs FP8 inference crash on B200." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is device-dependent serialization and the other is LoRA merge with extended vocab; different bugs and fixes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not clearly the same concrete code-path issue." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs GraniteSpeech CI device-override failure; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype regression vs MoE training memory usage; different symptoms and subsystems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale `config.dtype` after `from_config` are separate loading-path issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different model families and failure modes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained` vs CLIP text-model structure inconsistency; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they are model-specific config failures without evidence of one shared underlying fix." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs batched video processor shape bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer vs Wav2Vec2 save/tokenization failure; different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning default and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Qwen video-input regression and `return_tensors` being ignored are distinct API issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric gathering drops tuple labels; BeitImageProcessorFast reduces labels incorrectly. Similar area, different behavior." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and stale generate warning are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech CI device override failure do not share the same code-path problem." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different pipelines and different deprecated behaviors." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP crash; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Auto device-mapping cuda assert and B200 FP8 inference failure are different hardware/runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of one helper and absence of another are separate utility/API issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability issue and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different subsystems." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LaserFeatureExtractor unsupported arg and Whisper empty-transcription failure after token alignment are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:45759|issue:46285", + "issue:44857|issue:45593", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:44448|issue:44743", + "issue:43611|issue:43931", + "issue:44514|issue:44521", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:46431|issue:46566", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:37428|issue:44351", + "issue:45290|issue:46326", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45127|issue:45245", + "issue:45588|issue:45859", + "issue:43335|issue:45593", + "issue:45200|issue:45588", + "issue:34689|issue:35141", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "21a2e561d3be9232f2d6a8cb1f18a04605995afa96a7034ae5da1d5b3840134a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate-worthy cluster emerged: the items are mostly unrelated issue reports, and the soft pairs share broad subsystems at most but not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and the soft pairs differ in concrete failure mode even when they touch the same subsystem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the closest-looking pairs still describe different bugs, regressions, or error paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve multimodal/composite model config loading, but one is AutoModelForCausalLM.from_config unwrapping text_config and the other is a CLIP text model structure regression." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are vision/detection related, but one is an AMP float16 crash and the other is missing auxiliary losses when denoising is disabled." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform errors, but they stem from different dependencies and environments: flash_attn on Python 3.13 vs torch.distributed on Windows ROCm." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "One is a CPU offload device-mismatch bug in bark-small; the other is a helper-length calculation issue in qwen3_omni_moe." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention torch/flash-attn compatibility, but one is a missing internal flash-attn import and the other is a broad torch 2.10 incompatibility report." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "One is failing Flash Attention 2 tests; the other is a Trainer broadcast TypeError on NoneType. Same area, different failure." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "One is a SwitchTransformers config bug creating sparse layers incorrectly; the other is a BigBirdTokenizer special-token registration issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a Bamba torch.compile/SDPA failure; the other is a stale CI test in GraniteSpeech. Not the same code-path bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "One is a missing PyTorch ImportError; the other is a MacOS bus error loading a CLIP model. Different root causes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both affect model behavior, but one is a Pegasus output regression and the other is recurrent state resetting in modular_qwen3_5." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is about base_model_prefix handling and the other is a weight-shape mismatch for Qwen3-VL." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template for multimodal inputs, but one crashes on batched padding=False and the other returns all-zero assistant masks." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both concern from_config/model initialization, but one is about unwrapping nested text_config and the other is stale config.dtype after dtype-aware construction." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve model/config setup, but one miscreates sparse layers and the other fails loading a BEiT preset due to a legacy field." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "One is a Python 3.13 import/torch.jit parsing failure; the other is an unexpected behavior bug in a feature-extraction helper." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is a missing chat template error in a processor; the other is weights \u10d3\u10d0\u10e0\u10e9ing on meta with device_map=auto. Different initialization paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "One is a dtype mismatch between training and evaluate; the other is a pipeline error message about unsupported translation tasks." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "One is about clarifying an error message in layoutlmv3; the other is a runtime NoneType broadcast failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and regressions: flash-attn support vs HybridCache availability." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat template/tokenization, but one crashes on assistant tool-call messages and the other is about continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "One is BitNet accelerate-loading of packed weights; the other is a stale CI device-override test. No shared underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "One is a SwitchTransformers config edge case; the other is a qwen3_omni_moe helper-length bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "One is a model construction bug and the other is a CI test failure; they do not share the same code-path." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "One is LoRA merge collapse with tied embeddings; the other is a categorical cardinality limit error. Different problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are MoE/flash-related, but one is an AttributeError on s_aux=None and the other is a CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "One is a SwitchTransformers config bug; the other is a D-FINE loss-path issue. Same general domain only." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "One is about mm_token_type_ids defaults in Gemma 4; the other is a flash_attention sink-less model crash. Different mechanisms." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "One is a model-loading breakage for Llama 3.2 Vision; the other is output embeddings being reinitialized after resizing. Related to loading, not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is documentation example errors; the other is a BeitImageProcessorFast reduce_labels bug. Different artifact types and failures." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "One is DAC.from_latents disagreeing with forward due to missing STE; the other is a position-id key warning across many models. Not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43854", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:42490|issue:43854", + "issue:45459|issue:46234", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:43701|issue:45083", + "issue:38175|issue:44493", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45290|issue:45381", + "issue:44448|issue:44977", + "issue:27957|issue:34689", + "issue:45290|issue:46655", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:44857|issue:45588" + ], + "prepared_review_unit_hash": "1dc8f5b4eab5b64fa12cddebdcb2feda9c1f651eb92bf86fc3e02c0db47bd615", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad subsystem keywords; one soft pair is a clear duplicate, but the rest are distinct bugs/regressions and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a valid canonical for the cluster overall because the items describe different failures across tokenization, loading, training, multimodal processing, and dtype/runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the whole cluster; the only near-duplicate pair is the duplicated Qwen3.5 MoE from_pretrained regression, which is too narrow to serve as a global representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Different problems: checkpoint resume/epoch iterator key handling vs training not starting on FineWeb. Same training area, but not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These appear to be the same Qwen3.5 MoE from_pretrained regression, with the same title and matching failure description." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different loading bugs: local path trailing-slash warning vs incorrect loading of a specific GLM-4.7 model in tests." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated import-path issues: protobuf decode error masking tokenizer errors vs a missing import_utils helper function." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both involve runtime failures, but the concrete bugs differ: CPU offload device mismatch for bark-small vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions and code paths: Pegasus generation mismatch across v4/v5 vs DeepSeek tokenizer output changes in v5." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same as the unexpected position-id key issue affecting models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch during forward with `device_map=auto`." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer distributed broadcast NoneType error are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related crashes, but they hit different models and code paths: AMP loss computation vs bfloat16 inference mismatches." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to the v5 removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and multimodal feature-length helper behavior are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 are not the same as the unexpected position-id key regression." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error in CLIP loading are separate failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM for Qwen2-57B are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Fine-tuning a multimodal iterable dataset and BEiT label reduction are different processor/training bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match embedding reinitialization after resize in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and wrong video vision_position_ids are both multimodal, but they are distinct code paths and bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3.5 flash-attention generation failure are different model-specific regressions." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue and Llama 3.2 Vision model loading breakage are not the same problem." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating crash and SmolVLM video padding calculation bug affect different layers of the stack." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across many models is a tokenizer regression; silently ignored `return_tensors` is an argument-handling issue." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "These are entirely unrelated model/export issues with different architectures and failure mechanisms." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError for DebertaV2 is unrelated to the Qwen3.5 missing-decorator registration crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient-checkpointing restriction is a different bug from embedding dtype changing from BF16 to FP32." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None AttributeError are separate code-path failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly duplicate soft pair is issue:45310/issue:45478, which the analyst identified conservatively. The remaining soft-edge verdicts are mostly cautious false negatives with reasons tied to distinct bug descriptions, and no claim appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46209" + ], + "soft_pairs": [ + "issue:43746|issue:46209", + "issue:43927|issue:45698", + "issue:37428|issue:42175", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:44977|issue:45563", + "issue:33357|issue:39692", + "issue:45372|issue:45588", + "issue:29127|issue:34567", + "issue:45198|issue:45803", + "issue:43412|issue:45588", + "issue:43381|issue:43701", + "issue:43653|issue:44743", + "issue:44871|issue:44977", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45406", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "ed841b2f824d5aba87b4c8aa55643aed83cee2cc463c08eb81ba2637351b7330", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly link unrelated bugs across models, tokenizers, loading, quantization, and training. I would not merge any of the candidate soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate stands out; if a representative is needed, issue 43873 is the most central/open discussion-heavy item, but it is not a clear canonical duplicate for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the broadest and most referenced open report in the set, so it is the best single representative issue, though the cluster itself is not a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Different failure modes: PEFT local checkpoint loading vs FP8/B200 inference on a specific GPU architecture." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/saving, but one is custom token IDs being lost in config serialization, the other is the wrong custom module being loaded after save_pretrained." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated: a flash-attention import error versus TensorFlow missing from a torch-only extra install." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different subsystems and symptoms: a removed utility breaking trust_remote_code imports versus tokenizer output regressions for DeepSeek." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading not working and the other is multi-GPU CUDA OOM for Gemma4." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and Adafactor/DeepSpeed OOM are not the same underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to the Trainer broadcast TypeError." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and root causes: Qwen3 auto device map assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue versus a DeepSeekV3 implementation divergence; not the same defect." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation/output mismatch and the other is serialization of lm_head.weight." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaN embeddings are distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux None crash and Gemma4 PLE device mismatch are different code paths and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype regression in eval is unrelated to TP loading OOM for Qwen2-57B." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Processor import failure due to mistral_common dependency is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "wav2vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues for gemma3n are a different path from flash-attention integration crashes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent state reset in Qwen3.5 are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base model prefix loading regression and rope-params dict conversion TypeError are different loading/config bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Two tokenizer-related bugs, but for different models and different failure points." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 padding/NER crashes are unrelated to wav2vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 processor loading, but one is an import dependency issue and the other is a missing _tokenizer attribute on serve; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization is the common theme, but one is FP8 inference failure for Qwen3Moe and the other is quantized model saving failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46655" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:45412|issue:46369", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:44265|issue:45198", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:42490|issue:43381", + "issue:43526|issue:45834", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:46655", + "issue:43526|issue:44186", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:46121|issue:46399", + "issue:45250|issue:46640", + "issue:27957|issue:33290" + ], + "prepared_review_unit_hash": "e44ffe76a6a16014ecdf3475ecc5c6ba6e29ac9a5632a3c83b29fd7e6dde0428", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36536, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct model-specific bugs, regressions, or feature requests. I found no soft-edge pair that looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents this mixed cluster. If one representative is needed, issue:44479 is the broadest concrete regression report, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall representative because it describes a concrete runtime regression with a clear failure mode and multiple affected model families; however, the cluster is too diverse to treat it as a true canonical for all items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different code paths: LaserFeatureExtractor crash vs video-input regression for Qwen VL models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation map processing are unrelated subsystems and symptoms." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to RT-DETR model memory leak on deletion." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is not the same bug as Siglip2 producing nonsensical outputs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Missing RoPE layers in Smollm3 and DeepseekV3MoE divergence are different model implementation problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to a stale generate() warning." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import and protobuf-related tokenizer error handling are distinct failures." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory leak is not the same as sam3-litetext memory overflow." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs and RT-DETR memory retention are different bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure via torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and output embedding reinitialization after resizing are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug and Gemma3 sliding-window NaNs are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval-mode are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are not the same code-path problem." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are distinct loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:46655", + "accept": false, + "reason": "reduce_labels returning one label and SmolVLM video padding calculation are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER padding/truncation crash are different tokenizer/processor issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 bad outputs and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same concrete failure." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter JSON list handling and missing decorator for apply_rotary_pos_emb registration are different bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a vague title and the other is a distinct issue; no shared concrete bug is evident." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 model support and Adafactor-in-Deepspeed OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:33290|issue:34689", + "issue:43761|issue:45859", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:43381|issue:43873", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43761|issue:44079", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "88569fcddcd84f169ba15ec080bf52cd28d2530a6188e5946d6739f4a7f4e804", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35703, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not look like a true duplicate group; the soft-similarity pairs mostly connect unrelated bugs that only share broad subsystem keywords.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions and API bugs across model loading, generation, tokenizers, configs, audio, quantization, and docs, so there is no safe duplicate anchor.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is globally representative enough to serve as a cluster-wide anchor; the closest matches are still only broad thematic overlaps, not the same underlying defect.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-family configs, but one is a missing `pad_token_id` on Qwen3-VL and the other is a `sliding_window` issue in Qwen3-MoE; different bugs and code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during Adafactor+DeepSpeed training and Llama 3.2 Vision model loading failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-states regression and Qwen3_5Moe CPU offload incompatibility are different model families and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM with DeepSpeed is not the same as token-embedding resize causing output embedding reinitialization." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and stale auto-mapping references to removed configs are separate issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "An optimizer OOM and `num_input_tokens_seen` not updating are unrelated trainer concerns." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is chat template sampling-rate defaulting and the other is an unsupported `center` argument in a feature extractor." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a category-count runtime limit are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization do not describe the same defect." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both affect generation, but chunked generation with compiled forward and Gemma3 NaN embeddings under sliding-window/all-padding windows are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "A broad v5 custom-init breakage is not the same as patchtsmixer-specific `post_init` policy enforcement." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5-MoE and Whisper `batch_decode()` skipping tokens are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer auto-load failure and Perceiver image-classification resize failure are different components and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A local-path trailing-slash import warning is not the same as Qwen3.5 recurrent state reset." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different root causes: a specific Llama vision breakage versus `base_model_prefix` handling in v5.0.0." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules[]` access in modeling utils and DeepseekV3MoE divergence from the remote implementation are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and tokenizer auto-loading are unrelated bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading failure in v5 and zero-loss single-label classification are different subsystems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API complaints, but one is a general Gemma3TextConfig discrepancy and the other is a concrete missing `pad_token_id` on Llama4Config; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in a torch extra and a missing import_utils availability helper are unrelated packaging/import issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A SigLIP2 implementation mismatch and docs still referencing removed pipelines are completely different kinds of issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer `post_init` policy and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden-states not returned from CLIPVisionModel and incorrect `ModelOutput` key assignment are both output-related, but they are different layers and not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "`AddedToken()` duplicate `special` argument and `list_repo_files` not forwarding `revision` are unrelated API bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 `eos_token_id` inconsistency do not share the same root cause." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A CLIPVisionModel output regression and attention-kernel divergence under `torch.compile` are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync behavior and `gather_for_metrics()` dropping tuple labels are different distributed-training bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for `physical-intelligence/fast` and a TensorFlow Text backend mapping error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:44442|issue:45803", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:42907|issue:45698", + "issue:44464|issue:46421", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:45803|issue:46365", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:44610|issue:46369", + "issue:44162|issue:44792", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "69e809013a87b331cdb613f1dbe6fdc07b64c6f91c7ae5de984909a1a000205e", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading, config serialization, or model execution. None of the proposed soft edges look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the broadest and most representative open issue in this set: it centers on incorrect module resolution during save_pretrained/from_pretrained, a core loading/serialization path that overlaps the general theme of several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest triage value: open, high discussion, multiple inbound references, and a broad user-facing failure mode around custom-module loading after save/load.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes: FSDP CPU RAM-efficient loading vs Qwen3-VL weight-shape mismatch during model load." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen family loading/saving, but one is a shape mismatch on load and the other is an incorrect checkpoint save_pretrained regression." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config APIs, but Gemma3TextConfig inconsistency and Qwen multimodal text_config unwrapping are distinct bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely different subsystems: Python 3.13 JIT parsing/import issue vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config reload issues, but one is trust_remote_code missing fields and the other is GPTNeoX rotary_pct not persisting." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch on resume and CPU/CUDA output differences in PPDocLayoutV3 are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in an example script is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load paths, but dequantized model saving and wrong custom-module resolution are different root causes." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked behavior, but one is incorrect generation output and the other is spurious recompilation from cache initialization." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel script runtime issues and Qwen tp OOM are different execution problems." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape change is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and a Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch do not share a concrete code path." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large Qwen model and a key error loading MobileLLM are different load-time failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels version/revision validation are distinct dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression and pipeline task-support error messaging are different behaviors." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id config mismatch and Whisper empty transcription after align_special_tokens are different issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging backend omissions and config API discrepancies are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to non-persistent buffer initialization bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and quantized model save/load corruption are different serialization problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model init breakage and GPTNeoXConfig rotary_pct persistence are different config/model-init issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are unrelated model execution failures." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure are unrelated model-specific regressions." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained calls and unrecognized model config errors do not share the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46424", + "issue:46617", + "issue:46640" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43352|issue:46640", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "58c96a3dcd1de070de2fabd73d3138c5f152577b7d0e870314747645ba00ee23", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34668, + "estimated_input_tokens": 8667, + "estimated_eval_tokens": 17590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated Transformers bugs across loading, cache, vision, flash-attention, and processor paths. None of the proposed soft pairs look like the same underlying change/bug closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue clearly acts as a true duplicate canonical here; the cluster is too mixed and the soft pairs are mostly broad similarity rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone representative: it is detailed, active, has inbound references, and centers on a concrete loading regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache/loading behavior, but one is a trust_remote_code path collision and the other is max_cache_length being ignored; different bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: tensor conversion error handling vs Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No overlap beyond being user-facing bugs; one is a data request, the other is a Gemma tokenization roundtrip issue." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different concrete problems: weight tying in Mistral3 vs FlashAttention support in Ministral-3." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention SAM 3, but one is a dummy Conv2d implementation detail and the other is a CUDA OOM symptom." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input bugs, but they affect different models and different code paths (video processing vs batched chat template padding)." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regression surfaces: CLIP hidden_states forwarding vs Qwen video-input generation regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: missing pad_token_idx in StableLmConfig vs an unknown tensorflow_text backend mapping error." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA/extended-vocabulary collapse with tied embeddings; the other is Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training bugs: metric-gathering drops labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a specific model not supporting it and the other is too vague to confirm the same issue." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import problems: TensorBoard without TensorFlow vs missing Falcon Mamba SSM availability helper." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern model loading, but one is a legacy preset field for BEiT and the other is selecting the wrong custom module after save_pretrained." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache state, but one is GenerationMixin cache missing in chunked prefill and the other is recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Janus image generation test failure vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "No shared bug: Janus generation test failure vs stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM 3 paths: processor selection bug vs missing fpn_position_embeddings attribute on a video encoder output." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Separate config regressions: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated service/model issues: KV-cache continuation tensor indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures: local dataset in example script vs a specific multimodal model failing to load on latest transformers." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different loading behaviors: embedding reinit after resize vs warning on local-model paths ending with a slash." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is non-persistent buffers being filled with junk; the other is GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different symptoms and code paths: SAM 3 video OOM vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are trust_remote_code cache-related, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; not clearly the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Completely different areas: Python 3.13 import parsing issue in DebertaV2 vs flash_attention.py crashing on s_aux=None." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:43673|issue:46421", + "issue:43827|issue:43994", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:44479|issue:44734", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:41720|issue:45245", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:45127|issue:45357", + "issue:44779|issue:46489", + "issue:39692|issue:44190", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:45276|issue:45584" + ], + "prepared_review_unit_hash": "a504261e91e68be253ba349cfefc3ef20228e4445112de5f03c9f470a0bbb438", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36346, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; nearly all soft edges are false positives. The only plausible duplicate/follow-up pair is the DeepSeek tokenizer v5 regression (44779/46489).", + "confidence": 0.89, + "canonical_issue_reason": "issue:44779 is the original, broader DeepSeek tokenizer v5 regression report and the clearest anchor for the only near-duplicate pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the most representative issue here: concrete repro, broadest wording, and it anchors the only plausible duplicate relationship.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different failure modes: Qwen3-VL weight-shape load error vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and load-balancing-loss gating are unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is recompilation from lazy init." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same bug as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generation warning is distinct from Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position-id regression and Sam3-LiteText memory overflow are different model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression and KV-cache continuation crash are separate failure points." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk-fill and GPTNeoXConfig reload behavior are different issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting and Flash Attention 2 support 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:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError are not the same problem." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile+SDPA failure and local dataset loading are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init on patchtsmixer and strict granite_speech config loading are separate config issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is not the same as the stale num_return_sequences warning." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video bugs, but one is wrong vision_position_ids and the other is incorrect padding calculation." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config logic and a dataset-loading script failure are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are different symptoms on different variants." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression on v5+; 46489 reads like the remaining gap in the earlier fix rather than a separate bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation errors and a local dataset loading script issue are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Stale CI device-override test and removed Sam3LiteText auto_mapping references are different maintenance problems." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template are unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU arange/device placement bug in XLNet is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "processor.tokenizer regression and gemma4 embedding-resize propagation are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the undefined tf backend error." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is broadly grounded in the packet and stays conservative overall. The one accepted pair, 44779/46489, is supported by the titles as a plausible same-root DeepSeek tokenizer v5+ regression/follow-up. I don\u2019t see a clear overstatement strong enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44462|issue:45907", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:45245|issue:45584", + "issue:44964|issue:45600", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:27957|issue:35141", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:44295|issue:46506", + "issue:43650|issue:44220", + "issue:41950|issue:44016", + "issue:32090|issue:35141", + "issue:44683|issue:45446", + "issue:43479|issue:45375", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "ed85dcf211b94fbb924d6f4814cf92888ea79b1d8b575ab229bf06f01cd5dc98", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36079, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft pairs connect different APIs, model families, or unrelated regressions, so none should be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: these items are not one bug but many unrelated Transformers issues.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong cluster representative because the candidates span unrelated failure modes and subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json precedence vs revision forwarding are different APIs and failures." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local-model cache-path collision is unrelated to a missing import export." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import-time access to sys.modules is not the same bug as `_gpu_broadcast_one` rejecting None." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Config validation for head_dim and JSON-loaded rope-key lists are separate errors." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "BPE marker handling and multimodal assistant masks are different tokenizer behaviors." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-load breakage for Phi-4 multimodal and removed Sam3LiteText auto-mappings are different root causes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow backend packaging and a generic dependency issue are not the same failure." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test flake and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Phi-4 multimodal loading are different model-specific bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing config fields with trust_remote_code and unrecognized model_type are distinct config-loading issues." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and tie_word_embedding/post_init reinit are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing AutoImageProcessor export are separate import regressions." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "NER/batched-padding tokenizer crashes and KV-cache continuation tensor indexing are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained checkpoint corruption are different model bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer access and CPU/CUDA output divergence are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "ADD THE DATA is not the same as an `_torch_extract_fbank_features()` bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer NoneType broadcast and token-embedding resize reinitialization are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and AuxRequest version gating are separate flex_attention regressions." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default init and missing Qwen3_5MoeVisionConfig field are different config bugs." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generation cache missing in v5.0.0 chunked_prefill and max_cache_length only applying to quantized cache are different cache behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and removed Sam3LiteText auto-mappings are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` are not the same problem." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length math in qwen3_omni_moe and CPU/CUDA differences are separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support in Transformers 5.1.0 and loading a specific model are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom model processor.tokenizer access and resize_token_embeddings/decoder tying are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:44279|issue:45405", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:43299|issue:45357", + "issue:44242|issue:45200", + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "cf10573fdd752be7ab55a16742ffa2671e4dab251d8492b2c793594bd146eccf", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36941, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, cache-, or docs-related regressions, and none of the soft edges look like true duplicates. The broadest umbrella-style report is the generic upgrade/import regression issue, but it still does not unify the cluster into one underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it frames a wide upgrade-induced import breakage rather than a narrow model-specific defect, so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful global representative because it captures the widest class of version-upgrade regressions and could plausibly subsume multiple import-related symptoms, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast reduce_labels behavior vs a docs mismatch about return_all_scores." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading error is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different failure from Ministral flash-attention loading." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording issue vs model-loading/config recognition failure; no shared underlying code path." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses with denoising off are separate training-path issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility and a dependency issue are not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI codes in loading_report are unrelated subsystems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral model-load failure and the other is an s_aux=None AttributeError for sink-less models." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are distinct failures." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is not the same as cache max length being honored only for quantized cache." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5-VL export and a nonexistent image_utils import are different import problems." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different mechanisms: unrecognized model config vs AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Model loading failure and save_pretrained checkpoint corruption are separate lifecycle bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same root cause." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to the missing decorator causing rotary-pos-emb registration failure." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a Qwen warning about tie_word_embeddings are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue is not the same as the MIN_PEFT_VERSION bump problem." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling has nothing in common with the placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype stale state and Qwen3.5 save_pretrained regression affect different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors and TextClassificationPipeline docs stale behavior are both docs-adjacent but not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression is different from Deepseek tokenizer output regression." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "These both involve imports, but one is a specific HybridCache missing export and the other is a broad upgrade regression; not the same concrete issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch and unreleased PEFT minimum version are unrelated compatibility problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading failure and incorrect visual encoder keys on save are distinct bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss and Gemma mm_token_type_ids defaults are different model behaviors." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim validation is unrelated to from_config leaving model.config.dtype stale." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families with different symptoms and likely fixes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code model breakage are separate subsystems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45276", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:38175|issue:44617", + "issue:43479|issue:43525", + "issue:43650|issue:46209", + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43653|issue:45593", + "issue:45103|issue:45372", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:45081|issue:45907", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:45542|issue:45800", + "issue:43673|issue:43761" + ], + "prepared_review_unit_hash": "26ca815e1475368b261259f8c7da4932ee2da058a072c5b4ed6e7a3b9b793834", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across tokenizers, multimodal processors, model loading, quantization, deepspeed, and packaging. None of the soft-similarity pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.54, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best general representative if one must pick a hub: it is active, broadly scoped around multimodal chat template masking, and has the most inbound references among the candidates. It is still not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probability outputs vs Sam3Video OOM are unrelated model-specific failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different models and different bugs: default multimodal config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Generic title only; one is an unspecified data request, the other is an FP8/B200 inference bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to a TensorFlow backend installation issue." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device_map forward mismatch are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights and resize_token_embeddings not propagating to Gemma4 outputs are distinct bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant_masks being all zero is not the same bug as Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 processor loading/import errors are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch do not share the same failure mode." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM with Adafactor and optimizer.step being called twice are different optimizer/deepspeed issues." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer attribute errors and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure and dequantized model load/offload failure are separate quantization pathways." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files missing revision forwarding are unrelated utility bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a 10x slowdown after upgrade are not the same underlying issue." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir()." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and Gemma-4 zero3 from_pretrained failures involve different loading/saving paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend installation metadata and Python 3.9/3.10 compatibility are unrelated packaging problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is not the same as incorrect SigLIP2 model/pipeline outputs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are different components and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 broken workflow report are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention model failure and compiled flex_attention torch>=2.9 incompatibility are distinct attention-stack issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend from extras and torch/transformers version incompatibility are different packaging/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in v5 chunked prefill and CLIPVisionModel hidden_states regression are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46665" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:46291|issue:46399", + "issue:44016|issue:45823", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:44336|issue:44373", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:46614|issue:46665", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44336|issue:46424", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "a07c6c4307f89afa1c83e6da20f9174780e6e453f2616a46cb0670c485df4881", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35729, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated import errors, model-loading regressions, docs problems, or performance/behavior bugs. No soft pair is a safe duplicate. The best representative issue is the Qwen2.5-VL import/export regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43824 is the clearest and most concrete user-facing import regression, with stronger signal than the other heterogeneous issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the most directly actionable reproduction and the strongest external impact among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs intermittent import-time slowdown; different problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is a pipeline import failure and the other is a Qwen3.5 registration crash." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device placement mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific missing export vs Python version compatibility breakage." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Pad token attribute error vs missing config fields from trust_remote_code." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated storage-object type error vs Qwen chat crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile kernel divergence vs ANSI output formatting bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs ZeRO/from_pretrained failure." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI leakage vs wrong docstring." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different undefined-backend/import issues in different libraries." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing import symbol vs Python-version support issue." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance complaint vs unrecognized model config." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs from_pretrained class behavior." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Parallel test file race vs stale generation warning." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Docstring helper crash vs missing decorator registration bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different missing-loss conditions in different models/features." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Related Qwen MoE area, but distinct incompatibility/loading failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access bug vs ZeRO/from_pretrained issue." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessor label reduction bug vs unsafe sys.modules access." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window bug vs chat runtime crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown vs Gemma eos_token_id inconsistency." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different model/runtime divergences in unrelated code paths." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading bug vs AttentionInterface behavior change." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline choosing image processors vs audio feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols; same broad symptom but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655" + ], + "soft_pairs": [ + "issue:43540|issue:46655", + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:43901|issue:45003", + "issue:44479|issue:46655", + "issue:43257|issue:45137", + "issue:44242|issue:44857", + "issue:44496|issue:45003", + "issue:43475|issue:46369", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45137|issue:45600", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:44038|issue:46506", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "3a053d07e4676a08851da581de4bf501ff76314c73f7e1e23662c1b2f87521ad", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad keywords (video, cache, Qwen, DeepSpeed, Flash Attention) but describe different code paths, models, or symptoms. I do not see any true duplicate pair here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a SmolVLM padding bug; different models and likely different fixes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regressions and resize_token_embeddings/output_embeddings mismatch are unrelated behaviors." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload compatibility in rotary embedding and the other is a missing decorator causing kernel registration failure." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation crash and max_cache_length handling for quantized cache are separate cache issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs mismatch for TextClassificationPipeline is not the same bug as unsafe sys.modules access." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video regressions, but they affect different model families and different failures." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion during loading and the other is a ZeRO3 deque IndexError." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load balancing loss gating and an AMP/CUDA crash in LwDetrImageLoss are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and sys.modules access are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder missing an attribute and SAM3 lite text memory overflow are distinct failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and a cross-version tokenization slowdown are not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and slow import are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field silently dropped by strict and AutoModelForCausalLM text_config unwrapping are different multimodal config problems." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2.5-VL image processor and a ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and Qwen3.5 Moe vision config field handling are separate config issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior and Whisper empty transcription generation are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure and stale auto_mappings CI references are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and tokenizer-version changes are not the same defect." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "trust_remote_code breakage from a removed helper and Qwen3.5 rotary-kernel registration failure are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are separate model-specific bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied/embedded weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast and hidden tokenizer decode errors due to missing protobuf are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regressions and Windows/ROCm torch.distributed import errors are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:45685|issue:46431", + "issue:44483|issue:46202", + "issue:45987|issue:46082", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44749|issue:45310", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:45375|issue:45478", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "baec19de04e21490adacfef6a25f72ea332124119953b10f032f7394b3430d09", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37218, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Transformers-related bug reports; the soft pairs are mostly related only at the subsystem or release level, not the same concrete bug. I found no safe duplicates among the provided soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43646 is the broadest upstream regression report in the set and the best representative umbrella for the surrounding Transformers 5.x breakage reports, even though it is not an exact duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most general issue here and the best single representative for the cluster because it covers broad custom-model initialization regressions rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: a warning about tie_word_embeddings on Qwen3.5 LoRA vs a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Both touch model behavior, but one is a stale indexer cache crash and the other is a Gemma token-type defaulting issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading vs deepspeed optimizer stepping twice are unrelated code paths and failures." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration and ESM2 breakage are different model/tokenizer issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "A missing SAM3 vision encoder attribute is not the same as a Qwen3OmniMoe video-input validation error." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are clearly different bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows/ROCm torch.distributed import problem are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass is not the same as flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning is unrelated to a stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "One is a dummy Conv2d in Sam3PixelDecoder; the other is a model-type mismatch warning." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are different failures." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile branching causing attention kernel divergence is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support on Int and missing chat template errors are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A v5.3 chat/completions request rejection is not the same as a Gemma pipeline roundtrip tokenizer bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq_length returning a tensor and LlamaConfig head_dim validation are different API/validation issues." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription decoding and Windows ROCm import failures do not share a code path." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention caching, but one is attention-kernel divergence under torch.compile and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is tokenizer config metadata and the other is processor file emission." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a dataset filtering slowdown are unrelated bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A preprocessing performance regression and a deepspeed optimizer-step bug are not the same change." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained missing files and duplicated optimizer steps are completely different issues." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data filtering slowdown and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad regressions, but one is custom model initialization and the other is an ESM2-specific breakage." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id configuration mismatch and AttentionInterface.register behavior changes are different concerns." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation/cache, but one is sync_gpus update kwargs and the other is chunked_prefill cache availability." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different lifecycle operations." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report is not a duplicate of a specific Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding on a trailing replacement character and Kimi-K2.5 tokenizer codec handling are related only at the tokenizer level, not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and loading context, but one is a missing config field dropped by @strict and the other is a generic from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing Sam3VisionEncoderOutput attribute and missing fields in AutoConfig with trust_remote_code are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43475|issue:45381", + "issue:44964|issue:45137", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:42175|issue:45712" + ], + "prepared_review_unit_hash": "393e3dd196235966ccc7591282c14855b8d79f1dfcaff5bfcace92cff54fef99", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36242, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports (42673/43704). I corrected the canonical issue wording to avoid claiming it is open when the packet shows it is closed.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier, more detailed report for the same Qwen3ForCausalLM VRAM leak, and issue:43704 is an exact duplicate with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the clearest duplicate anchor for the one confirmed same-bug pair and has the richer discussion trail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe load/model compatibility vs missing files from processor.save_pretrained()." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different failure modes: missing PyTorch backend import vs Sentence Transformers hanging while loading." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols in different modules." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated issues: TF32 API guidance vs old InternVL2 checkpoints failing under v5 meta initialization." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but not the same concrete bug or fix set." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different problems: quantized model saving failure vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and code paths: SAM 3 vision output attribute vs qwen2.5-vl video position IDs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different subsystems: Phi-4 multimodal loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but the bugs are different concrete code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different issues: sentence-transformers import NameError vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma issues: missing _tokenizer on processor vs a pipeline roundtrip tokenization mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different behaviors: quantization/offloading not working as expected vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention bugs with no shared concrete fix path." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors in different APIs: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and code paths: pipeline parallelism output bug vs Qwen3_5 image infinite loop." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Completely different crashes: Mistral regex patching vs auto_docstring with postponed annotations." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same underlying bug and identical title: Qwen3ForCausalLM VRAM leak across multiple dataloader threads." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different issues: quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad model family, but not the same concrete bug or fixable change set." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: FP8 save_pretrained/moe vs Qwen3.5 from_pretrained loading error." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8-related issues: accuracy degradation vs save_pretrained failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different problems: dtype change in eval vs DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different code paths: generation kwargs update after sync_gpus vs a janus image-generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different bugs: dependency/backend packaging vs a nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading failure vs pytest-xdist race in testing utils." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different issues: legacy BEiT preset loading vs xdist captured_info.txt race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/test problems: xdist race vs stale auto_mappings references." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different bugs: Python version compatibility vs missing import from image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: MLflow reporting after training-job failure vs OOM with Adafactor in DeepSpeed." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Related packaging area, but different concrete bugs and fixes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the canonical_issue_reason overstates the packet by calling issue:42673 the 'original/open report' even though the packet shows it is closed. The rest is mostly conservative, and the 42673/43704 duplicate call looks grounded, but the state claim is factually incorrect." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:46077|issue:46123", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:27957|issue:30333", + "issue:42898|issue:43295", + "issue:30333|issue:34689", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:22355|issue:28282", + "issue:42831|issue:44623", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "e5f61587f3cdb5d5b123b6d67626d8b519fa8f47d68fe8e699c9dfbd9c688291", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct regression reports across tokenization, model loading, training, serving, and docs, with no true duplicate pair standing out. The closest theme is tokenizer/v5 regressions, but even there the failures are model- or API-specific rather than the same bug.", + "confidence": 0.34, + "canonical_issue_reason": "issue:42898 is the broadest, most central report in the cluster: a core tokenizer behavior regression affecting v5 behavior generally, and it is the closest match to several other tokenizer-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best single issue to anchor this cluster because it is a cross-cutting library regression rather than a niche model-specific or example-script-only problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: Gemma4 attention-mask construction vs. a pipeline batching/last-chunk flag issue." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated failure modes: a loading stall vs. embedding reinitialization after resize." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models/APIs and distinct code paths (`clean_up_tokenization_spaces` vs `add_special_tokens`)." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different components: MIMI padding-mask behavior vs. MoE load-balancing loss calculation." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different save/load problems: missing processor files vs. Qwen3.5 MoE `from_pretrained` failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different model classes and failure modes: config initialization vs. Whisper timestamp decode crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and bugs: broken VitPose models vs. Gemma 4 token-type defaults." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error is not the same as a docs parameter-name mismatch." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is a global cleanup behavior change and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different areas: missing image-processor method vs. remote-code/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Separate tokenizer issues with different symptoms: tokenizer loading vs. special-token insertion." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config-default construction and `ModelOutput` key handling are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different underlying tokenization logic." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors: one is a missing symbol in sentence-transformers integration, the other is a missing Qwen2.5-VL export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but the Kimi issue is codec/regex-specific and not the same bug as `clean_up_tokenization_spaces` behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: buffer access on `position_ids` vs. optimizer stepping under DeepSpeed." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated issues: Flash Attention 2 support for XLM-Roberta vs. MLflow reporting after failed training jobs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor/tokenizer access regressions are different problems." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-tracking behavior is unrelated to model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency-version bump and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer arguments not being used is not the same as a documentation typo." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: empty multi-label results vs. local dataset loading." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save-pretrained bugs affecting different object types: FP8 MoE vs. tokenizer metadata." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import exposure problems in `image_utils` and dummy class cleanup are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow callback/reporting and trainer loss-signature compatibility are different training issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting and embedding reinitialization are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and duplicate optimizer stepping are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing `transformers.onnx` module and the other is a missing PyTorch dependency check." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "An FP8 accuracy regression and missing processor files are different problem types." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is processor file persistence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:30990", + "issue:38175", + "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:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46665" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44222|issue:44484", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:46209|issue:46431", + "issue:44190|issue:46082", + "issue:44734|issue:46421", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "e4eeb8bf5fe5d73a9acab4e9ea985a27da5d80aae39873509003366f29c11807", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36407, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a grab-bag of unrelated Transformers bugs/regressions rather than one duplicate family. Based on titles alone, none of the soft pairs are safe duplicates; the closest umbrella report is the generic tokenizer-loading regression, but it is still too broad to serve as a true canonical duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43723 is the broadest generic loading-regression report in the set, so it is the best single representative if one must be chosen; however, the cluster is not actually a single duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 is the most umbrella-like issue here because it covers a general v5 loading failure, but it still does not subsume the model-specific/import/config bugs in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: generation output mismatch vs attention registration behavior." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug vs non-persistent buffer initialization bug; not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Model-specific tokenizer BPE handling vs generic AutoTokenizer loading failure." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to AttentionInterface registration." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Different from_pretrained/config construction problems with no shared code-path." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but for different symbols and different dependency paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 from_pretrained error; different bug." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA split/indexing bug vs remote-code meta-init incompatibility; different failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue vs flash-attention generation bug; not the same underlying problem." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression across versions is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained serialization bug vs shard-size default behavior." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug vs cache-length configuration mismatch; related theme, different defect." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument handling vs auto_docstring annotation crash; separate subsystems." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure is unrelated to missing chat template support." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading script issue vs configuration validation issue." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache indexing crash vs lazy cache recompilation; both cache-related but different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug is not the same as Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read issue vs missing files on processor save; different persistence paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 video attribute error vs MoonshineStreaming mask off-by-one; unrelated models and code." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video handling, but one is a sliding-window mask bug and the other is padding calculation in a different processor." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer loading regression vs eos_token_id config inconsistency." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem name, but torch.split return values and missing ReLU are distinct DSA-indexer bugs." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: vision_position_ids vs sliding-window masking." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision issue is unrelated to meta-initialization checkpoint compatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and zero-probability SigLIP issue are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk initialization is not the same as MoonshineStreaming mask logic." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy concern vs Qwen3.5 from_pretrained failure; different defect class." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different models and code paths: InternVL2 meta-init vs Qwen3.5 visual-key save_pretrained regression." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexing behavior and a wrong docstring are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:45278", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:42371|issue:44263", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:44261|issue:44373", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:43976|issue:44945", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "94bfd6ba4b9b2579f68fafbf2b57b57e09a17f654bbaca6fe5b44e8e4e645b67", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35882, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issues from the same repo; the soft matches are largely superficial (shared keywords like tokenizer, import, save/load, or sam3) rather than the same underlying bug. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #45278 is the broadest umbrella-style report in the set and best reflects the cluster\u2019s common pattern of version-related breakage and import regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the most representative global anchor because it summarizes a wide class of failures after upgrade, making it the most useful issue to group near-related regressions around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/save behavior, but one is dequantized Ministral/Devstral saving and the other is sinq quantized round-tripping; different code paths and symptoms." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention bad training/NaNs, but one is flash_attention_3 classification degeneration and the other is init/checkout NaNs; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3-VL-Moe v5 breakage are unrelated model-specific issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request validation and Gemma4Processor attribute crash are different serving/API failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different models; too broad to be the same defect." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same underlying issue." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 infinite loop on one image are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and added-token spacing regression are separate tokenizer/export problems." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific is_offline_mode import error is not the same bug as a broad report of many import errors after upgrade." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 and missing BOS/EOS insertion in mdeberta-v3 are different tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache-loading failure and wrong tokenizer decoder type are distinct tokenizer initialization problems." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and Sentence-Transformers loading hang are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss handling do not share a code path." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline cache loading and quantized model saving are different persistence issues." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 model-type mismatch warning and SAM3 litetext memory overflow are unrelated failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a docstring typo for position_ids are not the same problem." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Ministral BPE-marker handling and version-to-version tokenization changes are too general to treat as one bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and GlmMoeDsaIndexer torch.split behavior are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and AttentionInterface.register behavior changes are different attention issues." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm precision/config bug and a docstring issue are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save are separate serialization bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized saving/dequantization and pipeline-parallelism output errors are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence-Transformers and MacOS bus error on CLIP are different failures." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer bug and Qwen3-Next tied-weights warning are unrelated model-definition issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility breakage and pipeline-parallelism output corruption do not match." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained/cached-file issues, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:42907|issue:44964", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:43116|issue:45200", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "e06a0fd47d28f326f7ca8b2655c7b0b251adb3249b192ed068d914b5111976a4", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36997, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose cluster of mostly unrelated regression reports (imports, tokenization, multimodal, save/load, and training bugs). I did not find any soft pair that looks like the same underlying issue, so all candidate links are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the best representative because it is a high-signal tokenizer regression report and one of the more central version-change bugs in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most suitable issue to anchor this cluster as it captures the broadest recurring theme here: tokenizer behavior changing across versions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is an offset_mapping bug and the other is a model-loading failure; different concrete problems." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific AutoImageProcessor import error, the other is a broad collection of import errors after upgrade; too general to treat as the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both involve imports, but one is a missing nn symbol at import time and the other is stale auto_mappings references; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "These are separate model save/load failures for different models and APIs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save_pretrained failure and GenerationConfig validation failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different bug classes: config propagation vs degenerate training with flash attention 3." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization, but offset mapping and multimodal assistant mask generation are different failures." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and apply_chat_template crashes are different behaviors in different functions." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe model bug is not the same as tokenizer_class metadata mismatch during save_pretrained." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is a general v5 regression and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-regression tokenization differences are not the same as assistant_masks being all zero for multimodal inputs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example output and mm_token_type_ids handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing fpn_position_embeddings attribute are different SAM3 video issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer reading are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Wrong offset_mapping and stale phonemizer language backend are different tokenizer subsystems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "save_pretrained on dequantized models and gguf_file load failures are distinct problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "MoE model bug and FP8 save_pretrained issue do not describe the same concrete failure." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx module import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.x, but one is save_pretrained corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but for different symbols and likely different export issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and do not look like the same code-path defect." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example script multi-label classification failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate and incorrect pipeline-parallel output are different training/runtime issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging omission and Python 3.14 load failure are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx missing module and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop image bug are different model-specific issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific layer_type_validation import error is not the same as the broader multi-import regression report." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 and phonemizer language-state leakage are separate issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:42673|issue:46655", + "issue:43827|issue:45446", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:44117|issue:45588", + "issue:43673|issue:46328", + "issue:45071|issue:46614", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:42673|issue:43906", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "79d39a53ab9124f2e6fff626aa086a589f126ab3e33d410f956c47c16ba85333", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the items span many unrelated tokenizer, model-loading, training, attention, and documentation bugs. None of the proposed soft edges look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous, and there is no clear duplicate family tying them together.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the clearest stand-alone bug report (a concrete tokenizer regression with a v4/v5 behavior difference), but it does not serve as a duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a decoder-type loading bug and the other is incorrect DeepSeek tokenizer output; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 inference vs dtype mismatch in bfloat16 inference; unrelated code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility bug vs PyTorch version gate/import check bug; not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label empties vs SigLIP2 implementation discrepancy; different models and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading/base_model_prefix regression vs NaNs in classification heads; unrelated bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; not the same underlying problem." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings API issue vs missing image-processor method; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3 MoE, but they hit different model variants and different from_pretrained/FlashAttention failures." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug vs NaNs on checkout/init; distinct failures." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained visual-key regression vs from_pretrained load error; separate save/load code paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe helper behavior vs flex_attention import version check; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling bug vs train-then-evaluate lifecycle failure; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage vs Ministral FlashAttention failure; no concrete overlap." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label example script returning empty results vs pipeline translation-support error message; different surfaces." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention support request for GPT-2 vs a general Flash Attention 2 issue; too broad and not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed token weights vs AutoProcessor kwargs forwarding; unrelated loading bugs." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded inference vs tokenizer BPE-marker handling; different subsystems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption vs missing GenerationMixin cache in chunked prefill; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak vs video padding-calculation bug; not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs PyTorch version check bug; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; different behaviors." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset mapping; different concrete bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling ignored with SDPA/FlashAttention vs Gemma4 mask construction bug; different models and logic." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer codec/warning regression vs phonemizer backend state bug; unrelated tokenizer/audio issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None assumption vs flash_attention.py crash on s_aux=None; not the same code path." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing cache in generation vs inefficient padding conversion in feature extractor; different kind of issue." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs stale phonemizer language backend; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument bug vs PretrainedConfig type-checking breakage; different model-loading failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pin problem vs flex_attention import version check; unrelated dependency/version issues." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in Qwen3 training/inference threads vs an isolated reproduction of another issue; no evidence of same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:42371|issue:46617", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44263|issue:44485", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "120f59e0dc5b7a59a8c833204301d50ffd9d400c96a65bba2f453fb613ecc27e", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair looks like the same underlying bug or change; most are only thematically similar (tokenizers, config, import errors, testing utils) but point to different failure modes. I\u2019d treat this cluster as noisy rather than duplicate-heavy.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set (\u2018many import errors after update\u2019) and is the closest thing to a cluster-wide regression report, though the items here are still mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general and representative issue for this noisy group; if one issue has to stand in for the cluster, it best captures the broad import/regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: tied-weight serialization inconsistency vs NaNs during classification head init/checkpointing." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is an invalid GenerationConfig error and the other is a flash-attention behavior issue." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different video-processing failures: batched shape bug vs missing-torchvision crash in AutoProcessor loading." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5-family problems: missing projections in layer 0 vs a from_pretrained MoE load error." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Shared test-utils area, but one is a generic bug and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is degenerate training with flash_attention_3; the other is incorrect save_pretrained checkpoint serialization." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs a SequenceFeatureExtractor.pad performance regression; not the same underlying issue." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig vs stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading assumptions vs a Mistral regex patch/backend_tokenizer AttributeError; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different API breakages." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output regression vs a noisy logging message; unrelated changes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Script execution failure vs a testing_utils bug; no shared concrete defect." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend-mapping failure are different loading issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance issue vs MLA q_a_layernorm precision/config bug; not the same change." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat crash on a specific Qwen model vs a padding performance issue." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning vs a key error loading MobileLLM; different failures." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading issue vs documentation mismatch for set_training()." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior notice vs cache FileNotFoundError for trust_remote_code; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about default shard size vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig vs unrecognized model/model_type configuration." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific nonexistent import and the other is a broad post-update import regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different reports: missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol vs a feature-extraction bug in _torch_extract_fbank_features()." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments ignored vs optimizer.step being called twice with deepspeed; distinct optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type regression and tokenization-difference regression are related only broadly, not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage vs undefined TF backend due to tensorboard-only install; different subsystems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling vs GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder vs unexpected key warnings for position id; 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": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "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: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:46123", + "issue:46172", + "issue:46231", + "issue:46369", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:43012|issue:43577", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:44410|issue:45375" + ], + "prepared_review_unit_hash": "061c7439529b6fe7d6cae3f020658cd04a9a6c829dccb087b52577f8ae33f314", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5-era regressions and import/model-loading bugs across many unrelated subsystems. I do not see any true duplicate pairs here; the similarities are mostly broad subsystem or version overlap, not the same concrete defect.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43097 is the best umbrella representative: it describes a clear v5.0 regression with broad downstream impact and multiple references, making it the most central issue in this mixed regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest global representative for the cluster because it captures the widest version-breaking regression theme, even though most other items are separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency omission is a different problem from VitPose model breakage; same release context, not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache behavior during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in a processor and an MLA RMS norm epsilon issue are different model components and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression do not share the same code path." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation is not the same defect as model dtypes staying float32 after load." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type-checking regression and TensorFlow backend installation/selection error are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight-shape mismatch on a specific VL model and the other is missing projections in a different architecture." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These are different tensor-operation bugs in different model code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as the DeepSeek-v4 transpose/cast issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions and Qwen3.5, but one is a request/endpoint acceptance failure and the other is a streaming inference failure; not enough to treat as the same fix." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and NemotronH unsupported FA2 are model-specific feature gaps, not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL/MoE loading problems with no clear shared concrete defect." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures in different models and with different symptoms (support failure vs degenerate training) are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings behavior and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils issue are different code paths and fixes." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to testing_utils." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in another model are distinct failures." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a docs parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM subsystems and symptoms; not the same defect." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision issue and GLM-5 RoPE implementation are separate model math problems." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is too broad to equate with a specific model-load failure without shared implementation evidence." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation and a DeepSeek-v4 tensor cast/transpose bug are not the same concrete problem." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application in model_init are different training bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config utility and a flash_attention integration crash on s_aux=None are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but for different symbols and different modules; not the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are dependency/import-related, but one is torchvision absence during video processor loading and the other is a mistral_common ReasoningEffort import breakage." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both concern SmolVLM video processing, but padding math and num_frames semantics are separate bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor import crash and save_pretrained shard sizing have no overlap." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-family config issues, but missing projections and a silently dropped vision config field are different concrete defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue: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:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "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:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:45712|issue:46298", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "7b69aa90af0f8e5478dcc82ca58c3c7f970d91782a67bba0ee4a5bbc41f20a54", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37394, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several unrelated Transformers regressions and API breakages share broad themes like v5, quantization, or loading, but the soft pairs do not look like true duplicates. I reject all soft edges.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression in the set and has downstream references, so it is the best anchor among these issue reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the clearest representative user-facing regression here; it is concrete, widely relevant, and better suited as a cluster anchor than the more niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different bug classes: removed config field vs quantized model save/load corruption. Similar save/load wording is not enough." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen models, but one is a general Transformers 5.0 compatibility bug and the other is a specific missing-projection architecture issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Flaky test seeding and noisy logging are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures from different symbols and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction with duplicate kwargs is distinct from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config-API removal regression and quantization/offloading behavior are separate issues." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer state corruption after train is unrelated to failing to import Trainer because of datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing encoder weights are different loading bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg passthrough and docstring annotation crashes affect different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Ignored attention scaling in GPT2 is unrelated to cache lazy initialization and recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision crash and tokenizer mapping None are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and missing backend registration are different compatibility problems." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A video-processing import crash is not the same as a notebook syntax error." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect pipeline error text is unrelated to saving Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure and pipeline save failure are separate save_pretrained problems." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation is not the same as a model-specific SDPA compile failure." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 image looping are unrelated." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and a noisy log message are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed token weights on load is unrelated to the default max shard size question." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings about different config/compile behaviors." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same code-path problem." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported Flash Attention 2 for Nemotron is distinct from GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 being broken and a DeepSeek tensor-transpose bug are unrelated model implementations." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "A backend-specific scaling bug and an AttentionInterface.register behavior change are different changes." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to importing Trainer." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; too different to merge as one bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "A distributed Trainer/FSDP2/PEFT optimizer-state bug is not the same as GPT2 attention scaling being ignored." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "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:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:45698|issue:46172", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:44483|issue:45290", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "8efdf36c0109b910d255e8cdb3a9c0a64f4d9882c1ebe6f54a61c0b4b8b818ed", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive similarity group: the items span unrelated import errors, config regressions, save/load bugs, backend warnings, and model-specific failures. None of the soft pairs looks like the same underlying bug or a safe PR merge candidate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most discussion-heavy and reference-heavy item here, and it best represents the recurring save_pretrained/from_pretrained theme, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different import/dependency failures: TensorFlow missing from a torch install vs Trainer import blocked by datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model areas: xLSTM training bugs vs BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bf16 compile warning are different code paths and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different fixes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different torch-related problems: a precision warning vs a compiled flex_attention failure." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different failures in chat handling: `/v1/chat/completions` request rejection vs batched chat-template crash." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed Sam3LiteText configs is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different model/features: Qwen3-VL-Moe loading bug vs fp8 support request for Qwen3-VL/Qwen3.5." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family, but different missing outputs: attentions not assigned vs hidden_states not returned." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: CLIP output regression vs GPT2 attention scaling ignored under SDPA/FlashAttention." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module bug vs a tensor dtype/transpose issue in deepseek-v4." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to local_files_only still making API calls." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Same rough topic (RoPE), but different models and no shared concrete failure mode." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both loading-related, but one is Qwen3VL-Moe breakage and the other is state_dict sorting causing a load error." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different serialization paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing config attribute in Gemma3 vs missing output field in SAM3 Video; different models and bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Request validation at /v1/chat/completions is not the same as tokenizer chat-template crashes on tool-call messages." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are v5 tokenizer changes, but one is clean_up_tokenization_spaces behavior and the other is decoder type selection." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize bug and Gemma4 bidirectional-attention mask bug affect different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different removed/relocated symbols." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support error and GLM-5 GenerationConfig validation are unrelated model-specific issues." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as pipeline serialization failure." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix and saving Pipeline objects are different stages and bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 missing vocab_size and patchtsmixer post_init validation are unrelated config issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python compatibility failures: 3.9+ regression vs Python 3.14 load failure." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve load/save behavior, but one is state_dict ordering and the other is a Qwen3.5 checkpoint regression." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention are unrelated features." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are different model/config bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different models: vocab_size vs pad_token_id." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 config attribute loss and Qwen3.5 num_labels propagation are different config problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:42890|issue:45600", + "issue:43874|issue:46617", + "issue:43502|issue:44062", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44734|issue:46617" + ], + "prepared_review_unit_hash": "4d6eca840a19d73fbe1b3b53ab595c8c94400f6bdf5520b5f76982de59d67260", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36253, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grouping of transformers v5 regression reports, mostly centered on import/loading failures and model/config compatibility breakages. The strongest representative issue is the broad upgrade-regression report, while the soft pairs are not the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report: it summarizes many import failures after upgrading from 4.57.0 to 5.5.0, matching the overall cluster theme better than narrower model-specific or API-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the cluster\u2019s shared failure mode (post-v5 import/load regressions across models), making it a good umbrella issue for deduping related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen/encoder loading problems, but they describe different concrete failures: missing embed_tokens.weight vs a Qwen3.5 Moe from_pretrained error. Too different to treat as the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "One is a trainer/FSDP/PEFT optimizer-state corruption bug; the other is a cache-strategy typo. Same broad v5 area, but not the same code path or fix." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer arguments not being used is unrelated to importing Trainer being blocked by datasets. No shared underlying defect." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Decorating cache/layer update methods with no_grad is a specific training/memory-safety change, while 45278 is a broad import-error regression report. Not the same issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a Python 3.13 torch.jit parsing/IndentationError are different failure mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both involve Python/version compatibility, but one is a load failure on Python 3.14 and the other is a PretrainedConfig type-checking regression in v5.4.0. Not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Model loading with sorted state_dict and a missing vision-config field are unrelated Qwen3.5 failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting causing load failure and a Gemma pipeline roundtrip issue are distinct model/data-path problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is a config-attribute bug; the other is optimizer-state mismatch under FSDP2/PEFT. Different layers of the stack." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in a flaky model integration test is unrelated to xdist workers racing on captured_info.txt in testing utilities." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import-* usage to reduce import time is a performance/refactor issue; import transformers taking long sometimes is a separate symptom and not the same concrete change." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad complaints about v5 breakage, but one is a specific no_grad decoration request and the other is a generic 'too many models break' meta issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM when loading Qwen2-57B-A14B-Instruct with tp are related only at a high level; the concrete causes are not established as the same." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad is a code-path-specific safety fix; Python 3.9/3.10 compatibility for Transformers 5.1.0 is a version-support issue." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions no longer assigned and PatchTSMixer post_init being optional are unrelated model-specific API regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A general load-model state_dict ordering bug and incorrect visual encoder keys in Qwen3.5 save_pretrained are different save/load defects." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and the Qwen3.5 Moe from_pretrained error affect different model families and different loading paths." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel requiring PyTorch and tokenizer loading regression are both import/load issues, but they are distinct failure modes with different dependencies and code paths." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure divergence are both CLIP-related, but they are different API changes and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions missing and LwDetrImageLoss AMP/CUDA crash are unrelated model/runtime bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer discussion and DeepseekV3MoE divergence describe completely different components and problems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SAM HQ test due to missing seeds is unrelated to loading Phi-4 multimodal with the latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and a GraniteSpeech stale device override CI failure are different test issues with different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in tests and auto_mappings referencing removed configs are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "A missing image-patch helper in GLM46V and a trust_remote_code cache FileNotFoundError are different multimodal loading problems." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only being ignored and AddedToken getting duplicate 'special' args are unrelated tokenizer/utilities bugs." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are separate model capability issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and inability to reload a checkpoint after upgrading are both version-regression reports, but not the same concrete bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crashing in transformers serve and a cache-loading FileNotFoundError for trust_remote_code models are different serving/loading 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": 21, + "review_unit_index": 53, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "715ed05dbfb54fd33a6bb04f797c1bc70715353c08764b10c0b4f575828320a1", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "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": "This set is a heterogeneous mix of unrelated Transformers issues: imports, model loading, docs, schedulers, quantization, and model-specific regressions. There is no clear single duplicate cluster; issue 43576 is only the broadest hub among the soft links, not a true shared root cause.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a real canonical duplicate target across the cluster. Issue 43576 is the closest hub only because it sits near several v5-regression reports, but its env-command failure is not the same root cause as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best representative by connectivity and breadth, but it still does not unify the cluster into one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-era failures, but one is int4/OOM memory behavior and the other is checkpoint reload compatibility; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated code paths: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific model class vs FileNotFoundError when loading trust_remote_code from cache; not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage vs GLM-5 RoPE implementation; different subsystems and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command in v5 vs AttentionInterface.register behavior change; same broad release, different bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE loading, but one is missing _tp_plan for tensor parallelism and the other is a broader from_pretrained error; not enough to merge." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated failures." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs slowdown after upgrading Transformers; distinct symptoms and code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Importing PreTrainedModel vs importing HybridCache; both import errors but for different symbols." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing for Qwen3_5Moe vs missing deepstack_visual_indexes in config; different model fields." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/Layer update no_grad issue vs generation kwargs update after sync_gpus; separate generation concerns." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline/local-files-only network issue vs FP8 moe save_pretrained bug; different functionality." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading gets stuck for Sentence Transformers vs documentation confusion in model.forward; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network access despite local_files_only vs an unrelated issue titled racoon; no shared bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs unrelated racoon issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed-job MLflow reporting vs tensor parallel training bug; different areas." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model loading regression vs checkpoint reload incompatibility after version upgrade; not the same root cause." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file runtime errors vs pipeline save_pretrained failure; different problems." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 90B Vision model loading breakage; both loading-related but different models and failure modes." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "is_offline_mode import failure vs broken env command; different breakages." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command vs PretrainedConfig type-checking regression; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs DSA indexer lacks ReLU; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage vs Qwen2.5 VL import error; different commands and code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward args vs ImportError for layer_type_validation; documentation vs API export bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issue titled racoon vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error vs cache FileNotFoundError for trust_remote_code; both cache/import themed but different failures." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs unrelated racoon issue; no overlap." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command vs Python 3.14 loading failure; different issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated racoon issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; related domain but not the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs docs still mentioning return_all_scores; unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "RoFormer kwargs propagation bug vs RoFormer attention not using the attention interface; adjacent but distinct." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug vs BeitImageProcessorFast reduce_labels returning one label; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute vs trust_remote_code cache FileNotFoundError; different model/load paths." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure vs PreTrainedModel import failure; both imports but different missing symbols." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init issue vs FP8 inference on B200; unrelated implementation areas." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE bug vs SmolVLM num_frames meaning inconsistency; unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45381", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:45381|issue:46664", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44704|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "76b7305fca47565e695b749088ace364ce46bf73268541b4f38b302d1eddc764", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39432, + "estimated_input_tokens": 9858, + "estimated_eval_tokens": 19972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by broad Transformers v5 regression complaints, but the individual issues mostly point to different concrete failures (model-specific, import/loading, config, processor, or docs). No soft pair looks like a safe duplicate/merge candidate for a PR.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall regression theme, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most central/general issue for the cluster because it captures the shared v5-breakage theme across multiple reports without being tied to one model or utility.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Same general v5 frustration, but one is a specific Qwen chat crash and the other is a broad umbrella complaint." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs. a cache-strategy typo; different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save_pretrained file loss vs. a generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Completely different subsystems: DSA/indexer vs. video processor frame semantics." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import mechanics vs. TensorFlow backend detection; no same code path." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is model support and the other is tensor-parallel metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both are import/lazy-loading adjacent, but the symptoms and concrete failure modes differ." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL image issues, but hallucination/bbox output is not the same bug as an infinite loop on one image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug vs. a v5 PretrainedConfig type-checking regression." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but they affect different models and different notions of position/frame handling." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI/env command breakage vs. checkpoint reload compatibility; related to v5, but not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance problem vs. cache-missing generation regression; different issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing config attribute vs. a broad v5-breakage umbrella." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request for Qwen models vs. DeepSeek weight-conversion question; unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading older checkpoints in v5, but they target different checkpoint styles and failure causes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad-token config regression is model-specific and not the same as the broad umbrella complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression reports, but one is about import errors after upgrade and the other is a general claim that many models break." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache typo is a localized docs/code issue, not the broad v5 breakage umbrella." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API warning and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time performance regression vs. inability to import a specific Qwen module." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness due to missing seeds vs. scheduler kwargs being ignored; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs. Liger Kernel not applied with model_init; different concerns." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import takes long sometimes vs. lazy loading malfunction; related area, but not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention-2 support error vs. Qwen3-VL bounding-box output bug; different failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Environment CLI breakage vs. scheduler argument handling; no shared bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor cached_file kwargs forwarding vs. inverse_sqrt scheduler kwargs; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support issue vs. multimodal bounding-box error." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg bug vs. PretrainedConfig type checking regression." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs. generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer read error vs. generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* performance regression vs. missing HybridCache import; different import-related bugs." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs. feature-extractor padding performance issue." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown vs. a small testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression vs. broad v5-breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL-family failures, but not the same concrete error path." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility issue vs. missing module import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation vs. tied-weights helper crash; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs. scheduler kwargs bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs. tokenizer loading regression; only loosely related to model API usage." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in training setup vs. flash_attention_3 causing degenerate training; not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs. lazy loading malfunction; both are v5-era issues, but different 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": 21, + "review_unit_index": 55, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:44261|issue:45468", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "b68388c7da49a2c2946e4d2f710bb59c3b0fcdc90148cd029d542d7a13d42e82", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39013, + "estimated_input_tokens": 9754, + "estimated_eval_tokens": 19764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad subsystem or version-related similarities, but none look like the same concrete bug/change closely enough to merge. The broadest umbrella issue is the general v5 breakage report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45850 is the strongest umbrella report: it broadly captures many regressions introduced by 5.0, making it the most plausible anchor for nearby duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 has the widest scope and is likely to attract related duplicate reports; the others are narrower, more specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but they concern different models and different failure modes (timestamp math vs padding math)." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model components and unrelated bugs: DSA indexer activation vs Gemma audio positional encoding config." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both relate to saving/loading internals, but one is pipeline save_pretrained and the other is tied-weights key handling; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "The first is an unspecified generic bug report; the second is a specific Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "One is a broken CLI/env command, the other is a missing model import; different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model bugs: Qwen3VL processor 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." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf regression and VRAM leak are different issues in different code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but one is gating logic and the other is a tensor conversion/transposition bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs an actual model-loading regression; not the same underlying bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is slow from_pretrained checkpoint loading; the other is confusing forward docs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific implementation issues, but they affect different architectures and code paths." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage is not the same concrete issue as a specific Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and video timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a Qwen3ForCausalLM VRAM leak do not match." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer split behavior and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight conversion question are not the same change." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Both mention model internals, but they are different architectures and different missing-configuration problems." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Video processor timestamp math and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Missing Flash Attention 2.0 support and a model import failure are different problems." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 behavior, but one is a broad behavior difference and the other is a specific decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific while the other is a generic feature request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the placeholder report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the placeholder report are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue contains no concrete bug and is not the same as the broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure is unrelated to the placeholder report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and apply_chat_template tool-call crashes are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in a config and tied-weight key handling are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are different failures." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx after v5 update and tied-weight key handling are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 model support and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 related, but they target different models and different levels of support." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 inference support and a Qwen3.5 MoE from_pretrained regression are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are only loosely related and not the same concrete issue." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and fp8 Qwen3-VL/Qwen3.5 MoE support are different feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 56, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "8840a61ba2865c98265e7039292dc328c5e08137d248c3ae53764beaa7d50696", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901437, + "estimated_input_tokens": 225360, + "estimated_eval_tokens": 450976 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8610, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues span unrelated models and bug classes (norms/config, tokenizers, loss plumbing, gated experts, attention implementation). None of the soft-similarity pairs look like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights behavior is unrelated to RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different models and different bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "An incorrect type hint on ModernBERTConfig norm_eps is unrelated to tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value in Mask2Former is not the same as kwargs not being forwarded to a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are distinct code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings have no common underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different architectures and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value usage is unrelated to a typo in a quantization operation name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and fixing a config type hint are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and quantization-operation naming are unrelated issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about whether Llama4TextL2Norm should be RMSNorm is not the same as a ModernBERT type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing do not describe 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": 2, + "component_count": 21, + "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": "c2f3895dc22c280d157a87d513f7db316e5ee48c1ced77cbabd6cb0ff06b4f59", + "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: one asks for tokenizer truncation-from-beginning behavior, one asks for ReduceLROnPlateau-like scheduling, and one asks for Wav2Vec2 word boundary offsets.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, but the cluster does not actually contain a single underlying bug/feature shared by all three issues.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best representative only in the sense that it is the clearest standalone feature request; however, it should not be treated as a true duplicate canonical for the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas: tokenizer truncation behavior vs. Wav2Vec2 word-offset extraction. No shared bug or code path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: text truncation strategy vs. learning-rate scheduler functionality. They do not describe the same underlying change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and Wav2Vec2 timing-offset request are unrelated and would not be merged as one change." + } + ] + }, + "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": 21, + "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": "de205c5bb6c18949f77f68d042f8e2799c5396769ca3d7db97f6b7d4079d0e17", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like three separate issue reports: a Tapas tokenization discrepancy, a private-model login/error-message problem, and a generic model loading failure. The only superficially related pair is the two model-loading issues, but their symptoms and likely root causes do not match closely enough to treat as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: 13244 is about tokenization behavior, while 15980 and 16618 concern model download/loading, and they do not describe the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative; 16618 has the broadest title, but it is still not a clean stand-in for the other issues because it targets a different failure mode than 15980 and is unrelated to 13244.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch for Tapas vs. a generic model load failure are different code paths and different symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model loading, but 15980 is specifically an unauthenticated private-model download/error-message issue, while 16618 is a broader bert-base-uncased load failure." + } + ] + }, + "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": 21, + "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": "88a26c04d2f184501ee74b46162da220d1ea524ac0bbc17c9723ca196e65b288", + "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 unrelated feature requests in the same broad area of model/runtime support, but they do not describe the same underlying change. One asks for Flash Attention 2 support across more architectures; the other asks for GGUF support across more architectures.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical duplicate issue: the titles and descriptions point to different feature work and different code paths (Flash Attention 2 vs GGUF support).", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue #26350 is the better anchor because it has much higher discussion activity, but it is not a true canonical for #33260 since the requests are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: these are distinct feature requests with different underlying changes and target different functionality; they are not duplicates." + } + ] + }, + "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": 21, + "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": "51882bfe4676d7aa79680a550c151fe9ce2b226e5860f083fc83ea5446f18d7a", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "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 mostly heterogeneous: several distinct translation-request issues for different languages, plus two small true-duplicate subclusters (the generic template issues and the identical Thai-titled issues).", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43834 is the clearest representative of the repeated generic template subcluster ('[i18n-] Translating docs to '); the language-specific translation requests are separate items, not duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best issue representative because it is the most generic and centrally duplicated template form, whereas the concrete language requests are distinct translation tasks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same i18n theme, but Turkish vs. a generic template issue; different underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish request and generic template request are not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish translation request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian); separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish); not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request does not duplicate the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request versus generic template; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request and generic template issue are not the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is not the same as the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Romanian request and generic template request are different issues." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different content and likely different request; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder template issue with matching wording and no language-specific distinction." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic template title/body pattern; likely duplicate clones of the template issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template and the Thai-titled issue are not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue does not match the Thai-titled request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical generic placeholder translation issue; same underlying item." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue and Thai-titled issue are different requests." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue and Thai-titled issue are different requests." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue and Thai-titled issue are not duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue and Thai-titled issue are not the same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are identical Thai-titled issues with matching structure, so they look like true duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: it distinguishes the language-specific translation requests, groups the identical generic template issues together, and treats the Thai-titled pair as a duplicate subcluster. The soft-edge verdicts are conservative and do not overclaim beyond the visible titles/body similarities." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "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-36817-18", + "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", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "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:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "ab7f4abb56cb759d383c6bf4ccfc89e9440223d20b5054dcb4995e48eebba9f0", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose family of model-addition/support requests, but the artifacts are not true duplicates. They mostly share the same broad 'add support for model X' pattern rather than the same underlying bug or code change.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43837 is one of the most central and connected requests in the set, so it is the best single anchor if a representative issue is needed; however, it is still only a representative, not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43837 is a good cluster representative because it sits near the center of the similarity graph and is a concrete, specific support request rather than a generic placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and different requested integrations; only the generic model-addition theme overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3 TTS support are unrelated changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families entirely; not the same bug or change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests with different code paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different model families and modalities; no common concrete fix." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support and weight-sparse transformer support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different models and different feature requests; same broad 'add support' pattern only." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3 TTS are unrelated additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3 ASR are distinct model integrations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model architectures and different implementation work." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model support tasks." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not one change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 support and Qwen3 ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated code changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Different models and different target behavior; not mergeable as one fix." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3 TTS are different model requests with no shared concrete bug." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3 ASR are unrelated support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3 TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs a generic BERT-like RoPE request are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic RoPE-related BERT-like request and Voxtral TTS support are different features." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Model architecture request vs unrelated personal-name issue; no overlap." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same Qwen3 family, but TTS and ASR are different modalities and implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3 TTS and Voxtral TTS are different model support requests, not one fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Audio TTS support vs DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and different requested functionality." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3 TTS and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3 ASR and LFM2.5 Audio are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE support are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3 ASR and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText support do not share the same underlying fix." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink option are different code paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE support are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3 ASR and Voxtral TTS are separate audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT support and Voxtral TTS support are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3 ASR and DeepSeek-OCR2 are different model families and different code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests, even though both are vision-language related." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the unrelated name issue do not match any shared bug or change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated name issue are not duplicates." + } + ] + }, + "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": 21, + "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": "5f76c80171f44e59f657b934e611e41bf2184a087e0037235417077562cfeea3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scope: docs/framework listing versus a Vision RoPE code refactor. No shared target, filename, or underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "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": "140262fdef78d1e5db59209b6debbeb0823075d65aa42ccf513eddf0f92141c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about Set Block Decoding, the other requests DeepSeek v3.2 support. They describe different problem areas with no shared targets or filenames.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue for deduping here; the issues are unrelated and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative is needed, issue 43037 is the clearer product request, but it is not the same underlying issue as 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics: decoding behavior vs model compatibility/support request; no evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 21, + "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": "2824152c316bd9502a8162fedf90f47900dbe18ee8d3fa7c30204c61ce6f599b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by the Trainer/custom trainer theme, but they describe different problems: one is about `remove_unused_column` customization, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43598 is the broader, more representative Trainer customizability request, while #43600 is a separate FLOPS-estimation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better cluster representative because it centers on Trainer behavior customization rather than a narrower metrics-estimation detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the custom-trainer context, but the underlying problems are different: unused-column handling vs FLOPS estimation. They would not be fixed by the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "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": "6a8c1bd73ce3609c2d8ba9683efa94068f155bb1f43113d62c63888f7ab9d455", + "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 two issues are related only at a very high level (both about adding Qwen model support), but they target different model families and different APIs/tasks, so they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different models and different heads.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the broader infrastructure-style request, but it is not a duplicate of #44405; the two issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change: model registration for Qwen3-Omni 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": 21, + "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": "c7076139e2be8500a39b0ac5d4eb87a7a43b06f0ddc9f3c2ccd7b4f95df5a8da", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same near-empty title \"huggingface\" and are likely duplicates; the \"Fett\" issue appears unrelated and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43845 is the earliest of the three nearly identical \"huggingface\" reports, so it is the best canonical issue among that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Among all issues in the cluster, 43845 is the strongest representative of the duplicate huggingface reports; 43835 does not match the same topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles do not indicate the same underlying problem; \"Fett\" is unrelated to the repeated \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No evidence that \"Fett\" refers to the same bug or request as the repeated \"huggingface\" issues." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title/topic; this does not look like the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same vague topic, and close creation times strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "These are indistinguishable from the available data: same title and no differing details." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same short title and no contradicting evidence; likely the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 43835 has a different title/topic, while 43845/43846/43859 all share the same title and high soft-similarity. The canonical choice of the earliest huggingface issue is conservative enough. No soft-edge verdict appears to overstate evidence materially." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "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": "2d97391a820649c875fb00aca473091a743ede9975242c1b062d7a244ee9af3a", + "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": "All five items are low-information closed issues, but their titles point to different things: generic spam placeholders, a documentation suggestion, and a \u201cGoogle LLC\u201d promo-style post. There is no convincing duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical issue exists because the titles do not describe the same underlying bug or request; if a placeholder must be chosen, issue 44371 is the most generic and earliest spam-like entry.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these issues is a good global representative for a duplicate cluster, since they are not clearly about the same problem and lack meaningful bodies or targets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they refer to the same underlying issue or change; titles alone are identical generic noise." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: identical spam placeholder titles are not enough to conclude duplicate intent or the same concrete topic." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a generic spam placeholder and the other is a documentation enhancement suggestion; these are different issue types and topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder versus a specific \u201cGoogle LLC\u201d promotional title; no shared underlying bug or request is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion does not match a generic spam placeholder; no shared concrete issue is visible." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement suggestion and spam placeholder are unrelated, with no evidence of the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but that is too generic to establish they are the same underlying issue; no concrete duplicate evidence." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and \u201cCheck out \u2018Google LLC\u2019\u201d look like different low-quality posts, not the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional-sounding post; no indication they describe the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "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": "569aecf18080f78e9e46867fd7d8efa3d744d3e8b253c476e492aed9d3ebb83b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same energy-efficiency proposal, with identical titles and highly similar content. Issue #45145 is the better canonical thread because it was opened first and has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest report and already has an inbound reference, so it is the best canonical issue for this duplicated topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest single issue to keep because it predates #45151 and appears to be the original discussion thread for the same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar issue content; they look like duplicate reports of the same underlying energy-reduction proposal." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusion is grounded in the packet: the issues share the exact same title, have soft similarity evidence, and #45145 is earlier with one inbound reference. The duplicate/canonical-issue reasoning is conservative enough here, and I don\u2019t see an overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "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": 21, + "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": "150f663c93d6b2777d299cd7c30b0b62c0cf4b0096614d2380f1bafe55f49b36", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both happen during 4-bit inference, but they describe different failure modes and likely different root causes: one is a torch.finfo() TypeError on uint8 audio-module weights, the other is an AssertionError caused by llm_int8_skip_modules dropping the default lm_head exclusion.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical duplicate stands out here; the issues target different code paths and fixes despite overlapping in 4-bit inference.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the clearer representative of the cluster because it states a specific configuration regression and an explicit failure condition, making it more actionable as the reference issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: these are different bugs. 45672 is a dtype/torch.finfo failure in Gemma4 audio modules, while 45674 is a BitsAndBytesConfig skip-module regression causing an lm_head assertion." + } + ] + }, + "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": 21, + "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": "4385fa75ec3d2d25251c46a042418aea3159bdc1baf016b54ba0d3b36b4e1693", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues do not look like duplicates of the same bug/change; they appear to be unrelated name-and-date entries with no shared context or problem description.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: there is no evidence these reports describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because the titles/body provide no shared defect or change context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the only similarity is the format of the titles; there is no description, target, or other evidence that they report the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "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": "80709f98ec6ca8de142c8db9e251ceebe93e61b487ec287f92dde91304d90913", + "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 issues are unrelated low-information records (different names and dates) and do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a clear canonical choice; both are standalone and unrelated, with no substantive content linking them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in the title pattern; the names and dates differ and there is no evidence of 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": 21, + "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": "e79bfe723f4cae4c9b1ec2f3c9506e5ef96acaba87423d0e6a4887245307ffab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open feature requests: one asks for a Qwen3_5 token-classification head, the other asks for FP8 training support. The similarity is superficial and they do not appear to describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the two items request different features in different areas of the stack (model head support vs FP8 training).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the more concrete, implementation-oriented request; 46295 is a separate training feature and not a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests with no shared code path or explicit linkage; one is for Qwen3_5 token classification, the other for FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "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": "b6c98c744ebbe8c4977b34266aaf8ff9d83ef3b121278f7ac193b06943c568b7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster looks like two likely duplicate issue pairs plus one separate issue: 45870/45871 share an identical title and body length, and 45872/45873 do as well, while 45869 is a different dataset-sample request. The metadata supports high similarity / likely duplication, but not a definitive exact-duplicate claim.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue for the whole cluster; the evidence supports two highly similar pairs (45870/45871 and 45872/45873) and one separate issue (45869), but the packet alone does not prove exact duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative of the more specific 'Financial time series + scraping service' thread, though its match with 45873 should be treated as highly similar rather than definitively exact from the provided metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a financial dataset bundle vs. a time-series prediction example. Related domain, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: a financial dataset bundle vs. a time-series prediction example. Not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Highly similar and likely the same request: identical title and identical body length strongly suggest a duplicate, though the metadata does not by itself prove exact duplication." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Highly similar and likely the same request: identical title and identical body length strongly suggest a duplicate, though the packet only supports a conservative likely-duplicate reading." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too strong for the evidence in the packet. The packet shows identical titles, equal body lengths, and high soft-similarity for 45870/45871 and 45872/45873, but it does not directly establish they are exact duplicates. The conservative read is that those pairs are highly similar / likely duplicate, not definitively exact duplicate. Because the analyst\u2019s canonical and best-issue reasons rely on that stronger claim, I would reject and ask for softer wording grounded only in the provided metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "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": "132b15eda3023096b614e4f0a9f0766c61064c843b992670137effa48dc23f15", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to static-cache failures around linear attention, but the packet does not show enough shared evidence to confirm they are duplicates. The safer read is that they may be adjacent symptoms or the same area of breakage, not the same grounded bug report.", + "confidence": 0.58, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) rather than one model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46439 is the strongest standalone tracker since it names the suspected root cause and the resulting shape corruption more directly, making it more useful for triage and eventual fixing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The evidence is only soft similarity; there are no shared files, explicit targets, or body details here tying both reports to the same failure path. They may be related, but duplication is not confirmed from the provided packet." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate verdict is too strong for the evidence in the packet. The pair only has soft similarity and no shared files/targets or body details here, so saying they are the same bug or the same failure path overstates what is grounded. A more conservative read would be that they may be related, but duplication is not confirmed from the provided evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "06093e7828b568d7eb96bd27305844ee7e0bd6443acb0eb2aae66066cd4cd3d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to describe the same Wav2Vec2CTCTokenizer v5 regression, with identical titles and body lengths and only a soft-similarity signal supporting the match. The open issue is the better tracker, while the closed one looks like the older report in the pair.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is open and already has inbound references, so it is the best living tracker for the shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the strongest issue to keep for triage because it is open, has inbound references, and matches the same reported tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title and body length, plus the soft-similarity signal, strongly suggest the same underlying tokenizer bug; however, this is a conservative same-bug match rather than evidence of an explicit duplicate relation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair looks highly similar and likely refers to the same bug, but the verdict overstates the evidence by calling one a closed duplicate of the other. The packet only supports identical titles/body length, a soft-similarity signal, and that one issue is closed while the other is open with inbound references; it does not explicitly establish a duplicate relation. The canonical/open-tracker choice is reasonable, but the soft-edge reason should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46662" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:46662", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:46662", + "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:45213|pull_request:46662", + "pull_request:45655|pull_request:46662", + "pull_request:44827|pull_request:46662", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "dca316b3c0ecf08766bb6301ee847674a797e862743b6475b00ec41879392297", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41943, + "estimated_input_tokens": 10486, + "estimated_eval_tokens": 21228 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41943, + "estimated_input_tokens": 10486, + "estimated_eval_tokens": 21228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated open PRs were grouped by weak textual similarity across model additions, docs, and tests. The only true duplicate pair is the two `fixed_cross_entropy` kwargs fixes for issue #43240; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the clearest representative of the only real duplicate pair: it directly targets issue #43240 and implements the `cross_entropy` kwargs pass-through in `loss_utils.py` with a fuller change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest cluster representative overall because it is the only PR with a clear shared bug target and the most direct, complete fix. The other PRs are unrelated feature additions or tests and are not good canonical choices.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43823", + "right": "pull_request:46662", + "accept": false, + "reason": "Different changes in different domains: adding a new MobileLLM model vs fixing SmolVLM video padding. They do not fix the same underlying bug or feature." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs address the same bug in `fixed_cross_entropy` for issue #43240 and modify the same code path with nearly identical `cross_entropy` kwargs support." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test/model cleanup and a model-creation skill are unrelated changes; sharing `modeling_auto.py` is incidental and not the same underlying fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "These touch different model subsystems and solve different problems: Mistral4 test stabilization versus a CLIP-family checkpoint renaming fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:46662", + "accept": false, + "reason": "Falcon output-interface refactoring is unrelated to SmolVLM video padding; no shared concrete bug or mergeable combined change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape export tests and adding MobileLLM are unrelated; both are test/model work but not the same code-path problem." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions and a new MobileLLM model are separate changes with no common bug or feature scope." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only supported duplicate pair is PR #43251 / #43254 via shared issue #43240 and the same `loss_utils.py` path. The other pair verdicts are conservative and the reasons stay within the evidence provided, including rejecting the soft-similarity 43823 / 46662 match as unrelated bugfixes." + }, + "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-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "62123f9b5def6d19b5eb40cc8b8778dfd69b1307d7639efd7c233996d20d6802", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs around VibeVoice: one implements the base model, the other adds VibeVoice Realtime and an acoustic tokenizer. They overlap heavily in files, but they target different feature sets and code paths, so they should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader, foundational VibeVoice implementation and appears to be the main integration point for the model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative of the cluster because it covers the core VibeVoice model integration; #42781 is a narrower follow-up for realtime/tokenizer support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice scaffolding and auto-registry files, but the titles and diffs show different scopes: base VibeVoice implementation vs. realtime + acoustic tokenizer. Not the same concrete bug/change, and they would not plausibly merge into one PR without conflating separate features." + } + ] + }, + "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": "9a080cf017a8e3a233628ebfb4a9b2ad40db5dac3e48ca2e62652637427b6dd5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature PRs in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same underlying code path, so the soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different changes: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared concrete bug or mergeable single 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": 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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "4161784d84b057f7137ff45f2bb4d4e5ec3dda38e773369190a6cdbb6bd5a942", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct workflow dependency-upgrade PRs: one targets Node 24 compatibility across many GitHub Actions, the other bumps Docker/build actions and a few related workflow actions to latest versions. They overlap in files but not in the underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer, broader goal (Node 24 compatibility) and a wider, more systematic workflow-action upgrade pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster: it captures the main GitHub Actions maintenance theme with a specific compatibility objective, while 42976 is a narrower version-bump set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different action families for different purposes. 42975 focuses on checkout/cache/upload-artifact and Node 24 compatibility; 42976 focuses on docker/build-push-action and a few latest-version bumps. They are not the same concrete fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "a3d3c7a528f6d616586a5a066d2dcaf1d3bd834667ec07e79486118567d231f5", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20308, + "estimated_input_tokens": 5077, + "estimated_eval_tokens": 10410 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20308, + "estimated_input_tokens": 5077, + "estimated_eval_tokens": 10410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7). The only close pair is Step3p7 vs its mini flash/demo follow-up, but it still looks like an auxiliary asset/script PR rather than the same change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the strongest representative of a concrete model implementation; the others are distinct model-family additions, and 46658 is only an auxiliary mini/demo asset PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best global representative because it adds the actual Step3p7 model code, docs, mappings, and tests, whereas 46658 is just supporting mini-model/demo content.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate for model onboarding, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. No concrete shared code-path problem." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA vs CTSM. Similar onboarding files do not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related in naming but are distinct model additions with different code and test surfaces, not one duplicate change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated additions; overlap is only in shared framework registration/docs files." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are separate model implementations, not the same underlying fix or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model families; similarity is limited to standard auto-mapping/documentation edits." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Step3p7 model addition vs a mini flash/demo asset PR: related family, but not the same concrete code-path change and not something that would 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": 7, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "c7b53687f78675ff398e3a33faf44b135653ed84840aa5507e59742f455d6316", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23160, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23160, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated PRs about Whisper tokenization/tests, FP8 dequantization, generation validation, CI infrastructure, doctest cleanup, and typo fixes. The soft similarities are mostly superficial (shared test/doc/code cleanup patterns), not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate target; the set spans distinct fixes in different subsystems, so there is no clear PR to merge the cluster around.", + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the broadest and most self-contained patch in the set, but it still addresses a different change class (code typos) than the rest and is not a good duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic vs CLIP/ViT test assertions; different subsystems and bug shapes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding behavior vs FP8 dequant/core loading changes; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization fix vs generation watermarking/validation fix; not the same bug." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; different intent and scope." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Synthetic test failures in model tests vs Phimoe CI infrastructure changes; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only edits in CLIP/ViT vs FP8 dequantization implementation; not duplicative." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Random test assertions vs generation config/Whisper runtime fix; different underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Model test tweaks vs code typo cleanup across many files; not the same change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading fix vs CI memory/device-map patch for Phimoe; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization logic vs watermarking_config validation and Whisper changes; different bugs." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 runtime fix vs typo sweep; no shared underlying code-path problem." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation fixes vs code typo cleanup; same broad theme, but not the same change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/Whisper behavior fix vs Phimoe CI support work; unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation validation and Whisper fix vs generic typo cleanup; 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": 8, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "dffa1b6a8eb6e90d9c1d694cff83d9b1a20a3cc05bfdcf38ed9701196afa59a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "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 PRs are not duplicates: one is a small repo-bot/setup test change, while the other is a broader workflow/test diff. They only share a Vit test file and do not appear to fix the same concrete code-path problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs are unrelated in intent and scope, with only superficial overlap in a shared test file.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the stronger representative PR because it contains the more substantive functional/workflow changes; 43488 is mainly a setup/versioning test change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test filename is not enough; the diffs target different areas (setup/versioning vs CI/workflow and utilities) and do not look mergeable as 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": 9, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "0dc4b7f684c4ef285d305e59334554ee9b20915cc8470ec86ec0bc0f753beece", + "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 distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some docs/metadata scaffolding, but the task scope, pipeline names, and touched model/test files differ enough that they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes implement different pipelines for different tasks and target different code paths/models.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a true duplicate of the other; both are independent feature additions, so neither is a suitable global best for deduplication.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: Promptable Concept Segmentation vs Promptable Visual Segmentation are different features with different pipeline/model/test targets, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 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": "393613d9abdb803b34f2dd1ad1b0f6c935f8454b32517bef161b934d7e270f8b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in `trainer.py`, but they fix different things: #43651 changes gradient-accumulation loss scaling in `training_step`, while #43663 extracts signature-column inspection for column filtering. Same file, different code paths and different change intents.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43651 is the more concrete, self-contained behavior fix: it changes `training_step` loss normalization for gradient accumulation. #43663 is a separate refactor/hook for signature-column filtering, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "#43651 is the better representative PR for this cluster because it is a narrowly scoped functional change with a clear runtime effect, whereas #43663 is an independent trainer refactor/extension point.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They touch the same file but address different mechanisms: loss scaling vs. signature-column filtering. Not the same underlying bug/change, and they would not naturally merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 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": "3bd4b9d80146dd9ae73c5ae5fdc4f97ae643907feb656670d070c91d09f1c44d", + "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": "The two PRs are related at the file/subsystem level, but they are not the same fix: 43656 is a broader `__future__`/typing cleanup, while 43842 is a narrow `TypeAdapter` import/quoting change. They should not be treated as one mergeable duplicate PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the better canonical PR because it is the tighter, more specific fix for the `TypeAdapter` NameError path; 43656 is broader typing cleanup in the same file.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best standalone PR in this cluster because it most directly addresses the concrete `TypeAdapter` runtime/import issue with minimal scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They touch the same file, but the diffs are different fixes: 43656 is broad annotation/future cleanup, while 43842 is a focused `TypeAdapter` import/quoting change. The evidence does not support a single underlying bugfix or a mergeable combined PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The relation is overstated. The packet shows two different PRs linked to different issues (43576 vs 43824), and their diffs are not the same fix: 43656 is broader `__future__`/typing cleanup, while 43842 is a narrow `TypeAdapter` import/quoting change. They touch the same file, but the evidence does not clearly support treating them as one mergeable bugfix PR or as the same underlying issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 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:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "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:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "3e1d4a24dfc92dbcc9adc5fac982130d18ca1ce249a59e39921a2511988d63b8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a family of model-specific output-tracing refactors. Only two clear duplicate subclusters stand out: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722). The rest are separate model migrations, not the same concrete change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best anchor: it has the explicit tracking issue, covers the shared GPT-J/CodeGen output-tracing refactor, and is the broadest concrete implementation among the true duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest representative of the cluster\u2019s actual duplicate core because it is a complete standardized-output-tracing refactor for the shared GPT-J/CodeGen path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families/files; both are output-tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet vs DeBERTa are unrelated model implementations; same theme only at a high level." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both touch GPT-J, but 44066 also bundles CodeGen; not the same change set." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model-specific refactors, not a duplicate fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and code paths; only the generic output-tracing pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; same broad refactor theme but unrelated code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate implementations with no shared concrete bug." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; different model code and different refactor target." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same decorator migration theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test path, so they look like the same 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": "GPT-Neo versus GPT-J/CodeGen; related refactors, but not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model-specific migrations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model paths and different fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; same refactor style, different code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; not the same model or bug." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; same output-tracing theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; different underlying model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; not the same concrete fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; only broad refactor style overlaps." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model migrations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer versus GPT-J/CodeGen; same tooling, different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models and different fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are separate refactors in different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different models; not a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; same refactor theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model-specific migrations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44017", + "accept": false, + "reason": "MPNet and SegFormer are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different models and different changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are separate changes in different model code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus SegFormer; same refactor pattern only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files and issue target; this looks like the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": false, + "reason": "Both mention GPT-J, but 44722 bundles additional CodeGen work, so the scope is not the same change set." + }, + { + "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": "CVT/FNet and RegNet are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet versus SpeechT5; not the same bug or change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations and different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. It correctly identifies the two strongest duplicate cores that are actually supported by the diffs and shared file paths: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722). The remaining pairs are reasonably treated as same-theme but different model-specific refactors, so I don\u2019t see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 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": "7a2658da5cea41c1a59ce0182450fae6f42aeb116c0ab246200dac38ea2798f6", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "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 PRs are thematically related\u2014they all migrate model forwards toward standardized output capture\u2014but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has the clearest concrete refactor, an explicit linked issue (43979), and shows the standardized output-capture pattern in a substantial model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single cluster representative because it is the most complete and explicitly issue-linked example of the output-tracing migration, making it the most useful anchor for this theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but FocalNet and ImageGPT are different model code paths with different layer/attention implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated models; sharing a refactor pattern is not enough to treat them as the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert affects distinct architectures and output-recording targets, so these are not the same underlying bug or fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output tracing, but the PRs touch different models and different forward paths, so they should not be merged as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model implementations; this is a shared modernization pattern, not a single concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 fix different model-specific output handling, and SpeechT5's linked issue does not make them the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "9581f6499013a47b9c4e9889cecb5e2821d831a3a57ee29b3a6f4b59ae0cb72b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a thematic cluster of model-specific output-tracing / can_return_tuple refactors across unrelated architectures. The PRs share implementation style, but they are not duplicate fixes and should not be merged together.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "44003 is the broadest concrete refactor in the set, spanning both Mamba and FalconMamba and adding the shared output-capturing plumbing.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the best single representative of the cluster because it has the widest model-family scope while still being a coherent output-tracing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations; same refactor pattern, but not the same code path or mergeable change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different model families and cannot be treated as one duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Same general pattern, but timm_backbone and univnet are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Mamba-family refactor vs timm_backbone refactor; 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only the refactor template matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures; shared can_return_tuple refactor is not enough for duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "CLIP-style dual encoder vs Mamba-family models; no shared underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and output shapes; same high-level refactor only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated implementations despite similar tracing cleanup." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "DepthAnything refactor vs UnivNet refactor; no duplicate bug or mergeable common patch." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are distinct models; only the refactor motif overlaps." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba-family changes are separate and not mergeable into one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and forward signatures; not the same fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba refactor vs SuperPoint refactor; same theme, different code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and Mamba-family changes are unrelated implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated model paths; 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similar output-tracing refactor only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Encoder-decoder wrapper vs RWKV; not the same underlying issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; not mergeable as one PR." + }, + { + "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": "SpeechEncoderDecoder wrapper vs RWKV model; shared pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and forward signatures; not a duplicate fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR do not share the same concrete bug or change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model implementations; 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They share Transformers boilerplate and auto-registration files, but they target different models, architectures, and code paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR; these are distinct model implementation PRs, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the cleaner representative of the cluster because it is a focused Voxtral TTS addition with an explicit issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: different model families (PenguinVL vs Voxtral TTS) with separate implementations; overlap is only shared Transformers scaffolding and docs/auto-registration, not the same code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "9941670c3826b37ef7b0e5dd7a900d2a66d42b71a1b8b32ddb5d4d051f812969", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they are not the same change: #44979 adds a generic Module Fusion API scaffold, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. Similar domain, different code paths and purposes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires fusion through KernelConfig, integration points, and an example. #44979 is a lower-level API scaffold in a separate module.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative of the cluster because it contains the broader, more actionable fusion implementation and surfaces the user-facing workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They both involve fusion, but #44979 introduces a generic module-fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion. Different underlying mechanisms and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "f72fd2ab789d714a3ce2cd523805daaadb3ac4fcdb056cd9f47215e133de357e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path; PR 45317 is the more complete version because it includes the code change plus a test update.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it targets the same fix as 45086 but also adds a test file, making it the more complete and merge-ready change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR candidate: same underlying bug, same file-level fix, and it includes validation coverage beyond the minimal patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same explicit issue target, same file, and the diff shows the same AttributeError fix in _patch_mistral_regex; the second PR is a superset with tests, so these look like duplicate PRs for the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "9bf2b2e5f9d6662d1b2e47a2185a2b2d3cfe7f30c2279804917d250db5a400d7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs split into separate workstreams: NemotronH refactoring, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. The overlaps are mostly shared auto/docs scaffolding, not the same underlying change, so there are no true duplicate PR pairs here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broadest and most central NemotronH architecture change, covering the main model split plus the new dense/sparse model files, so it is the best single representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest representative of the cluster because it changes the core NemotronH modeling/configuration path rather than just adding a variant or documentation, and it is the most comprehensive of the NemotronH-related changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but 45115 is a conversion/inheritance refactor while 45569 adds the fuller NemotronH, dense, and sparse model implementations. Different concrete changes, not one mergeable duplicate PR." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "They touch shared auto/documentation areas, but one is NemotronH model refactoring and the other is Nemotron 3.5 ASR streaming. Different model families and different code paths." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming PRs, but they target different model versions (Nemotron ASR vs Nemotron 3.5 ASR). Similar infrastructure, but not the same underlying change or a single PR-sized duplicate." + } + ] + }, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "d4d8eed1066b9937e79f97ea535f938e2c75d683bea536c788377ec22b50f9b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related but not duplicates: one introduces per-layer heterogeneous config plumbing, while the other extends that plumbing into cache/modeling/runtime support across many additional code paths.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the narrower foundational change and best represents the shared heterogeneity config work; PR 45332 is a broader follow-on that adds runtime/modeling integration on top of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the clearest single representative of the cluster because it is self-contained and focused, whereas PR 45332 spans extra cache/modeling changes and is not interchangeable with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Do not treat as duplicates: 45333 is only per-layer config support, while 45332 adds broader heterogeneous model/runtime support (cache_utils, masking, modeling_utils, integrations). They touch related plumbing but implement different concrete changes and 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": 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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "7130661aaf6ba101319947ed1e933af9f92e9711b52279b0d3eec86f4dc8a064", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same typing area, but they address different changes: one is a broad type-checking sweep across many Transformers modules, the other adds specific typing protocols/helpers around modeling_utils/PEFT/flash-attention. The overlap is incidental, not the same underlying fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: PR 45415 is a repo-wide mypy/type-ignore cleanup, while PR 45425 adds new typing abstractions and annotations for specific code paths. They share some files, but not the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "474e20b26e0db247fbf03b4f569c241ec742d527ccb5c02b68eefd81ee84ff75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests about cached forward behavior with seq_len > 1, but they target different model families and different underlying code paths: Qwen3.5 linear-attention/GDN caching versus Mamba2 CUDA kernel caching. They are related in theme, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner representative because it has an explicit tracking issue, a narrowly defined cache bug, and a focused fix in one model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest standalone candidate: it describes a concrete seq_len > 1 use_cache failure and the diff aligns tightly with that bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both involve cached multi-token forward paths, but they fix different models and mechanisms. Qwen3.5/Qwen3-next linear attention vs Mamba2 state-cache handling are not the same underlying bug and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "c34a89260aef2a6b49417e458af83577ee659d57bd92f0fe274a3a7f98328cb3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism, but they fix different bugs: 45548 focuses on preserving distributed_config / loading via accelerate launch, while 45662 fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45662 is the better representative of the cluster because it addresses a more concrete EP code-path bug with broader loader/integration changes, whereas 45548 is a narrower config-serialization/loading fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45662 is the strongest PR to keep as the cluster representative: it has the clearer failure mode, more specific fix path, and broader impact across loading and MoE handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying failures: 45548 is about EP/ZeRO-3 loading and serializing distributed_config, while 45662 is about FSDP2 rank-0 broadcast overwriting expert parameters. Shared EP terminology and modeling_utils usage are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "15b6bd09298f8dd6b599ce3d2ae9f91f1288ef8635ecf4fe86ebf7910b019869", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; PR 45645 is the broader, more complete fix because it also updates CI log collection to handle multiple captured_info files.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the same xdist-safe captured_info fix as 45639 and also updates downstream CI/artifact handling to match the new file naming scheme.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the core bug and includes the necessary consumer-side workflow changes, whereas 45639 is a narrower subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist-safe handling of captured_info artifacts from patched testing logs. 45645 extends the same code-path fix and could plausibly subsume 45639 in one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 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": "5b715b9de4cf1a533d09db06598786b8a5b570e7dc5383ab040d0a1abb88c05b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct PRs: one auto-mapping tweak for GLM-ASR, one RecurrentGemma attention-dispatch update, and one BLIP-2/InstructBLIP attention-dispatch update. They share a loose theme but do not appear to be duplicates or mergeable into one PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46401 is the best representative of the cluster\u2019s common theme because it is the broadest concrete implementation of attn_implementation dispatch across multiple related BLIP variants, whereas the others are narrower or unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the strongest overall representative: it has the largest scope, touches multiple model implementations and tests, and is the most substantial example of the attention-dispatch work in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes in different code paths: 45670 only adds GLM-ASR to auto model mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. They are not the same bug or change." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated scope: 45670 is an AutoModel registry update for glmasr, while 46401 adds attention-implementation support for BLIP-2/InstructBLIP variants. Same broad ecosystem, but not the same concrete change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attention-dispatch features, but for different model families and different model files. They fix distinct implementations and would not plausibly be merged into one PR as 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": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "eb0640ff2580a6a6bad95577bd401977c698579cc936fed28a2ca23f836d2e66", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct linter-driven PRs touching different code paths: TRF003 standardizes forward return_tuple handling, while TRF018 changes model weight initialization patterns. They are not duplicates or mergeable into one fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick one representative, PR 46259 is the broader, more self-contained modeling-rule change across many init functions, but it is still a separate change from PR 45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying problems and code paths: 45720 adds can_return_tuple/return_dict handling in forward methods; 46259 rewrites initialization logic for TRF018. Shared model filenames only reflect broad subsystem overlap, 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": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "29dde23a2b21274d22168d69c4216bde9817251250372790c2c435482a393ea1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5084, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5084, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: #45932 is a Grafana/CI + model-configuration patch, while #46100 is a ViT test migration. They touch different code paths and are not mergeable as one change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: #45932 and #46100 address unrelated changes (CI/model tweaks vs. test migration).", + "best_issue_reason": null, + "best_pr_reason": "#45932 is the better representative only in the sense that it has a broader substantive code change, but it is still unrelated to #46100 and should not be treated as the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "False positive: #45932 changes CI secrets and several model files, while #46100 adds/migrates ViT tests and a utility update. They do not fix the same bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-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": "4ee6fcf901d06336fc929c8450d3861a4b70e44af5175dd2a4b75a7d98679231", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are model-specific additions for `attn_implementation=sdpa` dispatch, but they target different architectures and code paths (CTRL, T5, wav2vec2-family/audio models). They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a duplicate canonical for the cluster; if one must be chosen as the best representative, PR #46196 is the broadest and most substantial SDPA dispatch change across several audio models.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest representative because it covers the widest set of model implementations and has the most extensive implementation/test surface, but it is still not the same change as the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch support, but for different models (CTRL vs T5) and different model code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Different architectures and implementations (CTRL vs wav2vec2/audio stack); shared theme is too broad to treat as a duplicate PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "One is T5-only and the other targets multiple audio models; they are separate feature ports, 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": 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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "f97b9c16d65921fb2c56ae2447fea2bb955be65e936accd416a5b776a3bf0b81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related distributed-training PRs, but not the same concrete change. PR 46269 is a broad distributed branch base spanning FSDP, tensor parallel, MoE, and CI wiring, while PR 46126 is a narrower EP + Trainer integration slice. Shared files alone are not enough to merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46269 is the broader umbrella change and the likely base branch for the distributed stack work; it subsumes multiple distributed subsystems rather than a single focused fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46269 is the best representative for the cluster because it is the larger, more general distributed branch integration PR and contains the shared distributed infrastructure touched by the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in distributed files, but 46269 is a broad multi-feature base branch and 46126 is a focused EP+Trainer integration PR. They do not appear to fix the same single bug/change and 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": 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-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "a74fb3d7f6f1179667a5e0e4b2d28235f2f79bf711bb2904e8923fd701e66f6c", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated workflow maintenance PRs. The only tight subcluster is the three `pr-ci-security-gate.yml` updates, but even those are distinct changes rather than the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a clear duplicate-canonical for the whole cluster because the changes span different workflows and different behaviors. If one representative is needed, #46554 is the most substantive and concrete workflow-security change.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the strongest representative PR: it makes a concrete behavior change in the PR CI security gate by checking out the PR head and blocking workflow/CI-infra modifications. The others are smaller or orthogonal workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs PR CI security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment CI input handling, the other changes security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different behavior; not the same underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use safer shell quoting, but in different workflows and command paths; not the same concrete fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Completely different workflows and purposes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated: SSH runner hardening vs benchmark workflow trigger change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflow updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflow updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner hardening is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different behavior changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow updates with no shared concrete bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows; one changes anti-slop permissions, the other shell quoting in build-ci docker images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow changes; not the same fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow triggers/configuration; not duplicate changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different code paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow concerns; benchmark trigger vs commit-message parsing." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated behavior changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow-hardening tweaks, but they address different scripts and different failure modes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete changes: one adds diff-based security checks, the other adjusts permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but the comment-only note update is not the same fix as the security checks." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but distinct changes with different purposes; not the same underlying problem." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflows and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "d9de4b82e67fe96111fa0e5abd51f2b7f6a2d99543f23fc5f7aa7b11fed95fe3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both replace file-open-based source inspection, but they fix different code paths in different modules: one in import utilities, one in model attention-implementation detection. They are related in theme, not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative because it targets a concrete, well-scoped bug in `_can_set_attn_implementation`, includes a test file, and the title matches the actual behavior change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone PR in the cluster: it has a focused code-path fix, clearer intent, and validation coverage. PR 46152 is a separate import-utils refactor/compatibility fix rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid `open()` for source reading, but they affect unrelated paths (`import_utils._resolve_traversable` vs `modeling_utils._can_set_attn_implementation`). They do not appear to be the same bug or one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 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": "0e78b1483f30cfbfa945c87a9ce657f88419822409c39d25f7eb99f0408a5dca", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are the same StaticLayer type-hint fix; the static-cache max-len change is unrelated and should not be clustered with them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the cleanest representative of the duplicate type-hint fix: it targets the same issue (#45987), touches the same file, and has the clearer title/body for the exact annotation change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the best cluster representative because it is the exact same change as #46474, explicitly linked to the underlying issue, and is narrowly scoped to the type annotation fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs/changes: one fixes static cache max-len handling in generation, the other only updates StaticLayer.get_seq_length type hints." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both update StaticLayer.get_seq_length return type annotation in src/transformers/cache_utils.py and target the same issue (#45987)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet, and the soft-edge calls are conservative. PRs 46173 and 46474 clearly match on the same file, same issue target, and same type-hint change; 46436 is a different generation/max-len fix, so rejecting that pair is appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "2263316d2be505055b19869911c87fb6c18b77212d0f488de18fa880840e7fe4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are the same underlying fix: the right-side sliding-window boundary in Moonshine streaming is off by one. PR 46546 is the broader, more complete version of the fix and includes tests.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix plus test coverage and also applies the change to the related Gemma4 implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative of the cluster: it fixes the same bug, spans the related implementations, and adds tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs fix the same concrete off-by-one bug in the right window mask for Moonshine streaming; 46546 is a superset with the same code-path fix and test coverage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "30848491cf00d44fc55fff8020d788b1e2f98222c55176d5ac4cd607506e6543", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model stack, docs, and tests. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better representative item only because it is a complete, non-draft feature addition with extensive model, docs, and test coverage; PR 46376 is a draft infrastructure change in a different area.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster due to its fuller implementation scope and clearer end-to-end feature integration, while 46376 is still draft and addresses a separate subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "They address different underlying changes: continuous batching multimodal support versus adding the HunYuan VL model and its documentation/tests. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "65d0680bf3d515db360afdd45a648d70754a2d02ab0e3381ad73471fc6d50e99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the Mistral tokenizer area, but they address different changes: one is a refactor moving `MistralConverter`, the other adds tekken tokenizer detection/conversion/save support. They are related by subsystem, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the more substantive user-facing change: it introduces tekken tokenizer detection, conversion, and save utilities. PR 46603 is mostly a code reorganization moving `MistralConverter` into the integrations package.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 best represents the cluster because it contains the larger functional addition and spans the core tokenizer behavior change, whereas 46603 is a narrower refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying changes: 46603 moves `MistralConverter`; 46604 adds tekken tokenizer detection/conversion/save logic. Shared files and subsystem do not make them the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/manifest.json b/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..72f9329460d4553b1dd3f9710de00b867d6386c3 --- /dev/null +++ b/snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260616t000025z", + "artifacts": { + "hybrid": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-16T00:05:11Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260616T000025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260616T000025Z/manifest.json b/snapshots/20260616T000025Z/manifest.json index 0f8528bd853c408742554b03964d4a25afa21eec..1d07aa94b24c008f2dd147740909b353fe6943cc 100644 --- a/snapshots/20260616T000025Z/manifest.json +++ b/snapshots/20260616T000025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 653 }, "extracted_at": "2026-06-16T00:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260616t000025z", + "runs": { + "hybrid-model-20260616t000025z": { + "analysis_id": "hybrid-model-20260616t000025z", + "artifacts": { + "hybrid": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/manifest.json", + "model": null, + "published_at": "2026-06-16T00:05:11Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260616T000025Z", "watermark": {