diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3622f7d3439164497c26156c58894e4fa099d9c6..197af07381a4594206bff6503a017438e34d5943 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": "20260624T180019Z", - "generated_at": "2026-06-24T18:12:24Z", + "snapshot_id": "20260625T000027Z", + "generated_at": "2026-06-25T00:06:28Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1877,6 +1877,81 @@ } ] }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2182,6 +2257,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 97bb866d0978d62d13fb404bf5d8a321178e4386..09895b6caa153c499e4bbac5f36b8b966e865591 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": "20260624T180019Z", - "generated_at": "2026-06-24T18:12:24Z", + "snapshot_id": "20260625T000027Z", + "generated_at": "2026-06-25T00:06:28Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -504,8 +504,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -903,8 +903,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -1217,8 +1217,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -1539,8 +1539,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -1846,8 +1846,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -2172,8 +2172,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -2472,8 +2472,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -2801,8 +2801,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -3134,8 +3134,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -3453,8 +3453,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -3775,8 +3775,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -4097,8 +4097,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -4409,8 +4409,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -4727,8 +4727,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -5017,8 +5017,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -5318,8 +5318,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -5618,8 +5618,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -5908,8 +5908,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -6192,8 +6192,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -6490,8 +6490,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -6781,8 +6781,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -7079,8 +7079,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -7369,8 +7369,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -7667,8 +7667,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -7979,8 +7979,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -8284,8 +8284,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -8581,8 +8581,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -8900,8 +8900,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -9204,8 +9204,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -9519,8 +9519,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -9830,8 +9830,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -10142,8 +10142,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -10468,8 +10468,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -10751,8 +10751,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -11057,8 +11057,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -11334,8 +11334,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -11624,8 +11624,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -11908,8 +11908,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -12219,8 +12219,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -12517,8 +12517,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -12843,8 +12843,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -13140,8 +13140,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -13423,8 +13423,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -13733,8 +13733,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -14048,8 +14048,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -14374,8 +14374,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -14699,8 +14699,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -15011,8 +15011,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -15329,8 +15329,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -15626,8 +15626,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -15938,8 +15938,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -16264,8 +16264,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -16576,8 +16576,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -16894,8 +16894,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -17234,8 +17234,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -17574,8 +17574,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -17914,8 +17914,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -18324,8 +18324,8 @@ "review_unit_count": 59, "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-10000-492", "nodes": [ @@ -18665,8 +18665,8 @@ "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": [ @@ -18743,8 +18743,8 @@ "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": [ @@ -18814,8 +18814,8 @@ "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": [ @@ -18877,8 +18877,8 @@ "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": [ @@ -19110,8 +19110,8 @@ "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": [ @@ -19462,8 +19462,8 @@ "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": [ @@ -19525,8 +19525,8 @@ "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": [ @@ -19588,8 +19588,8 @@ "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-41306-2", "nodes": [ @@ -19651,8 +19651,8 @@ "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": [ @@ -19714,8 +19714,8 @@ "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": [ @@ -19777,8 +19777,8 @@ "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": [ @@ -19877,8 +19877,8 @@ "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": [ @@ -19999,8 +19999,8 @@ "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": [ @@ -20119,8 +20119,8 @@ "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": [ @@ -20182,8 +20182,8 @@ "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": [ @@ -20245,8 +20245,8 @@ "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": [ @@ -20308,8 +20308,8 @@ "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": [ @@ -20371,8 +20371,8 @@ "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": [ @@ -20489,8 +20489,8 @@ "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": [ @@ -20552,8 +20552,8 @@ "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": [ @@ -20629,12 +20629,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "f29b0fed96ab3c559f4f03248643f955a17e63c20bb1212111055ffbf63e808d", + "prepared_review_unit_hash": "2d4f9b9ae8651468993d1c259e7d700a3a1203852754c92fca76df9e0298300d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -20642,7 +20642,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -20651,18 +20651,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both concern object-detection training, but they describe different failure modes: a tensor shape mismatch versus an out-of-memory condition during RT-DETR v2 training. They are not the same underlying bug.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits both reports; they are distinct training problems with different symptoms and likely different causes.", + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object detection training, while the other reports progressive out-of-memory during RT-DETR v2 training. They involve different failure modes and likely different causes/fixes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more specific, concrete bug report centered on a tensor shape mismatch, which is easier to map to a single code-path problem if this cluster were being indexed.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative for the other because the failure modes do not overlap beyond general training context.", + "best_issue_reason": "Issue 46657 is the better representative issue because it describes a distinct, actionable training-time error rather than a broad resource symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different bugs: one is a size/tensor mismatch error, the other is an OOM after several epochs. Shared training context is too broad to treat them as duplicates." + "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after epochs. Same training domain, but not the same bug or fix." } ] }, @@ -20681,8 +20681,8 @@ "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-46822-2", "nodes": [ @@ -20755,7 +20755,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "133ad4e9e43b37d24153ae8a7cf87178f07f918f2e01bfd4aeb4f21ef9a21f5f", + "prepared_review_unit_hash": "751997c28d12324321fd0459c9e6ded8d9b332f09a6de1daa587008fd57d3474", "component_budget": { "node_count": 2, "item_count": 2, @@ -20777,18 +20777,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they target different scopes: one adds the base VibeVoice integration, while the other adds a realtime variant and extra tokenizer/processing pieces. They are not the same underlying change.", - "confidence": 0.84, + "summary": "Two open PRs cover closely related VibeVoice work, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime path and an acoustic tokenizer with additional auto/processing/generation wiring.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the broader base VibeVoice implementation and appears to be the original integration, making it the better representative of this cluster.", + "canonical_pr_reason": "#42781 is the more complete and later VibeVoice-related PR, but it represents a distinct realtime extension rather than a duplicate of the base implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the most complete standalone representative of the core VibeVoice feature set; #42781 is a separate realtime extension rather than a duplicate fix.", + "best_pr_reason": "#42781 is the best representative of the cluster because it is broader and newer, covering the realtime/tokenizer stack in addition to the core VibeVoice model code.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: #40546 implements core VibeVoice support, while #42781 adds VibeVoice Realtime plus additional tokenizer/processing changes. They overlap in model-family plumbing but are not the same concrete change and would not naturally merge as one PR." + "reason": "They share VibeVoice infrastructure files, but the scopes differ: #40546 is the initial VibeVoice implementation, while #42781 adds a separate realtime variant plus acoustic tokenizer and related plumbing. They are related follow-ons, not the same concrete fix/change." } ] }, @@ -20818,12 +20818,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f7c7a000ad7e8b481787a5cbba8d83cc0faa96fc9c0ca9ed15fa0cc757efc474", + "prepared_review_unit_hash": "15f8daaaf8da2e9d0e15139bae7963deb3664cc95b4cc0a020fa914e884f97e7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20831,7 +20831,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20840,18 +20840,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. No duplicate relationship is supported.", - "confidence": 0.99, + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. There is no duplicate relationship or shared underlying code-path change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the more self-contained, narrowly scoped PR and is the better representative if one must be chosen, but it is not a duplicate of the TimesFM change.", + "best_pr_reason": "Neither PR is a good canonical representative for the cluster because they solve different problems in different subsystems and would not be merged into one change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and code paths: TimesFM forecasting/covariates versus DINOv3 image classification. No shared underlying bug or change." + "reason": "Different models, different functionality, and different code paths; this is not the same underlying bug/change." } ] }, @@ -20978,178 +20978,184 @@ "pull_request:43823|pull_request:46707", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e0111eed215e942e5d7aeb956b3b7e5e7299ad5a28001caa7d6f64f9461e3152", + "prepared_review_unit_hash": "5576dc24364c58429d4f1c6278d57300f1d89e760f35a16b4fa7ec91b2da4012", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38874, - "estimated_input_tokens": 9719, - "estimated_eval_tokens": 19694 + "serialized_chars": 38878, + "estimated_input_tokens": 9720, + "estimated_eval_tokens": 19696 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38874, - "estimated_input_tokens": 9719, - "estimated_eval_tokens": 19694 + "serialized_chars": 38878, + "estimated_input_tokens": 9720, + "estimated_eval_tokens": 19696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly superficial thematic overlap across unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` changes for issue 43240 (`43251` and `43254`); the rest touch different subsystems, models, or documentation/tests and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Almost all soft links are false positives across unrelated subsystems. The only true duplicate pair is the two `fixed_cross_entropy` PRs against the same `loss_utils.py` code path and issue target; everything else should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick `pull_request:43251` as the canonical PR for the only real duplicate pair: it explicitly targets issue 43240 and implements the same `fixed_cross_entropy` kwargs support as `43254`, but in a slightly more complete/explicit form.", + "canonical_pr_reason": "PR 43251 is the stronger canonical representative for the duplicate loss fix: it explicitly targets issue 43240 and carries the fuller `fixed_cross_entropy` API change, while 43254 is a narrower variant of the same patch.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the best overall representative because it is the only PR here with a clear duplicate counterpart and a concrete issue target; all other PRs are unrelated changes that only look similar at a high level.", + "best_pr_reason": "PR 43251 is the best overall representative of the only real duplicate in this cluster because it addresses the same concrete bug, has the explicit issue link, and is the more complete implementation.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions vs MobileLLM model addition; different code paths and unrelated changes." + "reason": "Different problems: Mistral tokenizer method gaps vs Auto/processor loading robustness." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API work vs ExecuTorch dynamic-shape export test; no shared bug/change." + "reason": "Unrelated areas: tokenizer API additions vs ExecuTorch dynamic-shape test coverage." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding `facebook/MobileLLM-125M`; unrelated models and fixes." + "reason": "Both touch processor loading/model plumbing, but they fix different models and different failure modes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support vs a new MobileLLM model implementation; different functionality." + "reason": "Cross-entropy kwargs bug fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs support vs Mistral4 test/model fixes; only broad ML infrastructure overlap." + "reason": "Different code paths: loss utility behavior vs Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs native FSDP2 migration; unrelated subsystems." + "reason": "ExecuTorch export tests are unrelated to native FSDP2 migration." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Export test for dynamic shapes vs Mistral4 model/test fixes; not the same underlying change." + "reason": "Dynamic export testing is not the same underlying bug as Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs MobileLLM model addition; different goals and files." + "reason": "Test-only ExecuTorch export coverage does not match processor-loading robustness changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs `cls.config` resolution order fix; unrelated code paths." + "reason": "New model scaffolding is unrelated to config resolution ordering in modeling_utils.py." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-capture refactor; different models and problems." + "reason": "Different goals: processor/model auto-loading vs Falcon output-capture refactor." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-loading robustness PR is unrelated to a model creation skill/documentation change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor for standardized output collection vs model-creation skill/docs scaffold; not the same change." + "reason": "Falcon forward/refactor changes are unrelated to the new-model skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon forward-signature refactor vs Mistral4 test fixes; unrelated models." + "reason": "Falcon output-interface refactor and Mistral4 test fix are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 test/model fixes vs native FSDP2 module addition; distinct areas." + "reason": "Mistral4 test/model fixes are unrelated to native FSDP2 module migration." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs `layrnorm`\u2192`layernorm` renaming/conversion mapping; different bugs." + "reason": "Mistral4 fixes and layrnorm\u2192layernorm renaming affect different subsystems and bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes vs chat parsing/serve update; unrelated changes." + "reason": "Mistral4 test fixes do not overlap with chat parsing/serve response handling." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fix suite vs TDT loss kernel integration; different functionality." + "reason": "Mistral4 fixes are unrelated to TDT loss kernel integration." }, { "left": "pull_request:45170", "right": "pull_request:46707", "accept": false, - "reason": "CLIP-like `layrnorm` rename fix vs FSDP2 migration; no shared underlying bug." + "reason": "Name-mapping cleanup for CLIP-like models is unrelated to FSDP2 migration." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests/fixes vs the model-creation skill PR; one is product code, the other is tooling/docs." + "reason": "Shared auto/modeling filenames are incidental; these patches target different features entirely." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill scaffolding; not the same artifact or bug." + "reason": "Model auto-loading robustness and model-creation scaffolding are not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config-resolution order fix in `modeling_utils.py`; different code paths." + "reason": "Mistral4 test work is unrelated to `cls.config` resolution ordering." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "TDT loss kernel integration vs native FSDP2 module migration; unrelated implementations." + "reason": "TDT loss kernel support is a different feature from native FSDP2 module migration." }, { "left": "pull_request:43823", "right": "pull_request:46707", "accept": false, - "reason": "MobileLLM model addition vs FSDP2 migration; no shared bug or change." + "reason": "Processor-loading robustness and FSDP2 migration are separate concerns." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs target the same issue (43240) and modify the same `fixed_cross_entropy` helper to pass supported kwargs to `nn.functional.cross_entropy`; they are alternate implementations of the same fix." + "reason": "Same underlying `fixed_cross_entropy` change in `loss_utils.py` for issue 43240; 43254 is just a narrower version of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly duplicate-like pair supported by the metadata is `pull_request:43251` / `pull_request:43254` (shared issue target 43240 and same `fixed_cross_entropy` helper in the same file). The other pairwise rejections do not overstate evidence and are appropriately cautious." + "feedback": "The assessment is grounded in the packet and appropriately conservative. The only clearly mergeable duplicate pair is 43251/43254: both modify `src/transformers/loss/loss_utils.py`, share issue target 43240, and the diffs are near-identical variants of the same `fixed_cross_entropy` fix. The other soft-edge rejections are plausible and do not overstate overlap across unrelated subsystems." }, "evaluator_used": true, "retried": false, @@ -21176,12 +21182,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "af8416ab3007dc74f4bb5c3678c6a03b29e928da7ba33ea666d2e82380394242", + "prepared_review_unit_hash": "9c171f28bf19d6edbd27d4213c41c527b8860c5b04c87674d762de8cd2ced949", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21189,7 +21195,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21198,18 +21204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are GitHub Actions dependency upgrades, but they address different action families and code paths: one updates general workflow actions for Node 24 compatibility, while the other only bumps docker/build-push-action versions in Docker image workflows. They are related maintenance changes, not duplicates.", - "confidence": 0.93, + "summary": "These are related CI maintenance PRs, but they update different GitHub Actions families and would not reasonably be merged into one change set. PR 42975 is about Node 24 compatibility for checkout/cache/upload-artifact; PR 42976 updates docker/build-push-action and a few other workflow action versions.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the more distinctive representative of the cluster because it targets a broader GitHub Actions compatibility sweep across many workflows, centered on Node 24-related action upgrades.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer stated purpose (Node 24 compatibility) and a broader workflow-wide scope, whereas PR 42976 is a narrower Docker action version bump.", + "best_pr_reason": "PR 42975 is the best single representative of the cluster because it has the wider scope and clearer platform-maintenance intent, while 42976 is a narrower action-version bump in a different code path.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while 42976 only bumps docker/build-push-action in Docker image workflows. They are not the same concrete fix and would not naturally merge into one PR." + "reason": "Both are workflow dependency upgrades, but they change different actions and different execution paths: checkout/cache/upload-artifact versus docker/build-push-action and related workflow actions. They are related maintenance, not the same underlying change." } ] }, @@ -21250,12 +21256,12 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "3540031a0eea537cf4c9f24567a9fdc897ef33add634d5ee8ba1b9ff33f3041b", + "prepared_review_unit_hash": "8c9fd581ebe03023ecf71191e5a7eeb89522c8c1b3a21e503ddca268ec7815f8", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21159, + "serialized_chars": 21160, "estimated_input_tokens": 5290, "estimated_eval_tokens": 10836 }, @@ -21263,7 +21269,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21159, + "serialized_chars": 21160, "estimated_input_tokens": 5290, "estimated_eval_tokens": 10836 }, @@ -21272,60 +21278,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly separate model-addition efforts that only overlap on boilerplate docs/auto-registry files. The only close pair is Step3p7 vs. the WIP step_3_7_flash work, but they still look like different deliverables rather than one duplicate change.", - "confidence": 0.93, + "summary": "These are separate model-addition PRs for different architectures; none of the candidate edges look like true duplicates. The closest pair (Step3p7 vs. step_3_7_flash) is related in name and domain, but it targets a different codebase and change type.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "46562 is the closest representative PR in the only meaningful subcluster (Step3p7); the others are different model additions, so there is no true duplicate canonical across the full set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46562 is the best single representative PR here, but the cluster is too heterogeneous to treat as one duplicate group.", + "best_pr_reason": "PR 46562 is the strongest standalone representative in the set: it is a focused, self-contained model addition with substantial implementation and tests. It is not a duplicate target, just the best single PR to keep if one must choose.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry edits are boilerplate, not the same change." + "reason": "Different model families (ViT NEPA vs Molmo); only broad docs/auto-registration overlap." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2); same kind of model-registration work, but not the same code path or bug fix." + "reason": "Different model families (ViT NEPA vs Molmo2); shared framework files do not indicate the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families (ViT NEPA vs CTSM). Similar scaffolding files only." + "reason": "Different model families (ViT NEPA vs CTSM); no shared underlying bug or implementation." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related names but separate model implementations and docs, not one mergeable duplicate PR." + "reason": "Molmo and Molmo2 are distinct models/PRs; overlap is limited to common integration files and docs." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlap is only in shared auto/docs plumbing." + "reason": "Molmo vs CTSM are unrelated model additions with only generic repo plumbing overlap." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are different model additions with no shared concrete bug or implementation." + "reason": "Molmo2 and CTSM are different model additions; shared auto/model registry edits are not enough to merge them." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 Flash are different model architectures and code paths; shared auto-registration is not enough." + "reason": "Both are time-series model additions, but they implement different architectures (CTSM vs Step3p7 Flash) and different code paths." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both mention Step3p7, but 46562 is the main model addition while 46658 is a WIP mini-model/flash conversion script set; not the same mergeable change." + "reason": "Step3p7 model PR vs step_3_7_flash conversion/scripts PR are related, but they are not the same concrete change and would not be one mergeable PR." } ] }, @@ -21368,94 +21374,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "4d161b7593036088353ec553460550590411a2e54e7c45274ee2048935c7ea52", + "prepared_review_unit_hash": "1783b325f13e3a402b68828e2a7b4f50bf7dffab15a512e25048b6536465e2cd", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16284, - "estimated_input_tokens": 4071, - "estimated_eval_tokens": 8398 + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16284, - "estimated_input_tokens": 4071, - "estimated_eval_tokens": 8398 + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PR noise: two are test-only or dummy changes, two are infrastructure/config fixes, one is a small ASR pipeline mapping update, and one is an FP8 dequantization fix. I do not see any pair that clearly fixes the same concrete bug or change.", - "confidence": 0.94, + "summary": "These PRs are heterogeneous and mostly only share generic \"fix\" wording; they target different subsystems (Whisper tokenization, model tests, FP8 dequantization, generation config validation, CI infra, and ASR pipeline routing). No soft edge looks like the same underlying bug or change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the most substantive and coherent fix in the set: it patches generation-config validation for watermarking_config dicts and carries matching code/test updates across generation paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the best representative change overall because it addresses a clear runtime bug in the generation code path, while the others are either unrelated, test-only, or infrastructure tweaks.", + "best_pr_reason": "PR 46380 is the most substantial user-facing code fix in the set, but it is still not a duplicate of the others; the rest are unrelated test or infrastructure changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test cleanup versus dummy test assertions in CLIP/ViT; different subsystems and no shared bug." + "reason": "Whisper tokenizer/test changes versus CLIP/ViT test edits; both are test-oriented but not the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding changes versus FP8 dequantization/loading; unrelated code paths." + "reason": "Whisper timestamp decoding versus FP8 dequant/loading logic; different code paths and failures." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization/generation test fix versus generation-config watermarking validation; different bugs." + "reason": "Whisper tokenizer fix versus generation watermark validation; unrelated functionality." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test-only dummy assertions versus CI memory/device-map infrastructure changes; not the same underlying fix." + "reason": "CLIP/ViT test placeholders versus Phimoe CI/integration-test environment changes; not the same defect." }, { "left": "pull_request:43665", "right": "pull_request:46870", "accept": false, - "reason": "Dummy test assertions versus an ASR pipeline model-type mapping update; unrelated changes." + "reason": "Model test edits versus ASR pipeline model-type routing; different subsystem and change intent." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only dummy assertions versus FP8 quantization fix; no common concrete issue." + "reason": "Test-only edits versus FP8 dequant/runtime fix; not a shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Dummy test assertions versus generation watermarking validation; different targets and purposes." + "reason": "Test-file changes versus generation config/watermarking fix; unrelated changes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading fix versus CI CPU-memory patching for model jobs; unrelated." + "reason": "FP8 dequant fix versus CI memory-limit/integration-test plumbing; no common code-path problem." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 kernel/loading changes versus generation-config watermarking validation; separate bugs." + "reason": "FP8 dequantization versus generation watermark conversion; different subsystems and bug classes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation/runtime fix versus CI runner memory-limit handling; different layers and no shared code-path problem." + "reason": "Generation config validation fix versus Phimoe CI/integration-test environment changes; not the same underlying issue." } ] }, @@ -21488,7 +21494,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "39a9a755127b61a66283e04910ad4a4459a2fb422757b7f7dd5c3b497fe5d915", + "prepared_review_unit_hash": "390098349797a49aa0ae919d19f5ff9f97be8af07e0189096e6120edf57bd569", "component_budget": { "node_count": 3, "item_count": 3, @@ -21510,30 +21516,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated repository-bot / workflow check changes, not duplicates of the same underlying bug or fix. The shared pattern is only that they are intentional test PRs with similar '[don't merge]' titles and some incidental overlap in test/workflow files.", - "confidence": 0.95, + "summary": "These are three separate '[don\u0000t merge]' test/debug PRs around CI or repo-bot behavior, but they change different code paths and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: the cluster is heterogeneous, with one setup/test bot PR, one comment-CI/debug workflow PR, and one security-gate workflow PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR cleanly represents the cluster as a duplicate target; if forced, 43532 is the broadest CI-debug PR, but it is still not the same underlying change as the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "43488 changes setup/dependency metadata and a Vit test, while 46747 only flips a security-gate workflow trigger from pull_request_target to pull_request. Different code paths and purposes; not one fix." + "reason": "Both are test PRs, but 43488 is a packaging/version and Vit test setup change while 46747 only changes the security-gate workflow trigger. Different underlying fixes/experiments." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about packaging/versioning and a test file; 43532 edits multiple CI workflows plus testing utilities/notification code. They do not address the same concrete problem." + "reason": "Shared bot-test intent is too broad; 43488 bumps setup/dependencies and tweaks a Vit test, while 43532 rewrites comment-CI and related workflow/debug files. Not the same concrete change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 broadly rewrites comment/scheduled/slack workflows and testing utilities, while 46747 is a single workflow trigger change. Too different to be the same underlying change." + "reason": "Both touch workflows, but 43532 is about PR-comment CI and debug output, whereas 46747 changes the PR security gate from pull_request_target to pull_request. Different code-path problem." } ] }, @@ -21563,12 +21569,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a02063e65a18c8efeb6167eacef081891f924ca1f62f5aa0b173ca41c2d2fdde", + "prepared_review_unit_hash": "d5cf5cda88828b7c3fb98faa297693e753b371d3a0f02650ffca72dfb99ccfae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21576,7 +21582,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21585,18 +21591,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share framework plumbing, but they target different tasks/models and should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share registration/docs scaffolding, but they target different underlying tasks and model/test stacks, so they should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. If one PR must represent the cluster, #43613 is the broader and more complete standalone pipeline addition, with more model integrations and tests.", + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different pipelines for different segmentation problems, so they are separate changes rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "#43613 is the stronger representative PR: it covers a broader visual-segmentation stack and has more supporting tests/docs. #43612 is a separate concept-segmentation feature.", + "best_pr_reason": "43613 is the broader, more substantial segmentation pipeline PR and is the better representative of the cluster, but it still does not subsume 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. They share some registration/docs scaffolding, but they modify different model/pipeline code paths and would not naturally merge into one PR." + "reason": "Reject: the overlap is mostly shared docs/registration scaffolding. The actual features differ (promptable concept segmentation vs promptable visual segmentation) with different model/test coverage, so they are not the same underlying change." } ] }, @@ -21626,40 +21632,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "21f1c4cb40b50a1aeca1f658037c34fc637ebc43ee62c2aa28c5ea06f15af0b5", + "prepared_review_unit_hash": "f1bf42b28ae4a39a3dce0cc2845f7b152e3af97a786ac1880bede0a418530b31", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` but address different trainer extensibility points: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "summary": "Both PRs touch `src/transformers/trainer.py` and add new override points for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete code-path change: it alters training-step loss scaling behavior and adds an opt-in property. PR #43663 is a separate override hook for data column filtering.", + "canonical_pr_reason": "No single canonical PR: 43651 changes training loss scaling logic, while 43663 changes input-column filtering via signature inspection; they do not overlap enough to represent one another.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, #43651 is the stronger representative because it targets a specific runtime behavior rather than a helper extraction/refactor.", + "best_pr_reason": "Neither PR is a global best for the other. 43651 is the clearer representative of a loss-scaling fix, but it does not cover 43663's column-filtering change, and vice versa.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different changes in the same file: #43651 controls gradient-accumulation loss scaling, while #43663 adds overrideable signature-column filtering. They are not the same bug or mergeable into one PR." + "reason": "Reject: same file and similar extensibility theme, but the concrete code paths are different and not mergeable as one PR without conflating unrelated trainer behaviors." } ] }, @@ -21689,7 +21695,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "2403d16bdb51cd61abd961d81d5f49a80f868a0e525d972b2177fbfa39c8ea1f", + "prepared_review_unit_hash": "7aa73105ebbd851999c01ff06dfb794abca41b2fd754a256fc6a0d654668ba00", "component_budget": { "node_count": 2, "item_count": 2, @@ -21711,25 +21717,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they fix different runtime/typing failures: one is a general annotation/NameError cleanup, the other is specifically about avoiding a pydantic import/runtime issue when pydantic is absent. They are related but not duplicates.", - "confidence": 0.91, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim to stop runtime NameErrors caused by type annotations in the CLI startup path; they look like two overlapping fixes for the same underlying issue.", + "confidence": 0.8, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader and more direct TypeAdapter-related CLI fix, while 43842 targets a narrower missing-pydantic path. As a cluster representative, 43656 better captures the shared theme without conflating two separate bugs.", + "canonical_pr_reason": "`pull_request:43842` is the more direct and focused fix: it explicitly addresses the `TypeAdapter` NameError when pydantic is absent, and its diff is tightly scoped to the import/annotation handling that triggers the runtime failure.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the better representative of the cluster because it addresses the core CLI TypeAdapter NameError/annotation problem more generally; 43842 is a distinct follow-up fix for a different dependency-availability path.", + "best_pr_reason": "`pull_request:43842` is the strongest representative of the cluster because it cleanly fixes the concrete CLI crash with minimal surface area, whereas `pull_request:43656` is a broader annotation cleanup that overlaps the same runtime problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and similar naming, but the fixes are not the same underlying bug: 43656 changes annotation handling via __future__/typing cleanup, while 43842 specifically guards TypeAdapter usage when pydantic is not installed. They should not be merged as duplicates." + "accept": true, + "reason": "Same file, same CLI code path, and both address runtime NameErrors from evaluated type annotations/`TypeAdapter` handling; these are plausibly mergeable into one PR for the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/serve.py` and address annotation-related CLI startup NameErrors. The soft-edge acceptance is conservative enough because the changes are plausibly mergeable into one fix for the same area, with `43842` the more focused patch." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21915,20 +21924,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "3b0f5d11415dbf3a22e99fb246c14e234a5422a325554e289abb7413701d8221", + "prepared_review_unit_hash": "7319e75f8aac929f23dcde3ecf4ac0a5c63d51f092b40a690ac59e11f0e66f60", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, + "serialized_chars": 76934, "estimated_input_tokens": 19234, "estimated_eval_tokens": 38724 }, @@ -21937,228 +21946,378 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster splits into two real duplicate subgroups: a GPT-J/CodeGen output-tracing line (#44066/#44085/#44722) and a separate GPT-Neo duplicate pair (#44018/#44068). The remaining PRs are mostly sibling refactors across different model families that share the same standardized-output-tracing theme but not the same concrete code path.", + "summary": "This packet is a mixed batch of output-tracing refactors across many unrelated model families. The only clear duplicate subclusters are the GPT-J/CodeGen family (#44066, #44085, #44722) and the GPT-Neo pair (#44018, #44068); several PRs also point at the shared tracker #43979, but that shared issue link alone does not make the cross-model changes duplicates.", "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "#44722 is the best canonical PR for the GPT-J/CodeGen subgroup: it is the latest and most complete overlap on the same concrete GPT-J/CodeGen output-tracing path, and it subsumes the narrower GPT-J-only PRs in that line.", - "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, #44722 is the strongest choice because it anchors the largest true duplicate subgroup; however, GPT-Neo also forms a separate true duplicate pair and should not be collapsed into this PR.", + "canonical_issue_reason": "No standalone issue node is included in the packet, but #43979 is the shared tracker repeatedly referenced by several PRs.", + "canonical_pr_reason": "#44722 is the strongest representative of the true duplicate family: it covers the GPT-J/CodeGen output-tracing refactor and is the broadest version of that concrete change.", + "best_issue_reason": "There is no issue artifact to rank here; #43979 appears only as a shared target across PRs.", + "best_pr_reason": "#44722 best represents the overlapping GPT-J/CodeGen duplicate set because it spans both code paths and subsumes the narrower GPT-J-only PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same broad output-tracing theme, but different model families and different code paths." + "reason": "Different model families and code paths; a shared tracker is not enough to make CVT/FNet and GPT-J the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Shared refactor pattern only; CVT/FNet-style work is unrelated to DeBERTa V2." + "reason": "Different model families (CVT/FNet vs DeBERTa); these are separate output-tracing refactors, not one duplicate bug." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file path; this looks like overlapping versions of the same change." + "reason": "Same GPT-J output-tracing code path in modeling_gptj.py; #44066 is just the broader GPT-J/CodeGen variant." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-side output tracing versus EfficientNet; same initiative, not the same fix." + "reason": "RegNet and EfficientNet are separate vision model refactors, not the same underlying change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are different model implementations, not one duplicate change." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; the overlap is only at the generic refactor-pattern level." + "reason": "GPT-J/CodeGen and EfficientNet touch different models and cannot be merged as one fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated concrete refactors." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; same modernization theme, different code path." + "reason": "GPT-J/CodeGen and MGP-STR are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model file; these are clear duplicate versions of the same fix." + "reason": "Both PRs target the same GPT-Neo output-tracing implementation in modeling_gpt_neo.py; one is the broader version of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are distinct model-specific implementations." + "reason": "GPT-J/CodeGen and MPT are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; related refactor style, but not the same concrete change." + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths, so this is not a duplicate pair." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct output-tracing changes in different model files." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet and GPT-J/CodeGen are separate model families." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; no shared concrete bug." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model-specific migrations." + "reason": "ResNet and GPT-J are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo and ResNet are unrelated model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same broad refactor theme, different fix." + "reason": "ResNet and MPT are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is a separate duplicate subgroup from the GPT-J/CodeGen line." + "reason": "GPT-Neo is separate from the GPT-J/CodeGen refactor family." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model families." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; only the standardized-output-tracing theme overlaps." + "reason": "GPT-Neo and Flaubert are different implementations." }, { "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different concrete refactors." + "reason": "GPT-Neo and GPT-J are distinct changes, even if both use the same standardized pattern." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are not the same underlying change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model implementations." + "reason": "GPT-2 and MGP-STR are unrelated implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM share only the generic output-handling theme." + "reason": "ViLT and Flaubert/XLM are separate model families." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model-specific changes." + "reason": "GPT-Neo and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen only share the high-level refactor theme, not the underlying code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated changes." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT versus Flaubert/XLM; not the same underlying bug/change." + "reason": "VisualBert and Flaubert/XLM are separate implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 do not share the same underlying bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are separate model-specific migrations." + "reason": "GPT-2 and MPT are unrelated model-specific refactors." }, { "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct refactors." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "Flaubert/XLM and LongT5 are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate vision backbones." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated model-specific refactors." + "reason": "RegNet and MPNet are unrelated code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are not the same underlying change." + "reason": "MPT and SpeechT5 are different model families." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; different code paths." + "reason": "TextNet and Flaubert/XLM are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are separate implementations." + "reason": "RegNet and GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44074", + "accept": false, + "reason": "GPT-Neo and TextNet are different model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa V2 are unrelated concrete refactors." + "reason": "SqueezeBert and DeBERTa are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 versus TextNet; same theme, different code paths." + "reason": "DeBERTa and TextNet are different model-specific changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are distinct model-specific output-tracing changes." + "reason": "FocalNet and ImageGPT are different model families; similar output-handling cleanup is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; #44722 is the broader GPT-J/CodeGen version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both cover the same GPT-J output-tracing code path; #44722 is the broader version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths, so they are not duplicates." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is not fully grounded: the packet shows a second clear same-code-path duplicate pair for GPT-Neo (44018/44068), so saying the only clear duplicate subgroup is the GPT-J/CodeGen line is too strong. The pair verdicts are mostly conservative, but the narrative should acknowledge both duplicate subgroups rather than collapsing the cluster to just GPT-J/CodeGen." + "feedback": "The pairwise verdicts are mostly conservative, but the cluster summary is not fully grounded: it says \"No issue artifact is present here,\" yet the packet shows explicit issue links/targets on multiple PRs (e.g. 43979). That factual mismatch is enough to reject. The GPT-J/CodeGen and GPT-Neo mergeability calls look reasonable, but the writeup should not deny the presence of issue artifacts." }, "evaluator_used": true, "retried": true, @@ -22193,20 +22352,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "0128970b0d88f07a3ebac37741efc863bc1d0349781c95778847018be916ee97", + "prepared_review_unit_hash": "bbf290f9f90eb2f671004c80e68806ba0d89f7ba2966217c78df5386ccd70d4e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13066, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -22215,42 +22374,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all in the same general output-tracing refactor wave, but they touch different model code paths (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5) and are not duplicate fixes or mergeable into one PR without becoming an unrelated multi-model sweep.", - "confidence": 0.88, + "summary": "These PRs are all part of the same broad migration pattern for model output tracing, but they target different model implementations and are not duplicates of one another. No issue candidate stands out; the best representative PR is the VisualBert refactor because it most clearly captures the standardized output-capture pattern used across the cluster.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target and a focused SpeechT5 output-tracing refactor, making it a better anchor than the broader model-specific refactors.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared migration style: it adds both `capture_outputs` and `can_return_tuple` support and makes the output-tracing refactor explicit for one model. It is representative, but not a duplicate of the other model-specific PRs.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR in the set because it is tied to a specific issue and clearly describes the standardized output-capture change in one model.", + "best_pr_reason": "PR 44073 is the best cluster representative because it shows the core standardized output-capture refactor pattern in a compact form. The other PRs apply similar ideas to different architectures, so they are related but not mergeable duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different code paths; they are similar pattern changes, not the same underlying fix." + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths. They are related theme-wise, not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations; this is the same refactoring theme, not a duplicate bug or a single mergeable PR." + "reason": "MPNet and VisualBert have separate model-specific output plumbing. The refactors are similar in style but not the same underlying bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are parallel standardized-output refactors in different model files, with no shared concrete bug or code path." + "reason": "These are analogous refactors for different model implementations. No shared concrete code path or mergeable single fix is evident." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model internals; the PRs share a refactor pattern but not the same change request or fix." + "reason": "RegNet and SqueezeBert are unrelated model stacks; both PRs modernize output handling, but they do not fix the same issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct models and the diffs indicate separate output-capture migrations, not one underlying defect." + "reason": "SqueezeBert and SpeechT5 changes are model-specific output-tracing refactors with different signatures and surrounding logic, so they are not duplicates." } ] }, @@ -22330,268 +22489,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "ac56deb8466ed73436d6b5b601e5a013ccbf32573043cea56649fe51e40b8b33", + "prepared_review_unit_hash": "6754b4c1cbb17399218e5b77b8d2155640fff73cd4b5101e3cdc2d5274b69fa1", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40164, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40164, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all parallel model-specific output-tracing refactors (mostly adding `can_return_tuple`/capture helpers) across different architectures. They share a theme, but they change different forward paths, so they should not be deduplicated into one change set.", - "confidence": 0.88, + "summary": "These are not duplicate PRs; they are separate model-specific refactors sharing a common output-tracing theme. The overlap is mostly in naming and helper usage, not in a single concrete code-path fix. I\u2019d keep them triaged separately, with one representative PR chosen only as the closest overall exemplar.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative single PR in this cluster: it is a substantive output-tracing refactor spanning two closely related model files and introduces the shared helper/capture pattern seen across the group.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the theme: it makes a coherent output-tracing refactor across two closely related Mamba variants and introduces the shared capture/output plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is a strong canonical example because it is broader than the one-file refactors, touches a related pair of implementations, and reflects the core pattern of this batch.", + "best_pr_reason": "PR 44003 is the best standalone representative because it covers a broader, internally consistent code-path change than the single-model refactors, while still being focused enough to stand in for the cluster theme.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families and distinct forward code paths." + "reason": "Both are output-tracing refactors, but they target different model implementations and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated model implementations." + "reason": "Same refactor theme, but different models; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architecture and code path; not the same concrete fix." + "reason": "Different architectures and forward paths; too broad to treat as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both touch tracing helpers, but the affected model stacks are different enough that they are separate PRs." + "reason": "Both are refactors, but they touch unrelated model families and separate code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Shared refactor pattern only; different model internals and outputs." + "reason": "Shared helper naming is not enough; these are different model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models; similar refactor style is not enough to merge as one bug/change." + "reason": "Different models with separate forward logic; not one concrete bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model code paths with only a broad tracing-refactor overlap." + "reason": "Same broad output-tracing idea, but distinct model code and behavior." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing refactors, but they modify unrelated model implementations." + "reason": "Different model families and files; this is refactor similarity, not duplication." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Same broad pattern, but separate model-specific forward logic." + "reason": "These are separate model wrappers with different code paths, so they should stay separate." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder/model stack; not the same underlying change." + "reason": "Same pattern, but not the same underlying implementation change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "These are parallel refactors in different models, not one concrete fix." + "reason": "Different model families; no shared concrete bug or fix target." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Shared theme only; separate model paths and behavior." + "reason": "Same output-tracing refactor style, but not the same code path." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and separate output-tracing implementations." + "reason": "Unrelated model implementations; too different for duplicate PR triage." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are refactors around output return behavior, but for unrelated models." + "reason": "These are separate model-specific refactors, not one mergeable change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor motif, but different concrete models and forward methods." + "reason": "Different model code paths; shared refactor language is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Not the same underlying bug/change; just the same abstraction pattern." + "reason": "They address different architectures and cannot plausibly be one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model architectures and distinct code paths." + "reason": "Separate model families with distinct forward behavior." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Separate model-specific refactors; not mergeable as one PR." + "reason": "Both are tracing refactors, but the underlying models are unrelated." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "Only the tracing-refactor theme overlaps; the concrete implementations differ." + "reason": "Different code paths and model families; not duplicate fixes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and different forward logic." + "reason": "Falcon/Mamba refactor and SuperPoint refactor are unrelated changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactors, but they affect different model code paths and are not one fix." + "reason": "Different model internals; similar output handling theme only at a very high level." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated models; the similarity is only the output-tracing cleanup pattern." + "reason": "Different model implementations and distinct refactor scope." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and concrete behavior changes." + "reason": "Unrelated model families; no single fix can cover both." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Same general pattern, but distinct model implementations." + "reason": "These touch different models and code paths, so they are not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Same broad refactor theme, but not the same underlying bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are encoder-style output-tracing refactors, but they target different model wrappers." + "reason": "Both are wrapper/model refactors, but they target different subsystems and behavior." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model stacks; not the same concrete change." + "reason": "Different encoder-decoder stacks; not one concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Separate model-specific tracing refactors, not one bug fix." + "reason": "Depth/segmentation vs keypoint model code paths are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Similar refactor language only; the affected code paths are unrelated." + "reason": "Different model families; shared tracing refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different forward signatures." + "reason": "Separate architectures and outputs, so not a duplicate PR pair." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different implementations; same broad refactor theme is insufficient." + "reason": "Different model implementations; no shared concrete fix target." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Separate model wrappers with unrelated forward paths." + "reason": "These are related wrapper models, but still separate code paths and changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Not the same concrete code-path problem." + "reason": "Different model classes; too broad to merge as one PR." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model-specific output behavior; not a duplicate change." + "reason": "Distinct model internals; not the same underlying bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Same tracing refactor pattern, but different model code bases." + "reason": "Different model families and forward logic; no duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Distinct implementations; no shared bug to merge together." + "reason": "Separate code paths, even though the refactor motif is similar." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different concrete forward paths and output handling." + "reason": "Different models and behaviors; not plausibly one merged PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models; only the refactor style matches." + "reason": "Keypoint and recurrent model code are unrelated." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific changes, not one underlying issue." + "reason": "Different model architectures; similarity is only thematic." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and output-tracing implementations." + "reason": "Rwkv and DPR are unrelated models with separate implementation changes." } ] }, @@ -22621,12 +22786,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ea8b219672453b00bd8ee0db8c3561f3a220b8f9ffe9bd335c8ed4518061f40f", + "prepared_review_unit_hash": "664af2b482442c5e9f8330f3a4ae290095ac7e7bf09af3b1d1eec43d8caf8152", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22634,7 +22799,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22643,18 +22808,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated model-implementation PRs for different models (PenguinVL vs Voxtral TTS). They share only generic Transformers integration files, so they should not be deduplicated.", - "confidence": 0.98, + "summary": "Both items are separate model-addition PRs (PenguinVL vs Voxtral TTS). They share framework boilerplate files, but they target different models and different code paths, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the more established standalone implementation: it is non-draft, has much higher review activity, and represents a broader completed model integration.", + "canonical_pr_reason": "PR 45401 is the cleaner canonical representative: it has an explicit issue target, a tighter scope, and a clearer single-feature implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the strongest representative in the cluster because it is the more mature, non-draft model-addition PR with substantial review attention.", + "best_pr_reason": "PR 45401 is the best representative PR because it is explicitly tied to issue 45027 and is a focused, self-contained model addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different feature work; the overlap is only in shared Transformers plumbing/docs, not the same underlying bug or change." + "reason": "These are different model implementations for different products. The overlap is only in shared auto-registration/docs scaffolding, not the same underlying bug or change, so they should not be merged as duplicates." } ] }, @@ -22684,12 +22849,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "aa96830012e61d2f0bc802b19332f5de98d71b3178f680b756fd5361c82ece44", + "prepared_review_unit_hash": "b0e921c7dde1abf24bd587f7c1cbca3cc00df4ea0d1f085839d175009fd68e65", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4218, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -22697,7 +22862,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4218, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -22706,18 +22871,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one rewrites a PR workflow to convert PRs to draft, while the other changes CI branch routing and contains unrelated code/test noise. They do not target the same concrete bug or change.", - "confidence": 0.98, + "summary": "These PRs are not duplicates: one rewires the PR documentation workflow into a draft-conversion workflow, while the other changes CI branch routing and makes unrelated code/test edits. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR exists here because the two PRs address different workflows and code paths rather than the same underlying change.", + "canonical_pr_reason": "PR 46845 is the more coherent representative: it has a clear CI-related intent (adding a branch target and switching the test CI caller reference), whereas PR 44965 looks like an unrelated workflow rewrite with an incomplete-looking diff.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong cluster representative for deduplication; if forced to pick one, 44965 is more self-contained, but the pair should not be merged as duplicates.", + "best_pr_reason": "PR 46845 is the better standalone PR to keep/merge because it targets a concrete CI configuration change; PR 44965 is unrelated and appears less complete.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different underlying changes: 44965 edits PR-draft workflow automation, while 46845 adjusts CI branch selection and includes unrelated model/test edits. They are not the same fix." + "reason": "Different changes and code paths: PR 44965 alters the PR documentation workflow, while PR 46845 changes CI branch selection and includes unrelated source/test edits. They are not the same bug or change and would not plausibly be merged as one PR." } ] }, @@ -22747,7 +22912,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "465bab4e206c9f96d470275fb1c0e658a359db34163991cbd2e03976f119937d", + "prepared_review_unit_hash": "41aaf455a7253d72117a12bad60159bf9f15688add6a85d6563203dc4f02d4d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22769,18 +22934,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they implement different layers of the stack: one adds a generic Module Fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion wiring and an example. They should not be treated as duplicates.", - "confidence": 0.9, + "summary": "These are related feature PRs around module/kernel fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integration hooks.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the more foundational and standalone representative of the generic module-fusion abstraction; PR 45363 is a separate KernelConfig-based implementation path.", + "canonical_pr_reason": "PR #44979 is the more canonical representative of the cluster because it introduces the foundational Module Fusion API and tests; PR #45363 is a separate, more specific KernelConfig-based integration built on top of that idea.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the clearest canonical representative of the cluster topic, but the pair is not duplicate-worthy because the scopes differ materially.", + "best_pr_reason": "PR #44979 is the best single representative for the shared theme since it defines the core abstraction rather than one specific application path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Not the same concrete change: 44979 introduces a generic Module Fusion API, while 45363 wires n-to-1 kernel fusion through KernelConfig and related integrations. Related area, but distinct code paths and PRs." + "reason": "Related but not the same concrete change: #44979 adds a generic module fusion framework, while #45363 adds n-to-1 kernel fusion plumbing via KernelConfig and integration files. They touch different code paths and are not safe to treat as duplicates." } ] }, @@ -22810,7 +22975,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3cbf3693d192b418a1c8fc090f307e017d05c9dfe2104164bff0e5119abe9cc7", + "prepared_review_unit_hash": "c91d95443b2da7048145cfffae85e3bda7f6a26348f1c5beddb4562a2bdf47b9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22832,18 +22997,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; `45317` is the more complete fix because it also adds a regression test.", - "confidence": 0.97, + "summary": "Both PRs fix the same Mistral tokenizer AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is the same code fix plus tests, so they look like duplicate implementations of one change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR `45317` is the better canonical PR because it addresses the same concrete bug as `45086` and includes a test addition, making it the more complete implementation of the fix.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same bug fix as #45086 plus test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR `45317` is the best representative of the cluster: it targets the same issue, changes the same code path, and adds coverage for the regression.", + "best_pr_reason": "PR #45317 is the strongest overall candidate: it addresses the exact AttributeError, targets the same issue, and includes tests to validate the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same code path, with `45317` adding a regression test; they are plausible duplicates of one change." + "reason": "Same underlying Mistral pre-tokenizer bug and same line-level fix; the later PR just adds tests, so these are mergeable as one change." } ] }, @@ -22873,7 +23038,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "ac4ba06ccde3db99925c56e7af88c27699357e729535c80248bdf0023119d524", + "prepared_review_unit_hash": "7fb9dfafb3594571229e2446dc7f684408a370428b533062c72a96d665b5bc64", "component_budget": { "node_count": 2, "item_count": 2, @@ -22895,18 +23060,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH PRs overlap in shared model files, but they target different changes: one refactors conversion/mapping and inheritance, while the other adds the dense/sparse split, docs, and tests. They are related, not duplicates.", - "confidence": 0.84, + "summary": "These PRs are related to NemotronH, but they appear to address different changes: one is a conversion/mapping refactor toward GraniteMoeHybrid-compatible naming, while the other is a broader model split into NemotronHDense/NemotronHSparse with docs and tests. They overlap on shared model files, but not the same concrete fix.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative for the overall NemotronH restructuring because it is broader and includes the user-facing split into nemotron_h_dense and nemotron_h_sparse plus docs/tests, whereas #45115 is a narrower conversion/inheritance refactor.", + "canonical_pr_reason": "pull_request:45569 is the broader, more representative change for the NemotronH model rework: it introduces the dense/sparse model split, updates auto/docs, and includes tests. pull_request:45115 is a narrower conversion-mapping and inheritance refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the most complete and externally visible change set in the cluster; #45115 is a narrower implementation-focused refactor that appears to be one step in the broader model split, not the same concrete fix.", + "best_pr_reason": "pull_request:45569 is the best single PR to represent the cluster because it covers the main user-visible architecture change and the surrounding integration work; 45115 looks like a narrower supporting refactor rather than the core change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH model internals, but #45115 focuses on conversion mapping and inheritance refactoring, while #45569 introduces the dense/sparse model split, docs, and tests. Different concrete changes, so not a duplicate PR." + "reason": "Shared NemotronH files alone are not enough; 45115 is about conversion mapping/inheritance, while 45569 splits the architecture into dense/sparse variants with docs and tests. They do not look like the same underlying fix." } ] }, @@ -22936,12 +23101,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ea556c74f3f576f5f5e71a170c1f8567d3b3562517028afc3a9cceb6c2d92e3a", + "prepared_review_unit_hash": "e19a1cfd9c456d68d443d51322498dd17f413c4eb7b3ed79614582f905f55fa6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5954, + "serialized_chars": 5953, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -22949,7 +23114,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5954, + "serialized_chars": 5953, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -22958,18 +23123,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related, but not duplicates: PR #45333 adds per-layer heterogeneous config support, while PR #45332 is a broader end-to-end heterogeneous model support change that also includes modeling/runtime pieces. #45332 is the better canonical PR because it subsumes the config work and represents the larger underlying feature.", - "confidence": 0.95, + "summary": "These two PRs are closely related, but they are not the same change: one is a broader heterogeneous model support PR, while the other is a narrower configuration-only PR. I would keep them separate rather than treat them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes the configuration work plus modeling/runtime integration, additional utilities, and tests. PR #45333 is a narrower subset focused only on configuration.", + "canonical_pr_reason": "pull_request:45332 is the broader umbrella change; it includes both heterogeneous configuration and modeling support, whereas pull_request:45333 is limited to per-layer configuration infrastructure.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the feature cluster because it covers the full heterogeneous support implementation rather than only the config layer.", + "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it covers the full feature area and subsumes the narrower config-only work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are related feature branches, but not the same concrete change: #45333 stops at per-layer config support, while #45332 extends into modeling/runtime integration and additional files. This is a subset/superset relationship, not a duplicate PR." + "reason": "High overlap in docs and configuration files, but the PRs are not the same concrete change: 45333 is config support only, while 45332 also adds modeling/runtime support. They could be related or sequential, but not safely merged as duplicates." } ] }, @@ -22999,40 +23164,40 @@ "soft_pairs": [ "pull_request:45346|pull_request:46818" ], - "prepared_review_unit_hash": "0886453962f6bc26dbda0ab77ca0581102f84e658cddce95fdf04ede1f861662", + "prepared_review_unit_hash": "a7db5b00ed352ddc0f9e19cdf83bdb405ec3b4b2c31bcc43fb6e28f76372fa68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5600, - "estimated_input_tokens": 1400, - "estimated_eval_tokens": 3056 + "serialized_chars": 5601, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5600, - "estimated_input_tokens": 1400, - "estimated_eval_tokens": 3056 + "serialized_chars": 5601, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one is a narrow regression test around Mixtral/Qwen2 MoE router logits being raw logits, while the other is a broad expert-parallel/DeepGEMM change enforcing FP8 scale contracts across many models. They touch different code paths and would not plausibly merge into one PR.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: one fixes MoE router logits being softmaxed twice in Mixtral/Qwen2-MoE, while the other changes expert-parallel routing contracts and FP8 scale handling across a much broader set of models. They share only a loose MoE/router theme.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No shared underlying change is evident. If forced to pick the broader representative PR, pull_request:46818 is the more substantial code fix; pull_request:45346 is a small test-only regression for a specific MoE softmax bug.", + "canonical_pr_reason": "No canonical PR: the PRs address different underlying bugs and touch different code paths, so they should not be collapsed into one duplicate group.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46818 is the best representative of the cluster because it contains the main implementation work and affects multiple model families. pull_request:45346 is narrower and primarily adds a regression test for a specific router-logits issue.", + "best_pr_reason": "PR #46818 is the broader, more central change set in this cluster, but it is not a duplicate of #45346; #45346 is a narrower regression fix for router logits softmax behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45346", "right": "pull_request:46818", "accept": false, - "reason": "Different bugs and code paths: 45346 tests that MoE router_logits remain raw logits in Mixtral/Qwen2, while 46818 changes EP/DeepGEMM FP8 scale handling across many models. Same broad area, but not the same underlying fix." + "reason": "Different bugs and implementations: #45346 is about double-softmaxed router logits in specific MoE models, while #46818 is about EP router contract changes and FP8/DeepGEMM scale format handling across many models." } ] }, @@ -23062,7 +23227,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "8b4fa92977b6bbe873052a95f1f70fde181a6186d1001be66775facf6d41a435", + "prepared_review_unit_hash": "8a4c0bf54b2fca9e5862c8536e6e6722a28e55b7b6db4e6cbbec18c8dce29d17", "component_budget": { "node_count": 2, "item_count": 2, @@ -23084,18 +23249,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different typing-focused PRs in the same codebase, but they address different scopes and code-paths: one is a broad type-checking sweep across many transformers files, the other adds specific typing protocols and support for PEFT/modeling integration. They are not duplicates.", - "confidence": 0.91, + "summary": "Two open PRs in the typing/tooling area, but they address different changes: one is a broad repository-wide type-checking cleanup, the other adds shared typing protocols/aliases and related call-site fixes. They overlap in a few files, but not the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better cluster representative because it is a focused typing-infrastructure change with a small, coherent scope, whereas 45415 is a much broader repo-wide type-checking cleanup.", + "canonical_pr_reason": "PR #45425 is the more focused, concrete typing-infrastructure change: it introduces shared aliases/protocols in `_typing.py` and updates a small set of consumers. PR #45415 is a much broader type-checking sweep across many modules and a pyproject config change.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best candidate overall because it makes a concrete, narrowly-scoped typing fix around shared protocols and related integrations; 45415 is a larger cleanup pass and not the same underlying change.", + "best_pr_reason": "PR #45425 is the best representative because it has a single coherent purpose and a narrower, mergeable code change. PR #45415 is too broad and looks like an orthogonal type-checking cleanup rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they fix different things: 45415 is a broad type-checking enablement/ignore cleanup across many files, while 45425 adds specific typing protocols and model/PEFT-related support. Shared files alone do not make them the same change." + "reason": "Do not merge: both are typing-related, but #45415 is a broad static-type-checking pass across many files, while #45425 adds specific typing aliases/protocols and adjusts consumers. They share some touched files, but they are not the same concrete bug/change and would not naturally be one PR." } ] }, @@ -23125,7 +23290,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "1cc2456c4966456adb8ed2b1b9b8f81fcf2c1d2775006f9e1a240896fdc0a4d3", + "prepared_review_unit_hash": "9ae1824e0320f573757b31609536b34c93a3e93e960e936e8aab25d557171919", "component_budget": { "node_count": 2, "item_count": 2, @@ -23147,18 +23312,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related EP-loading PRs, but they address different failure modes: one is about preserving EP-related config and handling ZeRO-3/accelerate launch, the other is about preventing expert weights from being overwritten during FSDP2/rank-0 broadcast. They are similar in subsystem, not duplicates of the same fix.", + "summary": "Both pull requests touch expert-parallel loading, but they address different bugs and code paths: one is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while the other is about EP + FSDP2 experts being overwritten by rank-0 broadcast during sharded loading.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong canonical PR for a duplicate cluster: the two PRs solve different EP loading bugs, so neither cleanly subsumes the other.", + "canonical_pr_reason": "No clear canonical PR: these are related thematically but fix different underlying defects, so neither should be treated as a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger representative of a concrete bug fix because it targets a specific overwrite path during loading and includes coordinated changes across loading and MoE/parallel code paths.", + "best_pr_reason": "PR 45662 is the better representative of the EP-loading cluster because it targets a concrete sharding/broadcast corruption bug and includes the main loading-path fix; PR 45548 is narrower and about a different serialization/launch interaction.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert-parallel loading, but 45548 focuses on EP/DeepSpeed ZeRO-3 via accelerate and config serialization, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Different concrete code-path bugs, so not a duplicate." + "reason": "Reject: they share an EP theme, but 45548 fixes accelerate/DeepSpeed ZeRO-3 loading and config serialization, whereas 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 sharded load path. Different root causes and not plausibly one PR." } ] }, @@ -23188,40 +23353,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b8df8452ad467b15afa597c6941bb31ff72c0d597d700d463df4b5b483d7e627", + "prepared_review_unit_hash": "2057de1fd1f527501fd084126126fdb86a5933eb570e6da073b2b56c624d59a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info collision problem, but 45645 is the more complete fix because it includes the safer per-worker output file change and the CI workflow update needed to consume multiple captured_info files.", - "confidence": 0.91, + "summary": "Both PRs target the same xdist-related captured_info logging bug in transformers testing utilities. PR 45645 is the broader, more complete end-to-end fix, while 45639 covers the core writer-side change only.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative: it covers the underlying xdist artifact collision fix and also updates the workflow to aggregate multiple captured_info files, making it the more complete end-to-end change.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it addresses the full artifact flow: xdist-safe log file creation plus CI workflow changes to collect multiple captured_info files without losing debug output.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall candidate because it addresses the same concrete bug as 45639 while also preserving CI debug log collection across multiple xdist workers.", + "best_pr_reason": "PR 45645 is the best representative of the cluster since it includes the underlying xdist-safe fix and the follow-up CI handling needed to preserve the logs.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same captured_info/xdist collision path, and 45645 is effectively a superset that could plausibly subsume 45639 in one merged change." + "reason": "Same underlying bug: captured_info artifacts collide under xdist. 45645 extends the same fix with workflow updates, so they are closely related enough to treat as duplicate implementations of the same change." } ] }, @@ -23251,7 +23416,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "7a06a2df4bae912bc336e9d70c5861e42223f335a789c643675c6becae1ffbde", + "prepared_review_unit_hash": "51aad946529988738e3eed25e90bca778066a54e1d92c59d29092b426d0da0ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -23273,18 +23438,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are linter-related pull requests, but they implement different rules and touch different code paths. PR #45720 adds TRF003 support for returning tuples in model forwards, while PR #46259 adds TRF018 modeling-rule cleanup around weight initialization. They are not duplicates and should not be merged into one PR.", - "confidence": 0.97, + "summary": "These are two separate linter-rule PRs with different targets and code paths; they are not duplicates and should not be clustered as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the clearer canonical representative for the cluster because it is the smaller, more targeted rule implementation with a concrete, easily identifiable forward-signature change across multiple models.", + "canonical_pr_reason": "No single canonical PR: PR 45720 implements TRF003 tuple-return handling across many model forwards, while PR 46259 adds a different TRF018 modeling rule with separate weight-init changes.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the best PR candidate for this cluster because it has a more specific behavioral change and the diff preview shows a single focused transformation pattern. PR #46259 is broader and addresses a different linter rule entirely.", + "best_pr_reason": "No best PR for deduping purposes; the PRs address different underlying refactors and only overlap superficially in some shared model files.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different underlying changes: TRF003 adds can_return_tuple handling in model forwards, while TRF018 changes weight initialization patterns. Shared model filenames are incidental, so these are not the same change." + "reason": "Different lint rules and different fixes: TRF003 tuple-return handling vs TRF018 modeling rule/weight initialization. Shared filenames do not indicate the same concrete bug or mergeable change." } ] }, @@ -23380,12 +23545,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "4e46a45e7e142cb6312ae224b0958bfed72f9c202cc09d22b6e15fdc2da3f721", + "prepared_review_unit_hash": "dd8217e84fe2f80e92c449936e5af0bc0ca7fae8df457a13dfb1d6584d637702", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -23393,7 +23558,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -23402,18 +23567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the testing area, but they appear to be unrelated changes: one is a Grafana/CI experiment with scattered model edits, the other is a test migration adding DDP/kernel test files. They should not be clustered as duplicates.", - "confidence": 0.9, + "summary": "These are not duplicates: one PR is a broad testing/CI experiment with workflow-secret and model-code changes, while the other is a focused test-migration PR adding kernel/model test files. They do not look like the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46100 is the cleaner, more concrete change set: it introduces specific test infrastructure and model test files, with a coherent migration theme.", + "canonical_pr_reason": "PR 46100 is the cleaner representative of the cluster\u2019s test-related work: it has a concrete, self-contained scope (new kernel/config/test files) and a coherent purpose.", "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the better representative for the cluster because it has a single clear purpose and a self-contained diff. PR #45932 looks like an unrelated CI/telemetry experiment plus assorted model edits.", + "best_pr_reason": "PR 46100 is the best standalone PR candidate because its diff is focused and clearly about test migration, whereas PR 45932 mixes CI workflow secrets with unrelated model/config edits and looks like a separate experimental change.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "They do not appear to fix the same underlying bug or implement the same change. #45932 is a Grafana/CI testing experiment with unrelated model/config edits, while #46100 is a test migration adding distributed test files and model tests. They would not plausibly merge into one PR." + "reason": "Both touch testing-related areas, but the actual changes are different: 45932 is a broad grafana/CI/model tweak PR, while 46100 adds specific kernel and model test migrations. They could not plausibly be merged as one duplicate fix." } ] }, @@ -23443,12 +23608,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "ea7d718c8ab5470aedee321011f4fe1005626d848cb30cd338c7525f9a7f98de", + "prepared_review_unit_hash": "a94c22a4b891c2a4ba95de7902c55d406bb9b6bf289144b1defbc6bfa707374e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23456,7 +23621,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23465,18 +23630,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the distributed stack but are not duplicates: #46126 is a focused EP + Trainer integration change, while #46269 is a broad distributed branch base with many unrelated edits.", - "confidence": 0.95, + "summary": "Both artifacts are pull requests in the distributed/EP area, but they are not the same underlying change: PR 46126 is a focused EP + Trainer integration patch, while PR 46269 is a broad distributed branch base touching many unrelated areas. The overlap in a few filenames is not enough to treat them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more canonical representative for this cluster because it is the focused, coherent EP + Trainer integration change rather than a broad umbrella branch with many unrelated modifications.", + "canonical_pr_reason": "PR 46126 is the more canonical candidate because it has a specific, coherent feature scope and a targeted diff centered on EP/Trainer integration. PR 46269 is too broad and looks like a base branch or umbrella integration PR rather than a single fix.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best PR for the cluster because its scope is tightly centered on the concrete tensor-parallel / EP integration work, making it the clearest single artifact for this change.", + "best_pr_reason": "PR 46126 is the best single PR to represent this cluster because it is narrowly about one concrete code path and is more likely to be the actual actionable change. PR 46269 spans many files and multiple concerns, so it is a poorer duplicate-triage anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed files, but #46269 is a much broader branch-base PR spanning many subsystems and changes, not the same concrete code-path fix as the focused EP + Trainer integration in #46126." + "reason": "Shared distributed filenames and soft textual similarity are not enough: 46126 is a specific EP/trainer integration change, while 46269 is a broad distributed base PR with many unrelated modifications. They do not look like the same mergeable fix." } ] }, @@ -23542,7 +23707,7 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "a60eb619b4f4db173a1ac7dea4cf473a460f6b647d8f8ab1e63544762b360174", + "prepared_review_unit_hash": "b916ae998310007895db81a3b0cf43bb99febb7eb7b323f65192518b71357325", "component_budget": { "node_count": 10, "item_count": 10, @@ -23564,186 +23729,186 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a collection of small, unrelated workflow-chore PRs. The only dense subgroup is the pr-ci-security-gate.yml set, but those PRs make different security-hardening changes rather than fixing the same concrete bug/change, so they should not be merged as duplicates.", - "confidence": 0.9, + "summary": "These PRs are mostly unrelated workflow-maintenance edits. There are two loose thematic areas (self-comment/ssh-runner and several pr-ci-security-gate variants), but no true duplicate PR pairs.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central PR in the only coherent subgroup, but it still represents a distinct security-gate change rather than a true duplicate of the others.", + "canonical_pr_reason": "No single duplicate canonical PR stands out; PR 46554 is the best standalone representative because it makes the most substantive security-gate behavior change.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the clearest representative of the cluster's main security-gate theme and has the strongest connectivity, but it should not subsume the other workflow tweaks as duplicates.", + "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it directly changes gate logic and has the clearest problem/solution pairing.", "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 security checks in pr-ci-security-gate.yml." + "reason": "Different workflows and different bugs: stdin handling for model selection vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one updates self-comment CI command piping, the other adjusts PR CI security-gate permissions/approval flow." + "reason": "Unrelated changes in the same broad repo area; one fixes comment input handling, the other adjusts PR CI gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and goals; not the same bug or change." + "reason": "Not the same change: workflow input plumbing vs a reusable-workflow note/comment update." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and distinct security-related changes; not duplicates." + "reason": "Different workflow and different security concern; stdin piping is unrelated to secrets handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell command invocation, but in different workflows and for different purposes." + "reason": "Both are workflow chores, but they fix different code paths and different command-safety issues." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different changes: SSH runner hardening vs benchmark dispatch support." + "reason": "Different workflows and different behavior: SSH runner hardening vs benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different fixes; not the same underlying change." + "reason": "Unrelated workflow edits: SSH runner secret cleanup vs anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated changes; not duplicates." + "reason": "Different workflows and problems; SSH runner hardening is not the same as reviewer assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner hardening is unrelated to PR CI security-gate behavior." + "reason": "Different workflow targets and fixes: SSH runner safety vs PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow concerns: SSH runner secrets handling vs PR CI security-gate permissions." + "reason": "Not a duplicate: SSH runner environment hardening vs PR CI gate permission/approval tweaks." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Same broad CI area, but different workflows and different changes." + "reason": "Different workflows and unrelated changes to anti-slop permissions vs benchmark dispatch." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and distinct fixes; no same underlying bug/change." + "reason": "Separate workflow files and separate fixes; no shared bug or change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers base-ref checkout is unrelated to build-ci-docker-images shell quoting." + "reason": "Different workflow subsystems; permission placement is unrelated to commit-message handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow changes in different code paths." + "reason": "Different workflow behavior and different code paths; not mergeable as one fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different behavior changes." + "reason": "Reviewer checkout ref and benchmark dispatch are unrelated workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Checkout ref change vs build-image trigger quoting fix are unrelated." + "reason": "Different workflow files and different fixes; no common underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow systems and different fixes; not duplicates." + "reason": "Unrelated automation: reviewer assignment checkout vs PR CI security gate." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-image trigger quoting are separate changes." + "reason": "Different workflow logic entirely: benchmark dispatch vs safer commit-message parsing." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and no shared concrete bug." + "reason": "Different workflows and different triggers; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow hardening, but for different scripts and different failure modes." + "reason": "Both touch workflows, but one fixes commit-message parsing for image builds and the other tightens PR CI security checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different security/trigger logic." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files and unrelated changes." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Build-image trigger quoting and PR CI secret scoping are unrelated." + "reason": "Different behavior in different workflows; no same bug or merged fix." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different security fixes: one adds checkout-and-diff checks, the other adjusts caller permissions and approval gating." + "reason": "Same file, but different fixes: one adds workflow-file-change checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One adds active security checks; the other only adds explanatory notes to the reusable workflow." + "reason": "Same file, but this is behavior hardening vs an explanatory comment update; not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate changes: workflow logic vs secrets scoping." + "reason": "Same workflow file, but different security changes: checkout/diff checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both are about the same workflow, but one changes behavior while the other only adds comments/notes." + "reason": "Same file but different underlying changes: permission scoping vs documentation/comment edits." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different behavior changes in the same workflow file; not the same concrete change." + "reason": "Different fixes in the same workflow; permissions/approval flow is not the same as secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments/documentation versus secret-scoping behavior are not duplicates." + "reason": "Comment-only workflow note vs secrets inheritance change; not the same code-path problem." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow edits: commit-message parsing vs a safety note in a different security-gate workflow." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different fixes; no duplicate underlying change." } ] }, @@ -23773,7 +23938,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "42035cfb2ddabe792dfea64a42180a58e6a4843af415115bb4457ea8b4f19762", + "prepared_review_unit_hash": "7e63f4567b97f5018cb465f34cfbc6d690ad01d3661f299bf42289de6ec47ef0", "component_budget": { "node_count": 2, "item_count": 2, @@ -23795,18 +23960,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related in theme (replacing file-open source inspection), but they fix different code paths in different modules and are not mergeable as one change.", - "confidence": 0.9, + "summary": "These two PRs share a high-level theme of replacing file-open/source-reading behavior with safer source introspection, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the stronger representative: it targets a single concrete helper in modeling_utils.py, includes tests, and has a clearly scoped behavior change.", + "canonical_pr_reason": "No single canonical PR: 46152 changes import_utils around __all__ resolution, while 46207 changes modeling_utils attention-implementation gating; they are related in pattern, not in underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best standalone PR here because it addresses a specific bug with source inspection in one code path and is better validated than the broader import_utils refactor in 46152.", + "best_pr_reason": "46207 is the better standalone representative because it is narrowly scoped, has test coverage, and targets a specific concrete behavior change in _can_set_attn_implementation.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() for source reading, but they touch different helpers, different files, and different runtime behavior; this is a shared pattern, not the same underlying fix." + "reason": "Reject: both avoid opening source files, but they modify different modules and solve different problems; they would not plausibly be merged into one PR." } ] }, @@ -23899,12 +24064,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "e47e5930b910791c3a6d4c3688039061ebd811bd5f41082e25bcd00d9fa5129a", + "prepared_review_unit_hash": "a160c9eb77d66ab8723a01d570ffb63ccb007eb46d030dfbdda5ba668767060d", "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 }, @@ -23912,7 +24077,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23921,18 +24086,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one boundary in the Moonshine streaming sliding-window mask; 46546 adds the same fix for Gemma4 as well, but the Moonshine code change is the same underlying bug.", - "confidence": 0.95, + "summary": "Both PRs fix the same off-by-one bug in the Moonshine streaming right-window mask (`-dist <= right_window_size`), with 46546 also carrying the same fix into Gemma4 and adding tests.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46310 is the clean, focused Moonshine-streaming fix for the right-window boundary off-by-one and matches the shared issue target.", + "canonical_pr_reason": "PR 46546 is the better canonical PR: it contains the Moonshine boundary fix plus the modular copy and tests, making it the more complete and current change set.", "best_issue_reason": null, - "best_pr_reason": "PR 46310 is the best representative because it addresses the exact Moonshine streaming bug without extra unrelated model changes.", + "best_pr_reason": "PR 46546 is the strongest representative because it covers the same Moonshine bug as 46310 and adds validation, while also including the related Gemma4 fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same Moonshine streaming right-window boundary off-by-one fix in the same mask function; 46546 also applies the identical fix to Gemma4, but the Moonshine change is the same concrete bug and could be merged as one PR." + "reason": "Same concrete Moonshine streaming boundary bug in the same masking function; 46546 is essentially the broader follow-up of the same fix." } ] }, @@ -23968,58 +24133,58 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46850" ], - "prepared_review_unit_hash": "fd1003607a3fa1f1ce8a50751d6b93488c82c3889c18660702a687019b8b7987", + "prepared_review_unit_hash": "7e885436c0364b68e760040e01e1fd0b4e1113e3c2de9f2d6a82b06141443502", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 13945, - "estimated_input_tokens": 3487, - "estimated_eval_tokens": 7230 + "serialized_chars": 13937, + "estimated_input_tokens": 3485, + "estimated_eval_tokens": 7226 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 13945, - "estimated_input_tokens": 3487, - "estimated_eval_tokens": 7230 + "serialized_chars": 13937, + "estimated_input_tokens": 3485, + "estimated_eval_tokens": 7226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is heterogeneous: three unrelated model-addition PRs, one continuous-batching multimodal support PR, and one Gemma masking bugfix. None look like duplicates or the same underlying change.", + "summary": "The cluster is heterogeneous: three PRs add distinct models (HunYuan VL, RADIO, Nemotron Omni), one adds multimodal continuous batching, and one fixes Gemma sliding-window masking. None look like duplicates of the same underlying change or bug.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the items span unrelated models/features and one isolated bugfix rather than one shared change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46850 is the strongest standalone candidate because it is a focused, concrete bug fix with a narrow code-path scope and clear validation target.", + "best_pr_reason": "No single PR is a true canonical representative because the cluster is not a duplicate set; if one must be singled out, 46850 is the most focused self-contained bugfix, but it is unrelated to the model-addition PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different change types and targets: continuous-batching multimodal infrastructure vs. a full HunYuan VL model integration." + "reason": "Continuous batching multimodal support and HunYuan VL model addition are separate changes with different codepaths and goals." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Unrelated subsystems and goals: continuous batching support vs. RADIO model support/conversion." + "reason": "Different features in different subsystems: continuous batching vs. RADIO model support." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Different model families and code paths: RADIO support vs. Nemotron Omni support; not the same fix or mergeable into one PR." + "reason": "Both are model-support PRs, but for different models and implementation paths; not the same underlying change." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "A model-support PR and a Gemma attention-masking bugfix address different code paths and cannot reasonably be treated as the same underlying change." + "reason": "RADIO model support and Gemma attention masking fix are unrelated changes." } ] }, @@ -24049,7 +24214,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "52551b80cc5711d2bbd71a18171a5ea7a8d0b6552a905ed5410540ef86752bb3", + "prepared_review_unit_hash": "9f94eb9fd052e46dc03ec57e96a8edc862a2552a1a1067ca40ea03093e5bfef3", "component_budget": { "node_count": 2, "item_count": 2, @@ -24071,18 +24236,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are about different tokenizer bugs in different model families: CodeLlama decode stripping and DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They are not duplicates and should not be merged together.", - "confidence": 0.97, + "summary": "The two PRs are unrelated: one fixes CodeLlama decode stripping of real leading spaces, the other fixes wrong tokenizer-class loading for DeepSeek-Coder/DeepSeek-LLM checkpoints. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for the cluster: 46574 is a CodeLlama decoder bug fix, while 46580 is an AutoTokenizer checkpoint-override fix for DeepSeek models.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: one fixes CodeLlama decoder behavior on decode, the other adds checkpoint-prefix overrides for incorrect tokenizer-class selection in DeepSeek checkpoints." + "reason": "Different concrete problems and code paths: CodeLlama decode/decoder setup vs AutoTokenizer model-type/class mapping for DeepSeek checkpoints. They would not plausibly be merged into one PR." } ] }, @@ -24112,12 +24277,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "12a2ec37ee3438ecc69a2d40911f8f19fa332740c23764e4fcc7099607f3e4eb", + "prepared_review_unit_hash": "5268ce4399247fba475f84acb742f2720e1669c0a260d299019978fe20fc5638", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24125,7 +24290,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24134,18 +24299,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer PRs, but they address different changes: one moves the existing MistralConverter into a new integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. Shared files reflect subsystem overlap, not the same underlying fix.", - "confidence": 0.93, + "summary": "Both PRs touch the Mistral integration and some of the same files, but they are not the same change: #46603 is a refactor moving `MistralConverter` into the `integrations/mistral` package, while #46604 adds tekken tokenizer detection/conversion/save utilities. No duplicate pair here.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two pull requests are distinct changes in the same Mistral tokenizer area, not duplicates.", + "canonical_pr_reason": "No canonical PR; the two pull requests address different Mistral code paths and should not be merged as duplicates. If one must be chosen as the cluster representative, #46604 is the broader functional change, but it is not a duplicate of #46603.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the more substantive end-state feature work for the Mistral tokenizer stack; PR 46603 is mainly a refactor/move.", + "best_pr_reason": "#46604 is the better standalone representative of the cluster because it introduces the main new tokenizer functionality, whereas #46603 is a narrower code relocation/refactor.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different concrete goals and code paths: 46603 relocates MistralConverter, while 46604 adds tekken detection and save/conversion utilities. They share a subsystem but are not mergeable as one duplicate PR." + "reason": "Reject: shared Mistral files are incidental; #46603 relocates `MistralConverter`, while #46604 adds tekken tokenizer detection/conversion/save support. Different concrete changes, not one mergeable duplicate PR." } ] }, @@ -24179,12 +24344,12 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46831" ], - "prepared_review_unit_hash": "9a2902a4167d27fa968154244c93bb0eaf343b2ca2ff1bd04c6a46ab3de6bd36", + "prepared_review_unit_hash": "168f148742091b88aa59d558e1a0e9dbf592efa796e65abdaca83e6e431a1d27", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 10051, + "serialized_chars": 10050, "estimated_input_tokens": 2513, "estimated_eval_tokens": 5282 }, @@ -24192,7 +24357,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 10051, + "serialized_chars": 10050, "estimated_input_tokens": 2513, "estimated_eval_tokens": 5282 }, @@ -24201,30 +24366,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: all four PRs are model/runtime fixes, but they target different bugs and code paths (Mamba2 chunked-prefill/speculative decoding, batch-size-1 padding masking, quantized cache construction for hybrid models, and device_map CPU-offload hooks). They are not duplicates of one another.", - "confidence": 0.97, + "summary": "All four PRs are related only at a very broad level (model forward/cache/runtime behavior), but they fix different concrete bugs in different model families and code paths. None should be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items fix distinct defects in different subsystems and model families, so there is no shared underlying change to collapse them into one PR.", + "canonical_pr_reason": "No single PR is a true duplicate canonical: 46741 is the broadest cache-path fix and the closest cluster representative, but the others address unrelated bugs.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative, PR #46773 is the most broadly scoped yet still focused runtime bug fix, but it does not subsume the others and should not be treated as a canonical duplicate.", + "best_pr_reason": "46741 is the best representative only in a loose sense because it targets the shared cache/decode machinery and has the broadest scope; however, it is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different bugs: #46741 fixes cached single-token decode / speculative decoding in Mamba2-style mixers, while #46781 fixes QuantizedCache layer construction for hybrid SSM+attention models." + "reason": "Different bugs: 46741 fixes Mamba2-style chunked-prefill/speculative decode state handling for Zamba2/Nemotron-H, while 46781 fixes QuantizedCache layer construction for hybrid SSM+attention models." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "#46741 is about Mamba2 cached decoding state handling; #46773 is about padding masks being skipped for batch-size-1 linear-attention models. Same broad theme, different failure and code path." + "reason": "Different code paths and symptoms: 46741 changes single-step cached decoding logic, whereas 46773 fixes padding-mask application being skipped for batch size 1 in linear-attention models." }, { "left": "pull_request:46741", "right": "pull_request:46831", "accept": false, - "reason": "#46831 adds a conv1d hook call for Qwen3.5/Qwen3-Next under CPU offload, which is unrelated to #46741's Zamba2/Nemotron-H chunked-prefill/speculative decoding fix." + "reason": "Different underlying issue: 46741 is about cached decode state handling, while 46831 is about invoking the conv1d hook correctly under device_map CPU offload to avoid garbage generation." } ] }, @@ -24254,7 +24419,7 @@ "soft_pairs": [ "pull_request:46854|pull_request:46864" ], - "prepared_review_unit_hash": "0cd2887f90357b73fabd7ff0f44dc8f360b902cd3fd8b149768fc3a606a52c88", + "prepared_review_unit_hash": "4769f32291af1f30f25ca3acacc0bbf63735d5fd82c9bb972bb43b55a882e669", "component_budget": { "node_count": 2, "item_count": 2, @@ -24276,18 +24441,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one fixes a CTRL flex-attention crash in attention mask handling, the other fixes continuous batching for composite/multimodal configs by resolving `text_config`. They do not look like the same underlying change.", - "confidence": 0.96, + "summary": "Two unrelated pull requests: one fixes a CTRL flex-attention crash by guarding an `attention_mask` tensor check, the other fixes continuous batching for composite/multimodal configs by unwrapping `text_config`. They do not appear to address the same underlying bug or code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46864 is the better canonical representative for the cluster because it has the clearer, more self-contained fix and broader applicability to config handling in continuous batching.", + "canonical_pr_reason": "PR 46864 is the broader, more generally useful fix: it addresses config handling for composite/multimodal models in continuous batching, rather than a model-specific guard in CTRL.", "best_issue_reason": null, - "best_pr_reason": "PR 46864 is the strongest standalone PR in the set: its title and diff align cleanly on a concrete bug in cache initialization for composite configs, whereas PR 46854 is a separate CTRL-specific edge case.", + "best_pr_reason": "PR 46864 is the best representative of the cluster because it solves a more foundational infrastructure issue and has wider applicability than the narrower CTRL-specific crash fix.", "soft_edge_verdicts": [ { "left": "pull_request:46854", "right": "pull_request:46864", "accept": false, - "reason": "Different bugs and code paths: CTRL flex-attention mask reshaping vs continuous batching config resolution. They should not be merged as duplicates." + "reason": "Different subsystems and failure modes: CTRL flex-attention masking vs continuous batching config resolution. They touch different files, different inputs, and are not plausibly mergeable into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index f7985d1b7639e69e6a6620fec043b0f380cc1490..ad2d4e60b6c6431dbb41fd88f4b1c9ca80a21f69 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260624t180019z", + "analysis_id": "hybrid-model-20260625t000027z", "archived_artifacts": { - "hybrid": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260624T180019Z/analysis-runs/hybrid-model-20260624t180019z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-24T18:12:26Z", + "published_at": "2026-06-25T00:06:30Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260624T180019Z", + "snapshot_id": "20260625T000027Z", "variant": "hybrid" } diff --git a/snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.json b/snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..197af07381a4594206bff6503a017438e34d5943 --- /dev/null +++ b/snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.json @@ -0,0 +1,2371 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260625T000027Z", + "generated_at": "2026-06-25T00:06:28Z", + "evidence_quality": "full", + 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no shared concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS GPU issue and GraniteMoE invalid-method issue are unrelated." + }, + { + "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 problem vs FP8 runtime failure; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto device-map CUDA assert are different bugs." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs documentation example cleanup; not the same issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both are v5 docs cleanup for removed references; same underlying documentation update." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export-to-ONNX failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRl embedding unpacking bug vs resume-training remote-code issue are different." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training remote-code problem is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve training errors, but the reported bugs are not the same concrete failure." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and remote-code resume bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different symptom: ZeRO-3 index error vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is unrelated to video-token/chat-template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime paths: tensor mask error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code resume issue is unrelated to Nemotron example breakage." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds and remote-code resume are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention distributed loading, but the concrete failures differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading index-out-of-bounds bug on Bert-style model initialization." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA save/reload output drift are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA merge/save mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to YOLO device-map failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and mask-index mismatch are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight shape error and collective mismatch are different failure modes." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both target Qwen3.5 MoE rotary embedding under offload/materialization; same underlying bug family." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram-not-implemented and YOLO multi-GPU mapping are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch-version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation-checkpointing mismatch and auto device-map CUDA assert are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS only-TP failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different error classes; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 preprocessing dtype issue is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and Qwen3.5 embedding unpacking issue are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to MPS histogram support." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models/backends and different symptom types." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy path and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading index-out-of-bounds failure, just reproduced on a different model." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs removals, but they fix different stale references and are not the same doc change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different tensor/kernel issues with no shared concrete code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model compatibility issue and RAG docs update are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy use and mask shape mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The three accepted pairs are well-supported by the titles: the ZeRO-3 index-out-of-bounds reports, the v5 docs-cleanup pair, and the Qwen3.5 MoE rotary-embedding/offload pair. The rejected soft links are generally justified by clearly different models, backends, or failure modes. The summary also avoids overclaiming by calling the cluster heterogeneous and limiting the true duplicate groups." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "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:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "8b97d3cbf661c91df652a5ae65221559a691db525a8897995e0a6162b5271d95", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clear duplicate family is the v5 AutoTokenizer wrong-token-ID regression, where issue 45920 is the best umbrella report. Most other pairs are related only by broad subsystem or error shape, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the strongest canonical issue for the one clearly duplicated family because it generalizes the tokenizer regression across multiple model families and states the v4\u2192v5 break clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most actionable global representative: broad impact, concrete regression framing, and a clearer target for a fix than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different failures: corrupted checkpoint/model load vs missing text encoder weight loading." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention compatibility, but they describe different incompatibilities and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL/vLLM load failure vs distributed build support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/context differ enough that this is not clearly the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different symptoms: missing config attribute vs CUDA assert under auto device map." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they are about different APIs and changes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failures; no shared underlying bug is evident." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug vs outdated RAG examples; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy behavior is unrelated to the Qwen3.5 video StopIteration failure." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen3.5, but one is device placement and the other is video token/template mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: both report wrong token IDs in v5, and 45920 is the broader umbrella across many model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to RAG documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but one is a mask-length mismatch and the other is ZeRO-3 empty-tensor indexing; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading issues with no clear shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility and pydantic model-field breakage are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different area and symptom: detokenization vs pipeline crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to PretrainedConfig pydantic breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming API failure; not enough evidence of one bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/Bert indexing error and torch/transformers compatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error and table QA crash do not share a concrete code path." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures; only broad device/config similarity." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are separate issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure vs MPS histogram kernel missing implementation; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are runtime/type issues, but the model paths and root causes differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and corrupted checkpoint loading are different failures." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and YOLO device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different index errors with different shapes and contexts; not the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class attribute error are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version compatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair, issue:45812 with issue:45920, is supported by both titles describing the same v5 AutoTokenizer wrong-token-ID regression. The broader summary that the rest of the cluster is mostly heterogeneous also matches the issue titles. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "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:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "cdc74b3c7a044eca2870f597db28fe4be2a3027d1382482aab1f3769e4315365", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct, model-specific bugs or regressions. The only clear duplicate-like pair is the remote-code/custom-module loading path issue: one report describes leaf-directory cache collisions, the other reports loading the wrong custom module after save/load. Everything else is too semantically different to merge confidently.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the broader and more representative report of the custom-module loading failure, with multiple discussions/inbound references and a symptom description that covers the cache-collision case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best canonical anchor because it is open, specific, and spans the underlying remote-code/custom-module misloading behavior rather than one narrow manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading failure versus GGUF/gpt-oss support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both involve Transformers/v5 behavior, but one is int4 OOM and the other is tied-weights translation models; different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexError-flavored, but one is a mask/tensor length mismatch and the other is a TRL SFT embedding unpacking issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/runtime failures: grouped_mm tracing error versus tensor-parallel-only GPT-OSS MoE behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support versus chat/completions streaming on Qwen3.5-0.8B." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized versus pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is mask shape mismatch and the other is a zero-size tensor access under DeepSpeed ZeRO-3." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is image preprocessor dtype mismatch and the other is Qwen3.5 video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage versus torch/transformers version incompatibility; different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is poor text embedding quality and the other is nonsensical pipeline output; not enough to confirm one concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both touch Qwen video input, but one is a broad v5.3.0 regression across multiple models while the other is a specific apply_chat_template feature/token mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen multimodal/config issues: text_config unwrapping versus uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training failures: Mistral-3 image dtype mismatch versus Qwen3.5 embedding unpacking in SFT trainer." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as the GLM5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization breakage is unrelated to flash-attn fallback selection." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same underlying remote-code/custom-module loading bug: one reports leaf-directory cache collisions, the other loads the wrong custom module after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is a different problem from translation-model tied weights in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback logic." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is too broad and not the same concrete bug as tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the docs run-command removal." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as documentation mentioning a removed command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation-message issues, but 45183 is broad input_ids/inputs_embeds XOR logic while 46463 is T5 decoder-input validation; not clearly the same code path." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is well grounded in the packet and stays conservative on the soft-edge calls. The only accepted pair, issue:45632 and issue:45698, is plausibly the same remote-code/custom-module loading bug family, and selecting the open, broader report as the canonical anchor is supported by the packet. No other pair is asserted as duplicate without enough evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "82c06562de800ae6a76545879908bf8de387cbc9b01c8b4733e7396fbd5c8384", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate pairs around the Transformers v5 non-persistent-buffer regression and the `cache.get_seq_length()` return-type bug. Most other soft edges are only broad thematic matches and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43950 is the best umbrella issue for the non-persistent-buffer regression: it states the bug in the broadest form and directly matches the closest duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest cluster anchor overall because it captures the shared root regression more generally than the narrower follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; both are tokenization/loading problems, but not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/training failure versus an invalid-method call in a different model." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same Transformers v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example bug and the other is a model quality discrepancy; not the same code-path issue." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Different regressions: missing config fields with `trust_remote_code` versus buffer materialization corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different Trainer/DeepSpeed failures with no clear shared root cause." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/serialization-related, but the specific incompatibility and storage-object error are distinct." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen-related failures: dtype mismatch under autocast versus a 3D position_ids attention-path issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same `cache.get_seq_length()` contract bug: both say it returns a Tensor instead of an int, with different downstream manifestations." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure details differ and do not clearly share one fix." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "General tokenizer/version concern versus a SigLIP2 embedding-quality report; too broad to be the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 symptoms, but zero probabilities and worse text embeddings are not clearly the same underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "`inv_freq` reading uninitialized memory after `to_empty` is a specific manifestation of the same non-persistent-buffer initialization regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Both are loading errors, but they concern different models and different broken code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 complaints: embedding quality versus HF/JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures: flash-attention crash versus CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but gradient checkpointing/LoRA inefficacy and int4 reserved-memory growth are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure mechanisms; no shared underlying bug is evident." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model loading problems; one is a tokenizer error message, the other is a model load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise complaint versus a specific model load failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated tokenizer/detokenization issue versus a Python 3.13 flash-attn import error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading area, but the titles point to different symptoms and likely different causes." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are MoE/memory-related, but the specific problems are distinct." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape error versus early-stopping metric handling; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` config-field loss is a narrower symptom, but not enough to treat as the same issue as broad remote_code breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and errors: DeepSpeed ZeRO-3 loading versus FineGrainedFP8Config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression versus flash-attn fallback gating; different fixes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-specific load/runtime failures with no clear shared code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export issue for a missing model class versus bitsandbytes constructor incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model failures and different missing APIs; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different MoE/device bugs: MPS histogram type error versus device mismatch in Gemma4 PLE." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft-edge pairs look like genuine same-bug duplicates based on the titles alone: the non-persistent-buffer regression cluster and the `cache.get_seq_length()` contract bug. The rejected pairs are generally cautious and do not overclaim a shared root cause from 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": 24, + "review_unit_index": 5, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "517436269d17a1f79f106287ecd39da4bbf185970d8f11c16ba0228b620dc230", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, centered loosely on Transformers v5/v5.3 compatibility regressions around tokenizers, model loading, and multimodal/video paths. Only a handful of soft edges look like true duplicates; the rest are related-topic but not the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella representative: it captures the recurring recent-version model-compatibility/loading regressions that dominate this cluster, even though it is not a perfect duplicate of every item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best cluster representative because it is the most general and central compatibility-regression report among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: a Mistral regex patch crash vs. flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but one is remote-code compatibility and the other is a Gemma4 device placement mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Related to model registration/loading, but not the same concrete failure path." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA warnings, but one is a broken hf4.x->hf5.x load path and the other is only a config warning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs. device mismatch under auto mapping." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but the Kimi tokenizer codec issue is a distinct bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: stale pipeline task references left behind after v5 removed those tasks." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer corruption regression in v5 caused by tokenizer/pre-tokenizer handling." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated failures: bitsandbytes/Int8Params keyword incompatibility vs. YOLO multi-GPU device-map issues." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model construction/loading, but one is composite Qwen config unwrapping and the other is remote-code config_class handling." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied-weight bug in Mistral3, the other is a from_pretrained buffer corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` keyword-argument incompatibility during weight/parameter initialization." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are remote-code/model loading regressions, but the concrete AttributeError differs from the broader breakage report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are Whisper/audio related, but one is a broad model run failure and the other is a specific fbank helper issue; not enough evidence they are the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen training, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with model_accepts_loss_kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is a LoRA effectiveness issue and the other is a missing support flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors and code paths: custom Trainer loss signature vs. mask/tensor shape mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading failures, but for different architectures and no shared concrete mechanism is evident." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen ZeRO-3 loading problems, but the model variants and missing-weight symptoms are too different to safely merge." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer loading complaints, but the Voxtral error-message issue is separate from the sleng-bert load failure." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different paths: RLHF NaN/SDPA fallback vs. flash_attention crash on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask/index shape-mismatch error; likely the same underlying indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same Qwen video-input regression family in v5.3.0, affecting the same multimodal video-processing path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs. segmentation-map processing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated: Qwen3.5 PagedAttentionCache crash vs. NemotronH checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different model families and different weights-loading paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is indeed mostly a loose set of v5/v5.x compatibility/loading/tokenizer regressions with a few clearer duplicate pairs, and the representative choice of issue 45020 is conservative enough. The soft-edge rejects are well supported, and the accepted pairs are plausible from the packet titles without overstating evidence. One minor caution is that a couple of accepted pairs (especially the video/tokenizer ones) are somewhat broad, but still reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "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:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45276", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858" + ], + "soft_pairs": [ + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44910|issue:46858", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:42915|issue:44756" + ], + "prepared_review_unit_hash": "80c2886eb6eed5a79a5c49d32ef4f9758b2c357182fbae60b9783152d15d6975", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38012, + "estimated_input_tokens": 9503, + "estimated_eval_tokens": 19262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with a few clear duplicate pairs around v5 regressions and SigLIP2/custom-model initialization.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43644 is the cleanest anchor: it has an exact duplicate later report (44534) and describes a concrete, well-scoped v5 regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue candidate because it is precise, regression-focused, and directly duplicated by a later report with the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Deepspeed zero3/BertModel index error vs a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope/position-id scaling vs Qwen3.5-MoE uninitialized inv_freq after meta materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated requests: GGUF gpt-oss architecture support vs a Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 code paths: FSDP2 shared_kv_states rebuild vs device_map auto PLE device mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: Deepspeed zero3 with non-pretrained BertModel vs broad torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: missing Qwen2.5-VL export/import vs meta-device model loading issues." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/attention related, but the concrete bugs differ: 3D position_ids vs device-tensor seq_length arithmetic." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: Qwen3MoE FP8 config failure vs meta-device loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; the notebook case is just a reproduction environment for the broader v5 breakage." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention bugs on different models: Bamba SDPA/torch.compile vs Qwen3.5 flash-attention position_ids misinterpretation." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "No common bug: Qwen3-vl video processing StopIteration vs an MPS histogram int limitation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: failing 3d_parallel.py execution vs GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but the actual issues differ: compiled flex_attention on torch>=2.9 vs a torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems: Qwen3-vl video embedding failure vs TRL SFT unpacking embeddings." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different regressions: missing GenerationMixin import vs Qwen3MoE FP8 failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different root causes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: Gemma4 PLE device mismatch vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: tokenizer mapping/add-new-model-like failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 base-patch16-224 inference bug; both report broken/nonsensical outputs from the same model." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and models: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-input index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation issues affecting different models; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "No shared underlying issue: Deepspeed zero3 BertModel index error vs tokenizer mapping/name handling." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: zero3/BertModel index-out-of-bounds vs mask-shape mismatch in another path." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA hf4.x/hf5.x incompatibility vs BitNet packed-weight handling during accelerate loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different problems: tokenizer mapping/add-new-model-like failure vs generic mask/tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different runtime issues: dequantized model offload with device_map=auto vs disabling mmap on Strix Halo to avoid OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is conservative and grounded in the packet. The choice of issue:43644 is well supported by the identical later report 44534 and the v5 regression framing. The soft-edge verdicts mostly avoid overclaiming, and the two accepted pairs (43645/43646 and 38175/43994) are reasonable based on the issue titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:44079|issue:46829", + "issue:43425|issue:43957", + "issue:45663|issue:45759" + ], + "prepared_review_unit_hash": "c0778d855e035262752ecd24d97074a76a65d4907e2eef05270cf55faebaf71b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous. The only plausible duplicate pair from titles alone is the two BERT loading failures (`ScandiBERT` / `sleng-bert`); the rest look like separate regressions, including the `ModelOutput` and VideoPrism reports, which are not clearly the same bug from the packet.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44488 is the best cluster anchor because it is the more detailed representative of the only clearly related issue pair and is the stronger candidate for consolidation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is the most representative issue in the cluster\u2019s only likely duplicate pair and has the richer discussion trail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are current/latest-version load failures for BERT-style checkpoints, and the titles do not suggest meaningfully different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different symptoms: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is composite-checkpoint loading and the other is `from_config(dtype=...)` leaving config stale; different bugs." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are unrelated code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but ZeRO-3 weight loading and incorrect visual-encoder save keys are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "No clear shared bug: an invalid method call in a model implementation versus a broken official example." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but the titles point to different checkpoints and one is tokenizer-specific; not enough to merge." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 issues, but one is buffer initialization and the other is notebook custom-model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example quantization issue and the other is incorrect inference output." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different topics: Qwen3 MoE LoRA compatibility versus `resize_token_embeddings` behavior." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7 test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different memory symptoms in different settings: MoE training versus int4 quantization reserved-memory OOM." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but with different models and different failure signatures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and optimizer argument handling are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different `resize_token_embeddings` symptoms; not enough evidence of the same bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different model families." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 processor AttributeError are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar `resize_token_embeddings` wording, but the affected model internals differ and the titles do not indicate the same root cause." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/load `extra_state` handling is a different bug from the `_is_hf_initialized` argument error." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Vocabulary-size/token mismatch is a different issue from model loading failures." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to GLM5." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and different symptoms: CUDA assert on auto device mapping versus batched inference leakage." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "A generic `ModelOutput` key-assignment regression and a VideoPrism/ImageClassifierOutput field mix-up are not clearly the same bug from the packet." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are different regressions." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different Gemma/Qwen composite-model problems with unrelated failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is broadly grounded, but one soft-edge acceptance is too assertive for the evidence available. In particular, `issue:44079` and `issue:46829` are not clearly the same bug from the packet alone: one is a generic `ModelOutput` key-assignment regression, while the other is a VideoPrism/ImageClassifierOutput field mix-up. Calling the latter a downstream manifestation of the former goes beyond the titles/metadata. The canonical/root-cause language is also a bit stronger than the packet supports. The other rejections are conservative, but this overstatement makes the result too aggressive overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:43611|issue:43645" + ], + "prepared_review_unit_hash": "7edae31313e5d8738ebb88f32b60c99d858e4088ae52bdfd7ff7366311562c57", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster. The only clear duplicate family is the resize_token_embeddings regression affecting output/decoder embeddings across Gemma4/t5gemma variants; most other pairs share a subsystem or theme but not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic statement of the resize_token_embeddings propagation bug; 45276 and 45335 look like model-specific manifestations of the same underlying failure.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best umbrella issue for the resize_token_embeddings regression family because it is model-agnostic and subsumes the more specific embeddings complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different model-specific bugs and not clearly the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is an offloading issue and the other is an int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated bugs: LoRA gradient checkpointing vs a T5/apex memory leak." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are loading/quantization related, but the specific breakages and code paths differ." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific runtime problems: Gemma4 FSDP2 shared_kv_states vs Qwen3_5Moe CPU offload compatibility." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but one is an int4 quantization memory regression and the other is mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Checkpointing in PEFT LoRA and checkpointing in eval mode are distinct bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: batched audio embedding leakage vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model internals and failure modes; only broad architecture overlap." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is not the same as the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the broader output-embedding propagation failure." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Related Nemotron area, but one is checkpoint loading and the other is an example breakage; not clearly the same defect." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video input path vs strict config loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load custom models, but one is file permissions and the other is wrong module resolution." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but BPE marker handling and continue_final_message are distinct bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "One is a model-loading test failure, the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug; 45335 is another model-specific symptom affecting decoder.embed_tokens." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model-loading issues, but they involve different models and different failures." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and Trainer resume/max_steps are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom model init and extra_state save/load handling do not describe the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both touch tokenization, but speed regression in convert_tokens_to_ids is unrelated to encode/decode space stripping." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite wrong token IDs and slow convert_tokens_to_ids are different tokenizer regressions." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and generic tokenizer version differences are not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5.0.0 custom-model regressions, but one is about base_model_prefix loading and the other about notebook initialization; too different to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative overall. The resize_token_embeddings family is the only clearly supported duplicate cluster, with 45292 serving as the generic umbrella and 45276/45335 as model-specific manifestations. The other pair verdicts are appropriately cautious and do not overclaim sameness from subsystem/theme overlap alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46665", + "issue:46821", + "issue:46869" + ], + "soft_pairs": [ + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:44737|issue:45859" + ], + "prepared_review_unit_hash": "93acf0e8db7b8888270de0481c8a98e3474b3b846b2a397b84bf0e3ee03a2157", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37636, + "estimated_input_tokens": 9409, + "estimated_eval_tokens": 19074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regression reports, with a shared theme of loading/tokenizer/model breakage but not a single concrete bug. I did not find any soft pair that looks safe to merge as a duplicate, so all soft edges are rejected.", + "confidence": 0.49, + "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set, making it the best anchor for a heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most general, user-facing failure mode among these issues and serves as the cleanest umbrella, even though the cluster is not tightly unified.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different code paths and symptoms: Whisper pipeline language return vs generic from_pretrained behavior in Python classes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 PagedAttentionCache crash vs tokenizer template compilation error." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different problem domains: flex_attention compilation on torch>=2.9 vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Both are device/runtime issues, but one is Torch version incompatibility and the other is multi-GPU device-map loading for YOLO; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue is unrelated to Mistral3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is a different failure from Gemma4 PLE device placement." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an earlier issue is unrelated to the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed/changed pipeline APIs and are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different root causes: video-input regression vs mask/tensor shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template node compilation error." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failures: CamemBERT prediction drift vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs from SigLIP2 are not the same bug as ModelOutput key assignment with None values." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Export failure with torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is a different tokenizer bug from gguf_file breaking from_pretrained for auto model/tokenizer loading." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption via sinq is unrelated to continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state handling in save/from_pretrained is a different API path from unwrapping text_config in from_config." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Different problems: isolated reproduction of an earlier issue vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a v5 dev regression for MoE models and the other is a specific weight-shape mismatch; too different to merge safely." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Separate tokenizer-loading bugs for different model families and causes; not the same underlying failure." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency for Qwen3 MoE is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling is not the same as TimesFM window_size attribute errors." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load failures, but with different models and distinct mechanisms (sleng-bert load failure vs Mistral regex patch crash)." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-specific loading failures with no clear shared code-path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder tokenizer output corruption are related to tokenizers broadly, but not clearly the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different subsystems and failures." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions involve different models and bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral3 dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different execution paths, so they are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326", + "issue:46869" + ], + "soft_pairs": [ + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43582|issue:43632", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:43646|issue:44534", + "issue:44849|issue:45325", + "issue:44403|issue:45081", + "issue:45084|issue:46869", + "issue:43645|issue:44534", + "issue:43792|issue:46869", + "issue:43377|issue:43819", + "issue:44464|issue:45987", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "379a65c001cb4689ce767c72ccd57650d61ca8e5fd1f40195666e8f519c10cf4", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers bugs. A few pairs share broad themes like v5 regressions, audio processing, or tied weights, but none look like the same concrete bug/change, so all soft edges should be rejected. If an umbrella issue must be chosen, the broad v5 custom-model initialization regression is the best representative.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the broadest, most umbrella-like regression report in the set: it describes a generic Transformers v5 custom-model initialization breakage and is the closest fit to the other v5-init/buffer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most generally representative issue title here and could serve as the nearest umbrella for nearby v5 initialization complaints, even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping / add-new-model-like vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention failure." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a specific model is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and linear_attention cache crash are different concrete bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failure." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal iterable-dataset loading are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper skip_special_tokens decoding and empty-transcription generation after align_special_tokens are different failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading a specific BERT model." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature issues, but they describe different failures and no shared concrete code-path is evident." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in extras and an unsupported tensorflow_text backend name are distinct packaging/backend issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset batching and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-method conflict is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF-from_pretrained breakage and a Qwen2.5-GGUF v5 loading failure are related in theme but not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map dequantized offload failure is unrelated to the Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading failures on transformers>=5, but different models and likely different tokenizer/model incompatibilities." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but custom model initialization and non-persistent buffer junk are different regression types." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope-index temporal scaling." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation failure and YOLO multi-GPU device-map auto failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom-model init breakage and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO device-map auto failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching issue and DAC from_latents/forward mismatch are different audio-model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache sequence-length type mismatch are different generation/caching issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is untied weights in Mistral3 and the other is device-dependent serialization behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46821" + ], + "soft_pairs": [ + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44291|issue:44589" + ], + "prepared_review_unit_hash": "4afee39c74cf9b81be3492713c661bfe63ab3ccdf5707f879e3dcab2903ea7c8", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are unrelated issue reports despite superficial tokenizer/model-loading overlap. I would only treat the Qwen3.5 save_pretrained reports as the same underlying regression; the rest look like distinct bugs affecting different models, code paths, or symptoms.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the best canonical issue: it reports the broader Qwen3.5 save_pretrained regression earlier, and 45357 reads like a later, more specific continuation of the same checkpoint-saving bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative bug report in the set because it names the regression source clearly (save_pretrained) and covers the broader failure mode, making it the best anchor for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 wrong outputs vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but the failure modes and targets differ (ScandiBERT load vs Mistral regex patch crash)." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Distinct model-specific loading regressions; no clear shared bug path." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Trainer early-stopping metric resolution and token-count tracking are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different transformer-v5 breakages: FP8 config handling vs unexpected _is_hf_initialized arg." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Separate tokenizer/model-loading issues with different root causes and model families." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compilation issue vs image processor size mismatch; not the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict is a tokenizer API bug; the other is a model/tokenizer load regression." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but on different models and different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different float8 / init regressions with no shared concrete failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated v5 model-init flag breakage vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint corruption; 45357 is a later, more specific manifestation of the same bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer-load error and Qwen3 auto device-mapping cuda assert are different failures." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer loading regression, the other is a performance slowdown in convert_tokens_to_ids." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs granite_speech config strictness." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading-noise complaint are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading regression and non-persistent-buffer corruption are unrelated transformer-v5 issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding_window bug are distinct." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the rope-index temporal-position bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Speech fbank feature extraction and compiled flex_attention are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behaviors." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer load failure; no shared underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Model-init flag issue and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen vision models, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/runtime failures with no shared code-path evidence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted linkage, issue:45216 with issue:45357, is well supported by the titles as the same Qwen3.5 `save_pretrained` regression. The other pairwise rejections avoid overclaiming and do not rely on unsupported root-cause assertions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:42796|issue:46710", + "issue:41553|issue:43582", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:43296|issue:46821", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:42796|issue:45381", + "issue:44291|issue:44877" + ], + "prepared_review_unit_hash": "33de6e5b139896d417b718aa72793d52a1eb0393d7683bcb324e9668d0343104", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster of mostly unrelated issue reports, with only a couple of clear duplicate pairs. The strongest true duplicates are the Qwen2.5-VL position-id reports and the SigLIP2 correctness reports; most other soft pairs are same subsystem but not the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the broadest and most representative concrete regression report in the set, centered on Transformers v5 model-loading/init breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best triage anchor overall: it is specific enough to act on, broad enough to represent the main regression theme, and has the clearest duplicate-like neighbor in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs: tokenizer BPE-marker handling vs a model accuracy regression after upgrade." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures in different areas: AutoTokenizer loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different models and symptoms: GGUF loading failure vs missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different code paths: generation with `inputs_embeds`/`past_key_values` vs multimodal fine-tuning with multiple images." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: `ModelOutput` key bookkeeping vs Gemma4 FSDP2 shared KV state handling." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: GGUF model loading vs CLIPTokenizer max-length handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is `_is_hf_initialized` handling and the other is non-persistent buffer serialization; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer issues: runtime post-processor updates vs missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Same broad model family, but sliding-window behavior and `init_empty_weights` argument handling are distinct code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Related packaging/backend theme, but one is missing TensorFlow in the torch extra and the other is a backend detection issue." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device-map/offload loading failure vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated bugs: `ModelOutput` key assignment vs junk-filled non-persistent buffers." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer loading, but one is ignoring `tokenizer.json` and the other is wrong token IDs for Granite; not enough evidence they are the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is tied to flash-attention 3 and the other to a single-label classification loss edge case." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different model/pathology: MIMI padding-mask batching bug vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different products and failures: PaddleOCR-VL load in vLLM vs TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 init/load regressions, but one is `base_model_prefix` loading and the other is custom model initialization; similar area, not clearly the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading issues: Video-LLaVA tower/weights problem vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different models: Video-LLaVA architecture issue vs Qwen3.5 `save_pretrained` visual-key regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: buffer serialization junk vs `ModelOutput` key handling." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different topics entirely: TensorFlow packaging/backend vs PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: `torch.export`/`torch_compilable_check` vs bf16 dtype mismatches in inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL position-id/rope-index bug affecting still-image and video paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness regression: one reports the HF-vs-JAX discrepancy, the other its broken AutoModel/pipeline behavior." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: iterable-dataset multi-image finetuning failure vs Qwen2.5-VL position-id computation." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL position ids vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related around tied `lm_head` weights, but one is a missing tie causing bad generation and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different bugs and models: Qwen3MoE FP8 config failure vs Qwen2.5 GGUF loading failure." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Different areas: tokenizer BPE-marker handling vs Qwen2.5-VL position-id logic." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading problems: `_is_hf_initialized` init arg handling vs strict config rejection for `granite_speech`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. The two accepted pairs are plausibly the same underlying bug family from the issue titles, and the rejected pairs are generally framed as related-but-distinct rather than overstated as duplicates. The canonical/best-issue choice for 43611 is also supported by the titles in the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "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:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43828|issue:46821", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43526|issue:43883", + "issue:43572|issue:45759" + ], + "prepared_review_unit_hash": "18ff378962f94523322fb258df95386765683cc50bf64c11edccb9a43c764b26", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft edges mostly connect superficially similar issue titles, but they span different models, features, and code paths. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated regressions across loading, tokenization, multimodal processors, training, export, and inference, so the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to keep one representative, issue:43873 is the broadest and most active open report, but it still only covers quantization/offloading and should not act as an umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Both mention odd model behavior, but one is a quantization/offload issue and the other is a tokenizer/version regression; different failure modes and code paths." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume/checkpoint key mismatch is unrelated to Qwen2.5-VL RoPE position scaling; only a loose training/inference similarity." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is not the same as torch.export failing on torch_compilable_check; distinct subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter loading from local checkpoints." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss is a model evaluation issue, while Whisper's failure is an empty-transcription special-token bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal regressions, but one is a v5 video-input regression and the other is a Gemma4 PLE device-map forward mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V-9B loading failure and loading cjvt/sleng-bert are unrelated model-loading problems." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different APIs and bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba torch.compile+SDPA failures affect different model internals." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/processor issues; Qwen2.5-VL finetuning fails in dataset handling with multiple images per prompt." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve model math/runtime issues, but Bark CPU-offload device mismatch is not DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are tokenizer-specific, while torch.export export failure is a compiler/export path issue." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert and Gemma4 PLE forward device mismatch are separate model families and error sources." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-padding-mask inconsistency is an encoder bug; OmDet-Turbo is a processor output-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is an off-by-one in streaming window masking; the other is a tokenizer performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta-v3-base special-token insertion regression is a tokenizer-specific bug, unlike the broader wrong-token-IDs regression across multiple models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths and model families." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError do not share the same underlying bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying issue and BitNet packed-weight unpacking during accelerate loading are unrelated loading/model-structure bugs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language model and ineffective gradient checkpointing with PEFT LoRA are different training/evaluation problems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3MoE FineGrainedFP8Config support." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5-era issues, but they concern different mechanisms and symptoms." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "device_map auto dequantized model offload and quantization/offloading not working as expected are related at a high level, but the concrete failures are different and not mergeable as one bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Molmo missing all_tied_weights_keys are unrelated processor vs model attribute bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config for composite Qwen multimodal configs." + } + ] + }, + "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": 24, + "review_unit_index": 14, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + 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"LayoutLMv2Tokenizer crashes and dtype mismatches in bfloat16 inference are different subsystems and failures." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure is unrelated to early stopping requiring metric_for_best_model." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping assert and inability to run 3d_parallel.py are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload not working and disabling mmap on Strix Halo to avoid OOM are different root causes and fixes." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder omission is not the same as the static-cache seq_length device-tensor bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume max_steps calculation are unrelated training/loading issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression with images is unrelated to version-dependent tokenization behavior." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram_int failure and TimesFM window_size AttributeError are distinct backend/model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as Bark CPU-offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding and processor 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"FineGrainedFP8Config failure and dequantized-model loading with cpu/gpu offload are different quantization/loading bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with str.to and Gemma4Processor missing _tokenizer are similar in area but not the same concrete failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are distinct 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": 24, + 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"error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 16, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43540|issue:46858", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:45704|issue:45923", + "issue:42886|issue:44843" + ], + "prepared_review_unit_hash": "337cf23d5fd3c13ce417c4786925329f99d1fd38f87d44ddcc3085f908da25ef", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36496, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. Nearly all pairs are different bugs in different models/subsystems. The only clear duplicate-like match is the offline tokenizer/cache loading failure pair: issue:42886 and issue:44843.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it identifies the specific root cause (`model_info()` called unconditionally in `_patch_mistral_regex`) behind the broader offline tokenizer/cache failure reported in issue:42886.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest global representative of the one true duplicate pair in this cluster; it is specific, actionable, and explains the symptom in issue:42886.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: local-path trailing-slash warning vs undefined variables in multimodal video token counting." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming chat/completions crash." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths: `gather_for_metrics` label truncation vs SAM3 PCS text/bounding-box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: Bark CPU offload device mismatch vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different functionality: TrainerState token counter bug vs generation with `inputs_embeds`/`past_key_values`." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different issues: Qwen3OmniMoe video input ValueError vs cache seq_length/device-tensor arithmetic in `_prefill`." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Same broad theme of window sizing, but different models and failures (`sliding_window` vs `window_size` AttributeError)." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset processing and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen family configs, but one is `from_config` unwrapping and the other is CPU-offload rotary embedding behavior." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different save/load regressions: incorrect visual encoder keys vs text encoder weights not loaded." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different config problems: `post_init` validation for PatchTSMixer vs `num_labels` propagation in Qwen3.5." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding window bug vs missing `Float8_e4m3fnStorage` type." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization vs inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-argument error is a tokenizer construction bug, not the same as loading ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime issues: Perceiver interpolation failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention `num_labels`, but one is config propagation and the other is a zero-loss classification bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: model loading failure vs image processor requiring torchvision." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both are training-related, but one is checkpointing in eval mode and the other is a ZeRO-3 gradient anomaly." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches, but for different model families and distinct failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen-related problems: warning about `tie_word_embeddings` vs incorrect visual encoder keys on save." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different areas: SmolVLM video padding bug vs FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load issues: PEFT local checkpoint loading vs quantized model round-trip after save_pretrained." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token-related configuration, but one is runtime post-processor updates and the other is config persistence for custom token IDs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Completely different issues: gradient checkpointing eval-mode restriction vs T5 memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different concerns: apex RMSNorm leak vs missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading failure; 44843 gives the specific root cause (`model_info()` called in `_patch_mistral_regex`) that explains 42886's cache-load breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like pair, issue:42886 and issue:44843, is well supported by the titles, which describe the same HF_HUB_OFFLINE tokenizer-cache failure with 44843 giving the more specific cause. The other pair verdicts read as appropriately cautious given the distinct titles and subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:44008|issue:46858", + "issue:43531|issue:43643", + "issue:43611|issue:46665" + ], + "prepared_review_unit_hash": "18e30f02d3adffa0c5369f220f98fd9f4c66e9af46d6efe4b61519614bcb6cdd", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives across unrelated Transformers bugs. Only one soft edge looks like a true duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template reports about batched input with padding=False.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44514 is the best canonical for the confirmed duplicate pair: it reports the same apply_chat_template batched-input/padding=False crash as 44545, but is earlier and has the fuller report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best local anchor in this cluster, but only for the one confirmed duplicate pair; the rest of the cluster is too mixed to justify a single global canonical beyond that.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same function, same batched-input padding=False crash, and same underlying bug report." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/evaluation flows, but one is a Qwen3.5 embedding/SFT issue and the other is a generic train-then-evaluate failure." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: composite multimodal config unwrapping vs missing gradient-checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated code paths: Mamba2 use_cache correctness vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention multimodal/quantization topics, but one is a docs/example failure and the other is an offloading behavior bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is a different issue from quantization offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer internals, but one is runtime post-processor updates and the other is mask-token registration/empty decode." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen variants and different failures: weight_only loading vs video position-id computation." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a stale indexer on second forward and the other is a static-cache seq-length tensor issue in prefill/compile." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer backend post-processor updates are unrelated to LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Shared Mistral-regex theme, but one is an AttributeError in patching and the other is a Kimi-K2.5 codec/regression warning issue." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs a transformers.GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API forwarding bug; no shared underlying code path." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: VideoPrism output field mix-up vs RT-DETR feature-level mismatch TypeError." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Static cache seq-length return type bug is unrelated to VideoPrism hidden_states assignment." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems: BitNet packed-weight loading vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to BitNet accelerate loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression is different from Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA bug is unrelated to DiaConfig token-ID persistence loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument conflict does not match the sleng-bert model-loading report." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but one is Qwen3OmniMoe input processing and the other is chat-template token/feature alignment in Qwen3.5." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel zero3-init index error and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Vision-position-id handling and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision is unrelated to static-cache seq-length tensor arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The one accepted soft edge is well supported by the nearly identical issue titles and closely matching descriptions; the remaining verdicts are appropriately cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "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:46032" + ], + "soft_pairs": [ + "issue:43618|issue:43697", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44220|issue:44661", + "issue:43643|issue:44877", + "issue:41720|issue:44991", + "issue:43335|issue:43756", + "issue:30064|issue:36331", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:44479|issue:45834", + "issue:43388|issue:46032", + "issue:43550|issue:45072", + "issue:43825|issue:43994", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "0619e9294eb1bf859831e3a56b3ce3f38972907a6b5ff4104ed4ffb821f69a8b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a semantic false positive: the issues span unrelated bugs across many different models and subsystems (tokenizers, configs, multimodal processors, training, inference, docs, and CI regressions). None of the soft edges look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one concrete bug or fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative; picking any one would misrepresent the rest of the cluster because the failure modes and code paths are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different model families and different code paths (CLIPOutput vs RTDetrV2 outputs)." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-size failures are separate model-specific issues." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and the add-new-model-like script failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA asserts and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are different model bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Segmentation-map processing and CustomTrainer loss-signature handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA behavior in Bamba is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different concrete failures: offline model_info call vs backend_tokenizer attribute error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe and Gemma3n variable collision are different multimodal bugs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and v5 docs cleanup are not the same bug/change." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-compilation TypeError are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both mention tokenizers, but they are different tokenizer/model failures with different symptoms and fixes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different output regressions in different models; no shared concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are separate issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and degenerate zero-loss classification are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation faults and MPS histogram support are unrelated runtime issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are device/dtype mismatch reports, but they affect different models and execution paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering on tuple labels and Mamba2 cache corruption are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and bfloat16 dtype mismatches are not the same code-path problem." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs/error-message regression and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n audio mask name collision 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": 24, + "review_unit_index": 19, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:44291", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45987", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43950|issue:45987", + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:43421|issue:44811", + "issue:46294|issue:46463", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "b3d9941364c15a95f7ec8c6a591efb58ffc22d2116e3d3b295945df052c85b97", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35988, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate/merge candidates stand out: the pairs mostly share broad theme words (tokenizer, loading, dtype, video, etc.) but describe different concrete failures, models, or code paths. I would keep them separate and use the most active, well-scoped bug report as the cluster representative.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43749 is the best cluster representative: it has the highest discussion/inbound-reference activity and a concrete, reproducible regression around FSDP CPU RAM-efficient loading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the strongest global issue candidate because it is high-signal, actionable, and clearly describes a specific broken loading path with visible user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: Blip2 dtype/state loading vs Video-LLaVA missing temporal attention and near-duplicate weights." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated failures: non-persistent buffer corruption during from_pretrained vs StaticCache.get_seq_length return-type mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different models and code paths: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different dtype-related issues: Apple Silicon allocator warmup TypeError vs from_config leaving config.dtype stale." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Different tokenizer issues: runtime special-token post-processor update vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different problem areas: Qwen3.5 video token/features mismatch vs T5 decoder-input validation error message." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and pipelines import dependency failure are unrelated regressions." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Broadly related to remote_code, but one is a specific removed helper and the other is a general remote_code breakage report." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different Qwen3-VL loading/shape problems: weight mismatch vs missing linear_attn TP plan entries." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs in different models: Qwen3OmniMoe video processing vs Qwen2.5-VL vision_position_ids." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message issue vs documentation still referencing removed pipeline APIs; not the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: OmDet-Turbo preprocessing mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different training/runtime failures: mask shape IndexError vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer spacing bug may be related thematically, but the second issue is a broader slow/fast inconsistency report, so this is not clearly the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs init_empty_weights/_is_hf_initialized argument error." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model loading, but one is a Jupyter/v5 regression and the other is generic from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated dtype/precision problems: Blip2 model dtype mismatch vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different reports: CamemBERT masked-LM prediction correctness vs version-dependent tokenization changes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different areas: backend dependency packaging vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different functionality: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different issues: unsafe sys.modules access vs CLIP model structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but they affect different models and different padding/count logic." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC.from_latents vs forward-pass mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL regressions: weight_only loading error vs rope-index scaling of still-image positions." + } + ] + }, + "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": 24, + "review_unit_index": 20, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:43550|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "ce38b97ec2560ed423633e34db26ff4bdad02025357cff3b835b8539433e957f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers bugs; the soft pairs are only superficially similar and should all be rejected. The broadest umbrella candidate is the remote_code loading regression report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-style report in the set and is the best fit as a cluster anchor for recent loading/regression failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most suitable global representative because its title is broad enough to cover multiple nearby loading-path regressions, unlike the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer/processor AttributeErrors in different models and code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is a missing import and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure vs MXFP4 load fallback; different mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-object TypeError vs torchvision dependency regression; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error vs broad remote_code loading regression; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs removed config references in auto_mappings; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit reduce_labels bug vs RTDetrV2 output drift; different models/code paths." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 warnings, but one is a tied-weights bug and the other is a fine-tuning warning/config issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compile TypeError vs CLIP tokenizer max-length constant; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading regression vs tokenizer load failure for a specific model; different causes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction vs MPS attention correctness; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion vs multimodal token counting; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of another issue vs FP8 B200 inference failure; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error vs CustomTrainer kwarg regression; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs DiaConfig save/load metadata loss; different models." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import-path issue vs custom model initialization in notebooks; only vaguely related." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/BERT indexing crash vs post-train evaluate failure; different lifecycle bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3 sliding-window behavior vs PIL backend dependency regression; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow extra vs kernels package version requirement; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading bug vs OmDet processor size mismatch; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash warning vs accelerate/deepspeed MoE loading; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch vs MXFP4 quantization load issue; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs OmDet input-size mismatch; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading regressions, but one is trust_remote_code field loss and the other is text_config unwrapping; distinct bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load issue vs Qwen3.5 flash-attention generation bug; different models/code paths." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion vs GPT-oss OOM; completely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 21, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43540|issue:46701", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44857|issue:46832", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:45538|issue:46869", + "issue:28282|issue:34689", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "884dd0fa5043a80d9257b1fdb83be4ac4a52ed01d3decc2761c9e639a99eb935", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across loading, tokenizers, multimodal/video processing, quantization, cache behavior, and training utilities. None of the soft pairs look like the same underlying defect, so I would not deduplicate within this set.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated subsystems and failure modes, so none can represent the cluster reliably.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; if forced, issue:44479 is the broadest regression candidate, but it still does not match the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: audio chat-template sampling-rate handling vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 CUDA memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: Qwen3 MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they target different tokenizer/batch-feature code paths and different bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache area, but one is lazy-init recompilation and the other is max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related to video/multimodal paths, but this is a token-counting helper bug while 44479 is a broader video-input regression across models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Token counting with undefined helpers vs batched video processor output shape; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config failure vs loading a specific model with a key error." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading; the other is Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Not a technical duplicate; one is an invalid issue title, the other is a reproducible bug report." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Training metric update bug vs perplexity evaluation on a specific model; no shared underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different layers: init_empty_weights argument handling vs image-processor torchvision dependency checks." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and pipelines: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text output handling." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are distinct model-specific failures with different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Quantization config failure vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; different functionality entirely." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Save/load custom token IDs causing IndexError vs MXFP4 quantization fallback to bf16; unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Import-time PyTorch dependency error vs Bart generate decoder_attention_mask initialization bug." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Same RT-DETR family, but one is AMP/OOM in the loss and the other is a forward-path feature-level mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying/generation quality vs dtype loading behavior; different model init issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is codec/warning handling." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Config attribute error vs importing pipelines with a kernels dependency constraint; unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer model_max_length constant vs multi-GPU device-mapping failure for YOLO; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different load failures: missing PyTorch dependency vs a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model load failure for a specific repo vs a tokenizer max-length constant bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization; different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs TrainerState token count not updating; 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": 24, + "review_unit_index": 22, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:44849|issue:45701", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:41720|issue:43540", + "issue:44987|issue:45907", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:43540|issue:44479", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "d8c7cded80911e80ce3bd5d356bc857c06a6161a91b36a52c77d1e2fb4ebfcd6", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of mostly unrelated bug reports with a few loose overlaps around tokenization and model-loading regressions. None of the soft pairs look like true duplicates or the same fixable code-path change, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45701 is the broadest and most representative of the small tokenizer/version-regression subset; it best fits the cluster as a whole better than the very specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most central issue here because it describes a general version-dependent tokenization regression that overlaps conceptually with several nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/LM heads, but they are different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "One is a Torch compatibility complaint; the other is a kernels import requirement regression. Different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8/Qwen3MoE failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging omission is unrelated to a missing Qwen2.5-VL class import." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import absence is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both involve video/attention performance themes, but one is a functional video-input regression and the other is a long-context performance regression." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Output_hidden_states behavior in Qwen3.5 is a model-specific bug, not the same as the broader tokenization-version report." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument handling are different load-path failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train state issue is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is about model weights staying float32 while the other is about config.dtype being stale; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 failure and FSDP CPU RAM efficient loading are unrelated training/loading issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to missing PyTorch import detection." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cuda assert and video-input processing in Qwen3OmniMoe are different code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated repo/API issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both touch video inputs, but they affect different models and different errors; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "45381 is a specific qwen2.5-vl vision_position_ids bug, while 44479 is a broader multi-model video-input regression; too broad to treat as the same duplicate." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and a model-loading failure for sleng-bert are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Special-token insertion in mdeberta-v3-base and LlamaTokenizer pre-tokenizer override in v5 are different tokenizer regressions." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "These are both Qwen video issues, but they target different models and different failure signatures; not the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are related only at a high level." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero-probabilities and Perceiver non-default resolution failure are distinct vision-model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model-construction issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and a custom compute_loss signature change are unrelated trainer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." + } + ] + }, + "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": 24, + "review_unit_index": 23, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43716|issue:46701", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:43531|issue:44821", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44737|issue:45588", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "5e785c045f4c22b0bb5b4587f6aaba5b227019ec0071c511db2f1133f3e5685f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in tokenizers, configs, vision models, generation, training, and device/dtype handling. The soft pairs mostly share broad subsystem keywords but do not describe the same concrete code-path failure.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: one is an AddedToken duplicate-argument error, the other is a Mistral regex patch crash on a missing backend_tokenizer attribute." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated errors in different paths: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5, but one is about RoPE layer dropping while the other is a missing decorator for apply_rotary_pos_emb registration; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Distinct loading/runtime failures: MobileLLM config key error vs missing Float8 storage object type." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is a PIL backend processor dependency regression, the other is a tokenizer regex patch crash; different code paths and fixes." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related but describe different RoPE/position-id behaviors in different models and functions." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS not being added and the other is encode-decode spacing loss; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "One is a dtype mismatch in Mistral-3 image preprocessing; the other is a broken diffusion/generation pipeline output type. Different failures." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning problem vs stale auto_mappings references to removed configs; separate maintenance issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error; no shared code-path." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but in different models and mechanisms: BLIP2 dtype propagation vs SwitchTransformers/TimmWrapper bfloat16 inference issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an existing issue, the other is a broken Nemotron example; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch and T5 decoder input validation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; different subsystems entirely." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction report, the other is a FlashAttention2 performance regression; different problem classes." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError and BART generate unbound-local error are unrelated training/generation bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading failures and sleng-bert tokenizer/model loading failures are different model-loading issues." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output divergence and VideoPrism hidden_states misassignment are separate output-shape/field bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug vs strict config rejection for granite_speech; different config-loading behaviors." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 missing linear_attn TP plan entries are different model-parallelism bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image label reduction and zero-loss sequence classification are unrelated issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and broad AutoTokenizer wrong-ID regression are different serialization vs tokenization bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing ValueError in Qwen3OmniMoe and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet device placement bug vs flash_attention s_aux=None AttributeError; separate code paths." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload default bug and convert_rope_params_to_dict TypeError are distinct configuration-validation issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and NoneType broadcast error in Trainer are unrelated environment vs distributed-runtime failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained regression are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46829" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43819|issue:44811", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43525|issue:46701", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "6fb19a540c3a08b50812d85ebd4e8a2513720f11bcfa76147f52f6992dd37b29", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, config/loading errors, model output bugs, and training/runtime issues. I don\u2019t see a single issue that cleanly represents all items, and none of the soft edges are strong enough to merge as the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a reliable canonical for this cluster; the items span unrelated tokenizer regressions, config deserialization problems, model-loading failures, and output-shape bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue emerges from the set. The titles are too diverse for one issue to serve as a trustworthy representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: BitNet accelerate loading vs Perceiver image classification resolution handling." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but the code paths and symptoms differ; not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one is CLIP vision output regression and the other is VideoPrism output packaging." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token IDs vs T5 decoder-input validation error; no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but one is a device-dependent serialization issue and the other is a broader translation-model regression." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both are model/config loading problems, but they concern different artifacts and different failure mechanisms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related loading failures, but for different tokenizers and different error conditions." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke tokenizer task failures are separate bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading index error vs trainer evaluate-after-train failure; different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config attribute error is unrelated to DiffusionGemma pipeline output handling." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different codepaths and symptoms." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM loading are unrelated training/runtime bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage is distinct from the mistral-regex offline model_info call." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but they fail for different reasons and at different stages." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import dependency breakage and Windows ROCm torch.distributed issues are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 cleanup-space behavior change and the other is a CodeLlama round-trip spacing issue." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but tensorboard-without-TensorFlow and tensorflow_text mapping errors are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions involving tokenization/processor flow, but they affect different models and different mechanics." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token handling is a broad theme, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are separate failure domains." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model-configuration bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is not the same as Blip2 dtype preservation." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token decode failure in BigBird and DiaConfig token-id loss after save/load are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are distinct generation/cache 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": 24, + "review_unit_index": 25, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "486ec51859f63e939804d27763477a8b8fa6fc3abab3ca2105f0cc69d87d668f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers issues across training, tokenization, multimodal processors, generation, loading, and quantization. None of the soft pairs look like the same underlying bug or change, so I did not accept any duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these reports span unrelated bugs and subsystems, so none is a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue: any choice would be arbitrary because the cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline Mistral regex patching and the other is a separate tokenizer failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression in Qwen VL models; the other is missing num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the root causes are different: Gemma3 sliding-window attention vs classification-head init/checkpoint behavior." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different code paths and failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import errors are unrelated issues." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing is a different generation bug from beam-search cache reorder being skipped for certain models." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType errors are not the same as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization tied-weights inconsistency is separate from sinq quantization save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure for BEiT segmentation is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "A Qwen3.5 correctness bug with flash-attention is distinct from a broader FA2 long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig trust_remote_code is different from removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as Qwen3.5 TP-plan missing linear_attn entries." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different model-specific bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor/model size mismatch do not share a bug path." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in evaluate is not the same as auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss num_items_in_batch signature mismatch are different trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False handling and the other is tool-call messages with no content." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as SigLIP2 implementation divergence from JAX." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking and MLukeTokenizer AttributeError affect different components." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the unreleased PEFT version bump." + } + ] + }, + "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": 24, + "review_unit_index": 26, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46399", + "issue:46489", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:44849|issue:46209", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:46209|issue:46710", + "issue:43646|issue:44466", + "issue:44849|issue:45357", + "issue:33357|issue:33666", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:46399|issue:46846" + ], + "prepared_review_unit_hash": "604d81b3ad7577c848a41359337e218147e4bd767df66f54761d187c035affa0", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36411, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct tokenizer, loading, model-parallel, or config regressions rather than duplicates. I did not find any soft pair that clearly describes the same concrete bug/change, so all soft edges are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "No single duplicate cluster stands out; if one issue must anchor the set, issue 45812 is the strongest high-signal regression report because it describes a broad silent v4\u2192v5 tokenizer break affecting all Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best standalone representative: broad impact, concrete regression framing, and multiple inbound references make it the clearest triage target in this group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: SigLIP2 model behavior vs pipeline translation-task messaging/support." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import conflict are unrelated code paths." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issue and FP8/B200 inference issue are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is separate from missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Loader gguf_file regression and ScandiBERT load failure do not share a concrete root cause." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are different symptoms and subsystems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are separate API issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "BPE marker handling and Qwen3.5 flash-attention generation are not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype drift and ZeRO-3 gradient growth are both training-related but not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and DeepSpeed gradient regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as processor.tokenizer regression." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are performance/accuracy regressions, but one is FP8 inference on B200 and the other is a post-upgrade accuracy drop." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and incorrect visual encoder keys on save_pretrained are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but they involve different models and distinct special-token/BPE symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token ID corruption and MLukeTokenizer AttributeError are different issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure and offline Hub lookup in _patch_mistral_regex are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and unreleased PEFT minimum version are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset loading failure and CPU offload device mismatch are different defects." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a broader Qwen3VL loading regression." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator on apply_rotary_pos_emb and missing linear_attn TP-plan entries are separate Qwen3.5 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": 24, + "review_unit_index": 27, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45479", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:45072|issue:46832", + "issue:46821|issue:46832", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:44589|issue:45520", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43572|issue:44291", + "issue:46832|issue:46858", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:45479|issue:46829" + ], + "prepared_review_unit_hash": "b8d0c6ada71cdcba0ea103fc4422f370b04620f1d73469cb1a49dc929327513b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated bug reports across tokenizers, model loading, inference, training, and CI. All soft pairs look like superficial similarity only, not the same underlying bug.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43873 is the strongest anchor in the set: it has the most discussion/inbound references and a broad offloading/quantization scope.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most representative issue overall by engagement and breadth; the rest are mostly isolated, model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different failures: bfloat16 dtype mismatch in inference vs RT-DETR feature-level/backbone mismatch." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError is unrelated to RT-DETR forward TypeError." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is CPU offload with quantization and the other is a stale device override test; different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit vs accuracy regression after upgrade; no shared code-path." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id issue is distinct from CLIP structural inconsistency." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error differs from AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different configs and fields: Qwen3-VL pad_token_id vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field load failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation/compiled-forward inconsistency is not the same as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is separate from init_empty_weights receiving _is_hf_initialized." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "RT-DETR backbone/output mismatch is unrelated to cache.get_seq_length device-tensor arithmetic in static cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is a different failure than the DiffusionGemma pipeline bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth and model-load failure are different problems." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but one is runtime offloading behavior and the other is save/load corruption after sinq quantization." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper trailing replacement-character crash is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as device mismatch with device_map=auto." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline is a different bug from unexpected position-id keys." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast TypeError." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Slash-suffixed local model import warning and GPT-oss-20b CUDA OOM are not the same issue." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue does not match the DiffusionGemma pipeline failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error for non-template nodes is unrelated to flash_attn import KeyError." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different model issues." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Degenerate zero-loss classification behavior is unrelated to VideoPrism hidden_states being misreported." + } + ] + }, + "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": 24, + "review_unit_index": 28, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:15354", + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45127", + "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:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "issue:29870|issue:29942", + "issue:43232|issue:44849", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "320f629bfc66d9c8ff55c8eb7c7ce0e19c5fa5c73584d9b386a07f27ab060d39", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not form a coherent duplicate cluster; all soft edges are rejectable from titles alone. The best single issue anchor is the high-engagement quantization/offloading bug, but it is only a weak canonical because the other items are largely unrelated.", + "confidence": 0.52, + "canonical_issue_reason": "issue:43873 is the strongest representative by engagement and breadth: it is active, has the most discussion/inbound references, and describes a concrete runtime bug in a core quantization/offloading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue anchor because it is a well-scoped, high-signal bug with broad impact; however, the surrounding items are too diverse to treat as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is multimodal continuous batching and the other is KV-cache continuation indexing; different code paths and failure modes." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import-version check are unrelated bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated symptoms in different subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are different problems with no clear shared code path." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is an A800 cudaErrorAssert with auto device mapping; the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope parameter JSON list handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is a runtime incompatibility, not the same issue as a model accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference issues and Wav2Vec2 save/tokenization failures are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "A processor.tokenizer regression is unrelated to batched video processor shape handling." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention integration crashing on s_aux=None and AutoModelForCausalLM.from_config text_config unwrapping are separate failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for flash attention utilities and a meta-device model-loading regression are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and return_tensors being ignored are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing default mm_token_type_ids and a device_map auto forward mismatch in Gemma4 are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "A Gemma4 device placement bug is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression and OmDet-Turbo input-size mismatch are separate bugs." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "A StableLmConfig pad_token_idx regression and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures do not describe the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus handling and Qwen3.5 output_hidden_states behavior are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "A torch.compile SDPA failure and a ZeRO-3 gradient anomaly are distinct training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import bookkeeping and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape and Qwen2-57B-A14B tensor-parallel OOM are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on 5.1.0 are unrelated regressions." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attention utility import and missing Qwen2_5_VL class export are different import issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are both apply_chat_template bugs, but with different triggering conditions and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example/model-processor issues and ignored return_tensors are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an HF-vs-JAX discrepancy; the symptoms do not clearly point to one duplicate bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization differences and LoRA merge collapse with extended vocab are different tied-weights 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": 24, + "review_unit_index": 29, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "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:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:46424|issue:46858", + "issue:44610|issue:44857", + "issue:46512|issue:46821", + "issue:45759|issue:46285" + ], + "prepared_review_unit_hash": "9547833e66cee58485bb5ae0fce3111392d9ece6dd8c0e64aa46d0ae9df19c8f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36423, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All listed soft pairs are false positives: they share broad subsystem or symptom similarity, but they describe different bugs, different models/configs, or different code paths. No PR pairs are present, and no soft pair is similar enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43950 is the most broadly scoped, concrete core-library regression in the set; it has a clear load-path failure mode and a strong reproduction, so it is the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone bug report among these issues: specific, actionable, and high-impact, with a clear regression in from_pretrained behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token handling vs a GraniteSpeech CI/device-override failure; unrelated bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL position-id bug vs FP8 inference failure on B200; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Evaluation dtype drift vs Qwen3 MoE memory usage; same broad area, but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Added-token spacing issue vs embedding reinit on resize; distinct tokenizer/model-init problems." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2.5-VL import error; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load vs CLIP text-model structure inconsistency; different regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class vs incorrect detokenization in DeepSeek; not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage vs stale config dtype after from_config; different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different config/model families and no shared fix path is shown." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video output shape; different processors and bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure vs save_pretrained/tokenization failure; related domain, but not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch vs GraniteSpeech stale CI test; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale paged-generate warning; not the same behavior." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/latents mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is off; different training bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg vs Whisper empty-transcription failure after token alignment; distinct paths." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length honoring vs device-tensor seq-length arithmetic in static cache; both cache-related but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch vs float16 AMP crash; unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale dtype in model.config vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Different docs regressions for different pipeline APIs; not duplicate issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation vs BeitImageProcessorFast reduce_labels bug; different label-handling code." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping vs B200 FP8 inference failure; different hardware/backend problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer creation bug in SwitchTransformersConfig vs torch.compile+SDPA failure in Bamba-9B-v2; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing different import_utils helpers; same area, but distinct symbols and failures." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Same as above: unrelated DAC vs qwen3_omni_moe bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Same as above: unrelated loss crash vs denoising-loss omission." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaulting issue vs Qwen2.5-VL RoPE temporal scaling bug; different multimodal paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Docs-only issues for different pipeline classes; no shared underlying change." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrap bug vs CLIP text-model structure inconsistency; 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": 24, + "review_unit_index": 30, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45412", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:37428|issue:43425", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:44514|issue:44521", + "issue:29127|issue:32090", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:46431|issue:46566", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:45200|issue:45588", + "issue:44448|issue:44779" + ], + "prepared_review_unit_hash": "7351c585589b36fb18024caa7a7542a9f4bf61a3fa547418e56e12099b69624c", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar and should stay separate; the only clear duplicate is the two Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, more detailed report of the same transformers>=5.4.0 Qwen3.5 MoE loading regression that issue:45478 repeats.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue anchor overall because it clearly describes the concrete loading failure, affected version range, and model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime dependency problems, but they hit different code paths, platforms, and missing dependencies." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: CPU offload/device mismatch in Bark vs a qwen3_omni_moe helper behavior issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: zero probabilities in SigLIP2 vs RT-DETR memory not released." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components and bugs: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A model compile/runtime bug in Bamba is not the same as a GraniteSpeech CI test flake." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer broadcast NoneType errors are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal import; the other is broad Torch 2.10 compatibility." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found import error and MacOS bus error on CLIP are not the same failure." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading regressions with different symptoms: base_model_prefix vs weight shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers layer creation bug is unrelated to Beit legacy-field loading failure." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different areas and symptoms: Pegasus output drift vs Qwen3.5 modular recurrent-state reset." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing issue in DebertaV2 is unrelated to qwen3_omni_moe feature extraction behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a pipeline error message regression are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template related, but one crashes on batched padding=False and the other returns empty assistant masks for multimodal input." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error classes and code paths: LayoutLMv3 box validation vs GPU broadcast of NoneType." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI stale override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper logic are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug is not the same as a CI-only GraniteSpeech test issue." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but the failures are different: tool-call/no-content crash vs continue_final_message behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing internal import of one symbol does not match a different missing export for HybridCache." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "No chat template available error and meta-device loading bug are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention/offload failures with different models and call sites." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the categories>2^24 runtime error." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision loading regression and post_init embedding reinitialization are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash warning and GLM-4.7-Flash loading failure are not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; 45478 is a later duplicate of 45310." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention.py s_aux=None crash are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata, and the soft-edge judgments stay conservative. The only accepted duplicate pair, issue:45310 vs issue:45478, is well supported by matching titles and chronology." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "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:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:44855|issue:46399" + ], + "prepared_review_unit_hash": "505f273521f2463e5a8c4102c181bf27d6f873c9dc703d85064561c367bb4f6d", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the suggested pairs span unrelated tokenizer, training, vision, loading, and export bugs, so none of the soft matches look like true duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45698 is the best single representative here: it is open, well-discussed, and describes a broadly scoped loading regression with multiple inbound references. The rest of the cluster is too mixed to form a cleaner canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest triage value as a representative issue: broad user impact, active discussion, and a concrete save/load regression path. It is not a duplicate of the other items, but it is the most generally useful issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors and BEiT label handling are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs AMP loss crash." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume iterator bug and FineWeb startup failure are not the same issue." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking and missing import_utils symbol are distinct problems." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Video OOM and image over-padding are different processor issues." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Example docs errors do not match the position-id regression report." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and feature-length helper behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported argument in image processor is not the same as PLE device mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and Mac bus error are separate runtime failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path parsing warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU concern and removed import helper are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure and feature-length helper bug do not match." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities and unexpected key warnings are not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support and model-loading regression are different issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Generation decoder mask bug and GPU broadcast NoneType are separate paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift and multimodal token counting are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and video position-id bug are different layers." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs and ignored return_tensors are distinct tokenizer behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and BEiT label reduction bug are different." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and video padding calculation bug do not align." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU OOM are different failure classes." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Dtype mismatch during eval and gradient-checkpointing eval restriction are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token-id loss and wrong custom-module loading are separate save/load bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBert German issue and torch.jit.script generator-expression export error are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError and missing decorator registration are different script-related bugs." + }, + { + "left": "issue:44617", + "right": "issue:46655", + "accept": false, + "reason": "Sam3Video OOM and SmolVLM video padding are different video-processing 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": 24, + "review_unit_index": 32, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:29870|issue:33290", + "issue:44857|issue:45588", + "issue:46421|issue:46858", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "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:29127|issue:34567", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:45372|issue:45588", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:45372|issue:45406", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "8137f386c632f47be17f26ec7c05ef88129b2b2c552dad2823d399e2e5129a28", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of unrelated issue reports; none of the suggested soft pairs look like the same underlying bug or change. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated failures in generation, tokenizers, cache logic, device mapping, quantization, and packaging, so choosing one would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out. Even the closest-looking pairs only share broad subsystems or model families, not the same concrete code-path defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() decoder mask initialization and Adafactor/DeepSpeed OOM are different failures with different causes and code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is recompilation behavior and the other is device-tensor slice arithmetic on non-CUDA backends; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "An import error for flash-support utilities and a missing TensorFlow extra are unrelated packaging/import issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and DeepSpeed Adafactor OOM are distinct runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer regressions." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading issues and Gemma4 multi-GPU OOM are both memory-related but not the same concrete failure." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output for Pegasus and lm_head.weight serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression and Gemma3 NaN embeddings from mixed-length batching are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype mismatch in eval and tp-related OOM while loading Qwen2-57B are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter not updating do not describe the same issue." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are unrelated model-specific bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different Trainer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are not the same failure mode." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation correctness and a stale paged-generate warning are different concerns." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error swallowing are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-validation list handling are separate v5 regressions." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure from mistral_common and flash_attention s_aux=None are different root causes." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 90B Vision model-loading breakage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but clearly different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import error and transformers serve missing _tokenizer are related by model family but not the same concrete defect." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch and DeepSeekV3MoE divergence are unrelated model implementation 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": 24, + "review_unit_index": 33, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "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:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:29942|issue:30064", + "issue:45491|issue:46693", + "issue:45459|issue:45712", + "issue:45245|issue:45563", + "issue:29127|issue:33357", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:44464|issue:45584", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43526|issue:44186", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "eca47cfc5b7d94f24fdf71d6d68130c3b1022834f07fa5e118600f06b765064c", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous, with only a loose Flash Attention 2 theme appearing in a few items; I do not see any strong duplicate pairs to merge.", + "confidence": 0.27, + "canonical_issue_reason": "If a representative issue is needed, issue 46693 is the most concrete FA2-related report because it names a specific regression, version context, and affected behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the most actionable issue in the set: specific symptom, version scope, and a clear performance regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different components and failures: BigBird tokenizer special-token decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: LasrFeatureExtractor unsupported arg crash vs Qwen VL/video input regression." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: executorch export failure in Gemma3n vs flash_attention integration crash on sink-less models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Both mention failures, but one is FA2 tests and the other is an image processor segmentation-map bug; no same underlying defect." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2-adjacent behavior, but one is a Gemma3 NaN correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy classes and repo-check failures." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different generation/runtime issues: category-count limit error vs stale warning in paged generate()." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization breakage." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 incorrect outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are separate issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE remote-implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to protobuf error masking." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory-release issue and sam3-litetext memory overflow are different memory problems in different models." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model-load OOM with tensor parallelism is not the same as the int4 quantization CUDA reserved-memory regression." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatch in model inference are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression do not share the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import is not the same as a generic dependency issue report." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/image-processing bugs." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and sam3-litetext memory overflow are different model-specific failures." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are vague FA2 titles, but there is no evidence they describe the same concrete 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": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:33290|issue:34689", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:44514|issue:45381", + "issue:43381|issue:43873", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "f0ff92b8433b14108dfeacc9ad77140bafd8b747aa63a5e570e579820dae146f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate; the items span unrelated regressions across different models, loaders, processors, and training/runtime paths. If one issue must anchor the set, #43873 is the broadest and most active, but it is not a duplicate of the others.", + "confidence": 0.94, + "canonical_issue_reason": "#43873 is the most central and actively discussed issue in the set, with inbound references and a broad runtime/quantization scope, so it is the best representative if forced to choose one.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the strongest triage signal (open, broad impact, discussion, inbound refs) and is the most plausible representative issue among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: Deepspeed/Adafactor OOM vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both involve rope-related code, but one is a JSON list type error in validation and the other is a missing decorator during rotary embedding registration." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3 areas and symptoms: missing pad_token_id during load vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: optimizer memory blowup in Deepspeed vs embedding reinitialization after resize." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is a different code path from stale auto_mappings references." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding failure and the other is wrong video position ids." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and bugs: CLIP hidden_states output regression vs Qwen3.5-MoE CPU offload incompatibility." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model init breakage is not the same as a specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both audio-related, but one is wrong default sampling rate and the other is an unsupported feature arg crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the categories limit error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different components and failures: recurrent cache reset vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning does not share the same underlying bug as Qwen3 recurrent-state reset." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends omission is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss single-label classification are different issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta flash-attention support and BART generate() decoder_attention_mask bug are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API gaps, but they affect different model families and likely different loading paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init allowance is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and v5 docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg conflict and list_repo_files revision forwarding are different APIs and bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior does not match the Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + } + ] + }, + "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": 24, + "review_unit_index": 35, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43761|issue:44079", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:44464|issue:46421", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43646|issue:44913" + ], + "prepared_review_unit_hash": "d284de9cb80a777b0e6f7c4dde77415ca9be0abb0ca7ca396605dc267dd5745e", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not contain any strong duplicate pair. Most items are distinct model-loading, generation, config, or environment bugs with only superficial overlap in keywords.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45698 is the best anchor because it is the most active open issue and concerns a broad save/load deserialization regression around custom modules, which is a common and recurring class of transformer bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest global issue candidate: open, well-discussed, and broadly impactful. Even though the cluster is mixed, this is the most representative issue for a central serialization/loading problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config reload behavior, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on GPTNeoX reload; different models and different failure modes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model loading failures, but one is FSDP RAM-efficient loading and the other is Qwen3-VL weight-shape mismatch; not the same underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel failing to return hidden_states, the other is ModelOutput key assignment when a value was previously None; related to outputs but different code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch composite config API behavior, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different problems: missing hidden_states vs divergent attention kernels under torch.compile." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "One is a local dataset loading issue in a training script, the other is an unrecognized model/config error; unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen VL models, but one is a load-time shape mismatch and the other is a save_pretrained regression; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion; different subsystems and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a version-specific model loading regression, the other is a backend mapping error for tensorflow_text; unrelated root causes." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both mention save/load workflows, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained; different underlying issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization and metric gathering with tuple labels are separate training/runtime bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve parallelism/loading, but one is a script execution problem and the other is tensor-parallel OOM on a large model." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer GPU broadcast TypeError are different layers and failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA divergence is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load and a key error loading MobileLLM are both loading issues, but they are not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a distinct runtime bug from checkpoint resume key mismatches." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape change is unrelated to a missing PyTorch installation/import error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "One is a missing availability helper in import_utils, the other is a pipelines import failure due to kernels version/revision requirements; same area but different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in processor/tokenizer usage is not the same as a pipeline error message that incorrectly mentions unsupported translation tasks." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length confusion and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation, but one is inconsistent outputs with compiled forward while the other is spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are different model behaviors and failure modes." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Whisper empty transcription after align_special_tokens are unrelated issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct multimodal model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about patchtsmixer post_init validation, the other about non-persistent buffers being filled with junk in v5; different fixes." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API differences and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is not the same as sinq quantized model save/load corruption." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failing until datasets is uninstalled 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": 24, + "review_unit_index": 36, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44162", + "issue:44190", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46832" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:46832", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:43065|issue:44617", + "issue:43352|issue:46640", + "issue:44792|issue:45600", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490" + ], + "prepared_review_unit_hash": "3669adfb10bcbebb18d7bf3122844ac6326e7cd46c62c221f1e1f255638272c7", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it is a grab bag of unrelated Transformers issues across loading, caching, multimodal processors, attention kernels, and model configs. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. If a single representative issue is needed, the `from_pretrained`/`save_pretrained` custom-module bug is the strongest anchor because it is concrete, high-impact, and well discussed.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45698` is the strongest representative: it describes a concrete, reproducible loading/persistence bug with active discussion and inbound references, and it is broader/more actionable than the other isolated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45698` is the best global issue candidate because it has the clearest user impact, strongest discussion signal, and a specific failure mode that is likely to attract/fix the cluster's most serious loading regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different model families and failure modes: ESM2 runtime breakage vs a Janus image-generation test failure." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-related, but one is gguf/tokenizer path handling and the other is missing `model_type` in config; distinct root causes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 tied-weights bug vs Ministral FlashAttention support failure; related surface area, but not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare `except` swallowing errors in Fuyu tensor conversion is unrelated to Windows/ROCm import dependency issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for local models is unrelated to `max_cache_length` only applying to quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both involve Sam3/LiteText, but one is an image-size mismatch and the other is memory overflow; different code-path problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "`ADD THE DATA` is not a concrete technical bug, and the Gemma roundtrip issue is a specific tokenizer/pipeline regression." + }, + { + "left": "issue:43761", + "right": "issue:46832", + "accept": false, + "reason": "CLIP hidden-states regression and RT-DETR feature-level TypeError are unrelated model-specific failures." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal, but one is Qwen3OmniMoe video processing and the other is Qwen2.5-VL batched chat-template handling." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are model-loading bugs, but one is a legacy-field preset load failure and the other is wrong custom-module selection after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing `is_falcon_mamba_ssm_available` utility export." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad-token field regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy `Conv2d` placeholder in Sam3PixelDecoder and Sam3Video OOM are different classes of issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific model lacking FlashAttention2 support is not the same as a generic FlashAttention 2 backend issue." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and removed Sam3LiteText auto-mapping refs are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label truncation and auxiliary-loss normalization are distinct training/eval bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 FlashAttention generation bug are separate model-specific regressions." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab tie-embedding collapse and Gemma4 `mm_token_type_ids` defaults are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache missing in chunked prefill and recurrent state resets with cache/seq_len>1 are cache-related but different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and missing `fpn_position_embeddings` attribute are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in a training script is unrelated to loading a specific Phi-4 multimodal model." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config and Qwen3-MoE sliding-window behavior are different configuration/runtime bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing `_tokenizer` are unrelated failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload regression are both persistence-themed but affect different objects and mechanisms." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and import warning for slash-terminated local paths 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": 24, + "review_unit_index": 37, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43673|issue:46421", + "issue:44855|issue:45588", + "issue:43931|issue:44060", + "issue:43827|issue:43994", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:44479|issue:44734", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44112|issue:45600" + ], + "prepared_review_unit_hash": "f89b34b0d463fd5ae60fb9a94be74d71a4e7a8fc54454becaf4610be15e9b45d", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35355, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy: the pairs share broad subsystem vocabulary, but they do not look like the same underlying bugs. No soft edge is strong enough to merge, so I\u2019d anchor the cluster on the most general cache/chunked-prefill regression issue.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46421 is the broadest representative of the cache/chunked-prefill regression theme and reads like the umbrella bug rather than a narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46421 is the best overall anchor because it describes the core lazy-initialization/cache behavior affecting multiple generation paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: Llama head-dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated code paths: Whisper timestamp decoding vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code cache handling, but one is a leaf-directory collision and the other is a generic cache FileNotFoundError; not clearly the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality limit vs cache sequence-length tensor arithmetic are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Same general area, but one is cache missing in v5.0.0 and the other is lazy init causing recompilation; too different to treat as duplicates." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model load shape mismatch vs tied-weights warning; different failure modes and likely different fixes." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs incorrect SigLIP2 inference outputs." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug vs embedding reinitialization after resize; not the same underlying problem." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM for Sam3Video is unrelated to Whisper empty-transcription decode crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoXConfig reload behavior; separate issues." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; different surfaces and symptoms." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output shape regression vs XLMRoberta Flash Attention 2; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression vs TorchScript indentation/parsing issue; not a duplicate." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSTMixer post_init policy vs strict granite_speech config loading; different config/model constraints." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs Sam3-LiteText memory overflow; unrelated models and failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs serve KV-cache continuation indexing crash; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs local dataset loading script issue; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert vs category-count limit; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading failure; not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward inconsistent outputs vs stale warning about num_return_sequences; too different." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen2.5-VL video regression vs SmolVLM padding calculation bug; different models and causes." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization failure vs local dataset loading script issue; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/model collapse bug vs incorrect visual encoder keys on save_pretrained; different persistence paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Stale GraniteSpeech CI test vs auto_mappings referencing removed configs; both CI-related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 38, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:43526|issue:46697", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "207439778a5ac08def64b5daeffa0f772c8613157906e28759ceb01d28eb32cf", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs only share a broad subsystem (tokenizers, chat templates, configs, loading, caching) but not the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the cluster does not represent one underlying defect; the items span unrelated bugs across different models, processors, and runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target; there is no single issue that subsumes the others or matches the rest at the concrete-bug level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenization regressions, but one is a generic v5 regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix; not clearly the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs on different models: Beit label reduction vs Swin2SR padding." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different Sam3 variants and describe different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated regressions: processor/tokenizer access breakage vs gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template crashes, but the triggers differ: tool-call assistant messages vs an empty input list." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug is unrelated to FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template issues, but assistant_masks being all-zero is not the same as wrong vision_position_ids." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository-loading problems: tokenizer.json selection vs list_repo_files not forwarding revision." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: embedding resize propagation vs Whisper empty transcription handling." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are environment/dependency issues, but one is a Python 3.14 import failure and the other is a missing TensorFlow backend path." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different generation issues: pipeline top_k output nesting vs Bart decoder_attention_mask initialization error." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but the concrete bugs differ: missing GenerationMixin cache in v5 vs device-tensor seq_length breaking static-cache arithmetic." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated: trust_remote_code cache collision vs missing is_falcon_mamba_ssm_available export." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness is not the same as unsafe sys.modules access; the symptoms and fix targets differ." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: Phi-4 multimodal loading vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is an unrecognized model_type error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to token-embedding resizing reinitialization." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: explicit head_dim handling vs rope-validation list coercion." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies/backends, but they are too vague and do not point to the same underlying issue." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask computation are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific missing Qwen2_5_VLImageProcessor import vs a top-level AutoImageProcessor import failure are not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config issues: default vision/audio config initialization vs a missing deepstack_visual_indexes field being dropped." + } + ] + }, + "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": 24, + "review_unit_index": 39, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:43531|issue:45600", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:45083|issue:46506", + "issue:43381|issue:45593", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584" + ], + "prepared_review_unit_hash": "b310d369f4a4dc407936b0508177da78897a82755ba245a1294e946c783dc094", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across different Transformers subsystems; none of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the strongest representative to keep: it is open, has substantial discussion/inbound references, and tracks a concrete multimodal `apply_chat_template` bug with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue candidate overall because it is active, well-scoped, and more central than the niche regression/import-error reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules (`Qwen2_5_VLImageProcessor` vs `layer_type_validation`)." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Completely different problems: trainer GPU broadcast `NoneType` error vs token embedding reinit after resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs and code paths: `position_ids` buffer access vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a stale `auto_mappings.py` reference to removed Sam3LiteText configs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs a notebook syntax error; no shared underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing generation cache in chunked prefill and the other is about `max_cache_length` only applying to quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap: a nonsensical issue title vs an audio feature-extraction helper problem." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility failure vs loading a specific `physical-intelligence/fast` model; different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different model behaviors: processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is saving dequantized weights and the other is a FlashAttention runtime failure; not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length computation in qwen3_omni_moe vs divergent CPU/CUDA results in a different model." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an import version-check bug for AuxRequest." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different areas: BEiT image processor label reduction vs text-classification docs mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python support regression is not the same as a vague dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading vs PIL image processors incorrectly requiring torchvision; separate failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and model-loading error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling in generation vs ANSI color output in loading_report; no shared bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing Janus image-generation test is not the same issue as cache length configuration." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/model-loading related, but one lacks `model_type` and the other fails to unwrap `text_config`; different code paths." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention/Ministral-like context, but the concrete failures differ and do not clearly share one fix." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs duplicate `special` keyword in `AddedToken`; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Importing a Qwen2.5-VL model class and a nonexistent `image_utils` symbol are separate import issues." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "`apply_chat_template` assistant-mask bug and FA2 long-context performance regression are different behaviors and fixes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding `top_k` bounds error vs empty-list `apply_chat_template` crash; unrelated paths." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch handling in MaskGenerationPipeline vs memory overflow in sam3-litetext; different problems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs torch 2.4.1 incompatibility; too vague to be duplicates." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE model loading regression and Qwen3.5 save_pretrained corruption are distinct bugs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize issue vs Whisper empty-transcription generation failure after special-token alignment; not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 40, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43299|issue:43854", + "issue:44466|issue:45276", + "issue:44242|issue:45200", + "issue:43653|issue:45593", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "38a8a0af5cc1134e1e0ae475fac12a299ee77e9041e0bec8a88e442cba327f2a", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it contains unrelated bugs across tokenizers, model loading, docs, optimization, and version regressions. None of the soft pairs look like the same underlying issue, so I would not deduplicate any of them together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate stands out: these issues span distinct code paths and failure modes, so they should remain separate tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must serve as the broadest umbrella, issue 45020 is the most cross-cutting regression report, but it still does not actually cover the other bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: config validation for Llama head_dim vs Qwen3.5 kernel registration error." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency problems: generic transformers dependency issue vs an overly high PEFT version pin." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is processor/tokenizer image handling and the other is Deepseek token ID correctness." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args not being used is unrelated to a warning about tie_word_embeddings in Qwen fine-tuning." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation example errors for SigLIP2 do not match a TextClassificationPipeline docs mismatch about return_all_scores." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both concern config values, but one is invalid head_dim rejection and the other is stale config.dtype after from_config." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility regression is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load is a different code path from Qwen3.5 save_pretrained serialization bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Importing HybridCache is a specific symbol export issue, while the other report is a broad set of import errors after upgrade." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the vague 'ADD THE DATA' report." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression is a model-specific tokenizer bug, not the Granite AutoTokenizer ID regression." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a model loading regression and the other is incorrect checkpoint serialization on save." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakage." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression is not the same as GLM-4.7-Flash failing in unit tests." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different problem from resize_token_embeddings not updating Gemma4 layer embeddings." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss with router logits off is unrelated to Gemma 4 mm_token_type_ids default behavior." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird special-token decode failure is unrelated to D-FINE auxiliary losses when denoising is disabled." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A generic 'add the data' issue is not the same as FP8 inference failing on B200 GPUs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video classification processor bug is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a repository loading issue, not the Mistral regex patch crash." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 is unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is a tokenizer/task issue, not a loss-computation bug in D-FINE." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in DeepSpeed is different from optimizer.step being invoked twice with DeepSpeed." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure is a different lifecycle problem from device_map=auto loading a dequantized model with CPU offload." + } + ] + }, + "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": 24, + "review_unit_index": 41, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:45542|issue:45800", + "issue:46291|issue:46399", + "issue:44016|issue:45823", + "issue:44188|issue:44336", + "issue:46655|issue:46726", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:45561|issue:45563", + "issue:46399|issue:46851", + "issue:45103|issue:46399" + ], + "prepared_review_unit_hash": "1694208d5b85f0082b8174dd5f1a9025adba66067a7d8a77c26f6202e5720268", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37338, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of transformer v5 regressions, packaging issues, and docs bugs. None of the soft pairs appear to be the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: auto-docstring crashes on future annotations, while the other is an import error from mistral_common affecting Gemma 4 loading." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI-related, but they fix different files and different problems: stale auto_mappings entries vs leftover dummy PT classes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Completely unrelated: processor.save_pretrained file omission versus a performance regression while filtering data after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model/code paths and symptoms: MLA rms_norm_eps precision issue versus GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated: ANSI color leakage in loading_report versus Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family but not the same bug: CPU offload incompatibility in rotary embedding versus variable-length position_ids handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python version incompatibility; not the same underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths: save_pretrained missing files versus gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model components and failure modes: CamemBERT masked LM outputs versus Deepseek tokenizer correctness." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions: GenerationMixin cache in chunked_prefill versus CLIPVisionModel hidden_states output." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a missing model class is unrelated to Python 3.9/3.10 support." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both concern attention kernels, but one is a model-specific FlashAttention failure and the other is a compiled flex_attention/torch version issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Distinct model-loading failures with different missing attributes and model families." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different environments and symptoms: missing TensorFlow backend wiring versus torch/transformers version incompatibility." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import dependency requirement versus a Qwen3.5 registration/decorator crash; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code output in loading_report." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Different processor issues: SmolVLM video padding bug versus AutoProcessor backend-missing import messaging." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage object lookup failure versus Qwen3.5 chat crash; no shared code path." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a config object versus trust_remote_code dropping fields from AutoConfig are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color leakage and a wrong docstring are separate documentation/utility issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen variants and different logic paths." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python-version compatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to the TensorFlow backend packaging bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports are not the same underlying issue as unrecognized model config handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen-family positional helper bugs with different scopes and symptoms." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file races and a stale generate warning are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration crash and variable-length position_ids are different code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling is unrelated to Qwen kernel registration 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": 24, + "review_unit_index": 42, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44451|issue:46752", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "bd9c55832027893f2393e083925f9feac6b63c5e739c84be89de73de74f3e34b", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35480, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same concrete bug/change; most are only loosely related by subsystem or model family. The strongest standalone issue is the broad Qwen video regression report.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44479 is the best canonical issue candidate: it is a clear, broad regression report with explicit affected models, version scope, and a concrete video-input failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue in this set because it is specific, high-impact, and likely to attract/anchor duplicate reports for the same regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different code paths and symptoms: bfloat16 dtype mismatch vs hidden_states/output packaging in video classification." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "One is a stale phonemizer backend state bug; the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is unrelated to apply_chat_template failing on an empty list." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a version-specific Qwen3VL loading regression." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window handling and a chat crash in Qwen3.5 are different failures, not one duplicated bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to gemma-4 Zero3 from_pretrained behavior." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are unrelated issues." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux handling is a different code path from variable-length position_ids in Qwen3.5." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register semantics are different problems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is not the same as CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features() are different subsystems." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Qwen video-input regression is not the same bug as SmolVLM padding calculation." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen composite configs, but one drops a field and the other fails to unwrap text_config; different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and slow import behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 43, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45397|issue:45656" + ], + "prepared_review_unit_hash": "747078368403421a9ecf31dc3be772255469ba132b4cba710dd0af1cc8ae053a", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35094, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly same-subsystem but different concrete bugs, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No true canonical duplicate stands out because the set spans unrelated bugs; issue 44479 is the best fallback representative since it is the broadest high-impact regression (video input regression across multiple Qwen variants).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest overall representative: it is clearly framed, broadly scoped, and affects multiple model variants, unlike most other narrowly described failures here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a CPU-offload incompatibility in rotary embedding while the other is a kernel-registration crash; different defects." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "These are unrelated: one is a position_ids buffer access error, the other is a performance regression after upgrading to 5.3.0." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but one is a missing output attribute and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and an AMP/CUDA crash in RT-DETR are different code paths and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and auto_mappings CI breakage are unrelated issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but one blocks loading granite_speech while the other drops a specific missing field; not the same concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are distinct tokenizer/model bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "A processor.tokenizer regression with image inputs is unrelated to output_embeddings not updating after resize_token_embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSpeed/BertModel zero-sized index error do not share the same underlying cause." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor files and AutoProcessor fallback/vision-backend detection are different processor behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights and t5gemma decoder embedding resize behavior are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "These are unrelated model bugs: Qwen3-VL-Moe compatibility versus CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() decoder_attention_mask error and MLflow reporting after training failure are completely unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model on transformers>=5.1.0 and tokenizer protobuf-exception masking are different tokenizer/model-loading problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is just a vague Flash Attention 2.0 report, with no concrete shared bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated failures." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import issues are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are different configuration/model issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a tie_word_embeddings warning during LoRA fine-tuning while the other is a flash-attention generation failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release behavior and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problem classes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm distributed import errors and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows/ROCm import/type errors share no concrete code path." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video/SAM/Qwen-flavored model issues, but one is a missing attribute and the other is a video-input processing ValueError." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 ZeRO3 from_pretrained failure and double optimizer.step() under DeepSpeed are distinct training/runtime 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": 24, + "review_unit_index": 44, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46858" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:44368|issue:45563", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:46829|issue:46858", + "issue:43906|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43761|issue:44242", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:45375|issue:45478", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "d573d3c87ec062289003d7aec9edc0b1efdd5d6d64f768e0392b16a122492a7e", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of loosely similar regression reports, not one tight duplicate set. The only strong duplicate pair is the StaticCache.get_seq_length contract bug (45987/46858); most other pairs share broad subsystems or wording but describe different concrete failures.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46858 is the best canonical issue because it states the concrete failure mode and environment for the shared cache-length bug; it is the clearest representative of the same underlying regression as issue:45987.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the strongest issue to anchor the cluster because it has the most explicit reproduction, impact, and scope for the StaticCache.get_seq_length tensor-vs-int problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is about a dummy Conv2d placeholder and the other is a model-type/config mismatch. Different bugs." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes: stale indexer cache in GlmMoeDsa vs missing mm_token_type_ids defaulting in Gemma 4." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but the underlying problems are unrelated: Qwen tie_word_embeddings config warning vs stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return-type bug vs LlamaConfig head_dim validation error; different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Gemma tie_word_embeddings warning issue." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API rejection and Gemma pipeline roundtrip failure are different issues." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "Both involve output field/type confusion, but they affect different model families and different attributes; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The isolated reproduction and the Gemma pipeline roundtrip issue do not describe the same underlying failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to flash-attention sinkless-model AttributeError." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch compile/cache behavior, but one is kernel divergence from branching and the other is recompilation from lazy cache init; too different to merge." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram error for MoE integers is unrelated to missing chat template validation." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation processing crash is unrelated to cache length arithmetic in generation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder placeholder and MaskGenerationPipeline partial-batch handling are unrelated bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and transformer slowdown after upgrade are different problems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are both serialization-related, but not the same concrete defect." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Wrong/nonsensical SigLIP2 outputs and missing vision backend processor handling are distinct loading/runtime issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing-loss gating are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Training slowdown after upgrade and double optimizer-step under deepspeed are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 and ESM2 being broken are too broad and unrelated to merge." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and transformer slowdown are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to deepspeed optimizer-step duplication." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention crash in Ministral-3 and empty chat-template list IndexError are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are both quantization-adjacent but affect different code paths and artifacts." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache regressions, but sync_gpus kwargs update and chunked_prefill cache absence are separate concrete problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and a generic Qwen3.5 Moe from_pretrained error are related by model family only, not clearly the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings on a SAM3 output object and missing fields from trust_remote_code AutoConfig are different failure modes." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both report the same underlying bug: cache.get_seq_length returns a Tensor instead of an int, with 46858 describing a more specific failing scenario." + } + ] + }, + "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": 24, + "review_unit_index": 45, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:43475|issue:46821", + "issue:44188|issue:46851", + "issue:41628|issue:44933", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:39692|issue:46726", + "issue:44869|issue:45356", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:44242|issue:46832", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "41e261596c7151a79f17292de4c317061fe79cb8520123dd618156ea9ca68bd1", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated transformer/model bugs. I found one clear duplicate pair: the two \"Qwen3ForCausalLM leaks VRAM if used in multiple dataloader threads\" issues. The rest are only broadly similar (same subsystem/model family) but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier report, has substantially more discussion, and exactly matches the duplicate in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue overall because it is a clear, specific bug report with the exact duplicate pair and richer discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading/startup problems, but one is a PyTorch import error and the other is Sentence Transformers hanging; different failure modes and likely different code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision backend behavior, but one is a video-model crash without torchvision and the other is an unrecognized image processor error; too broad to treat as the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and symptoms: SAM 3 video attribute error versus TimesFM window_size attribute error." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different bug classes: attention-kernel divergence under torch.compile versus Qwen3.5 position_ids handling for variable-length inputs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules, so they are not the same underlying defect." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different subsystems and failures: Phi-4 multimodal loading versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5/Moe-related loading, but one is a from_pretrained error and the other is a missing config field silently dropped by strict validation; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both are documentation/AutoProcessor-adjacent issues, but one is a SigLIP2 example mistake and the other is a runtime missing-backend error." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated tokenizer issues with different failure points." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No evidence of the same bug; one is an empty placeholder report and the other is a Gemma-4 Zero3 from_pretrained issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe on transformers v5 versus processor.save_pretrained missing files." + }, + { + "left": "issue:44242", + "right": "issue:46832", + "accept": false, + "reason": "Different model families and symptoms: load-balancing loss omission versus RT-DETR forward shape/feature-level mismatch." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a docstring issue for position_ids; the other is a runtime bug with variable-length inputs. Not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are different issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both are Gemma-related, but one is a Gemma4Processor missing _tokenizer crash and the other is a pipeline roundtrip failure on \u2581; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and incorrect output under pipeline parallelism are different issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both are generation/output correctness problems, but one is pipeline-parallelism output corruption and the other is an image-triggered infinite loop in Qwen3.5." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but for different symbols and no evidence of the same broken export path." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same title, same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with issue:42673 being the richer earlier report." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MoE and transformers v5, but they refer to different models and different loading errors; not enough to merge as one bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different Gemma pipeline failures: tokenizer roundtrip on \u2581 versus image-text-to-text pipeline not working for DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2.5-VL import are different problems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is about PyTorch-dependent AutoModel import and the other is missing AutoImageProcessor export; different root causes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained loading error are opposite operations with different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and the lone positive pair is well supported by identical titles plus earlier date and higher discussion activity. The remaining soft-edge rejections are conservative and do not overclaim equivalence beyond broad topical similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44190", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "36270c48dfff39301ffdfe240a06ffbc49f2b5787d0b319e3432af5fa0f869fa", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37562, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the only loose commonality is a handful of transformer/tokenizer-v5 regressions, but none of the soft pairs look like the same underlying bug or change. I therefore reject all soft edges and treat issue 42898 as the closest thematic anchor, not a true duplicate target for the others.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42898 is the broadest tokenizer-v5 regression in the set and the closest central reference point for related tokenization reports, though it is still not a duplicate of the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best single issue to keep as the cluster anchor because it is the most general and reusable tokenizer regression reference among these items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation behavior, the other is a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated areas: BEiT pretrained preset loading versus a pytest-xdist race in testing utilities." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: a captured_info.txt race in tests versus auto_mappings referencing removed configs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Separate failures: model type resolution for a specific checkpoint versus a test-file race condition." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue versus a missing import from image_utils; no shared bug path." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression versus an import/export problem in image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang in sentence-transformers is not the same as embedding resize/post_init reinitialization." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different concrete behaviors: cleanup-space changes versus missing BOS/EOS insertion." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backend installation and dummy object cleanup are different repository hygiene issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal bugs: Phi4 config initialization versus a VideoPrism output field mismatch." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and batching/pipeline finalization are unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file emission is not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default handling is unrelated to Whisper timestamp decoding on a trailing replacement character." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is clean_up_tokenization_spaces behavior while the other is incorrect Granite token IDs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General tokenizer loading failure and a specific add_special_tokens regression are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer complaints, but Deepseek tokenization correctness is a different code path from cleanup-space behavior." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 multimodal config initialization is unrelated to ModelOutput key assignment when a prior key was None." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-patch-count method and remote-code checkpoint meta-init incompatibility are distinct multimodal issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose model loading and Gemma 4 text-only mm_token_type_ids defaults are not the same problem." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers failing with nn NameError is unrelated to the missing Qwen2.5-VL class export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation indexing and auto_docstring annotation handling are separate failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting on failed jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different targets entirely: MLFlow status reporting versus Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 tokenizer/processor behavior, but one is cleanup-space semantics and the other is processor.tokenizer/image passing regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec-handling regression is not the same underlying bug as clean_up_tokenization_spaces changes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration / position_ids access and double optimizer stepping under DeepSpeed are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "A classification example returning empty results and a dataset-loading failure in a different script do not share the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump to an unreleased PEFT release is unrelated to leftover dummy classes in testing objects." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLFlow reporting and embedding reinitialization after resize are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:22355", + "issue:28282", + "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:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "4df003b712321268cbbbc7b230f5a9979c1d0e1a21317061f916e985dea018b3", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36281, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug; most are only loosely related by subsystem or version. I would keep the cluster anchored on the broad tokenizer regression issue, but there is no true duplicate set here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest, most clearly reproduced regression in the set (tokenization changes across versions) and is more representative than the narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best standalone issue for triage because it has a clear version boundary, concrete symptoms, and broader user impact than the more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5/MoE concerns, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata; different bugs and fixes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different modules with unrelated causes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save/load behavior for MoE is unrelated to tokenizer class metadata saved by tokenizer.save_pretrained()." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is about SGD optimizer arguments not being used; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention imports/dummy objects, but one is a missing image_utils symbol and the other is leftover dummy classes leaking into dir(transformers); not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "These are different numerical/behavioral problems in different models; no shared failing code path is evident." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues and missing files in processor.save_pretrained() are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization and double optimizer steps under deepspeed are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A Pegasus output regression and AttentionInterface.register behavior change are separate concrete issues." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "A specific tokenizer BPE-marker bug is not the same as a general AutoTokenizer loading/import issue." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Model FP8 save_pretrained behavior is not the same as processor.save_pretrained missing artifacts." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but they concern different packages and symbols with unrelated fixes." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same as a RoPE implementation bug." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "No concrete evidence ties the attention-interface behavior change to the DeepSeek accuracy regression." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer serialization metadata and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and the default max_shard_size setting are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "A tokenizer-loading problem and a flash-attention generation issue are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer regression and FP8 inference failure on B200 are unrelated code paths." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max_length handling are different issues, even if both touch generation/cache logic." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A DSA indexer split/value issue is unrelated to remote-code checkpoint meta-initialization compatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to video processor padding calculation." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window masking are different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to missing processor save files." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other is about a missing ReLU; different defects." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and zero probabilities in siglip2 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A DSA indexer split bug and a wrong position_ids docstring 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": 24, + "review_unit_index": 48, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "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:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "e903151dd21bbdc0e565906eb66b9ef44eb5941b980b41ceacde963e2efe8b2d", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer regressions, model-loading failures, quantization/saving bugs, and generation/runtime issues. None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical for the cluster; the reports span different subsystems and failure modes, so consolidating them would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "One is a vague dependency problem; the other is a SequenceFeatureExtractor.pad performance issue. Different bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is sinq quantized save_pretrained/from_pretrained. Different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3.5 from_pretrained error. Not the same defect." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 visual-encoder key saving regression. Different models and symptoms." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs MoonshineStreaming sliding-window off-by-one. Unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs NaNs in classification heads after checkout/init. Different failure mechanisms." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffers junk on load vs sliding-window mask off-by-one. Unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling vs Gemma4Processor missing _tokenizer. Different API surfaces." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue vs InternVL2 meta initialization incompatibility. Not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import failure vs XLMRoberta Flash Attention 2 issue. Different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug. No concrete overlap." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration. Separate export/import problems." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning for sam3_video/tracker vs sam3 text-encoder weights not loaded. Different issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs infinite loop on a specific image. Not the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX module import error vs tokenizer adds extra space after added token. Unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping vs add_special_tokens not adding BOS/EOS. Both tokenizer-related but distinct behaviors." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta vs Sentence Transformers stuck loading. Different symptoms and code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5. Separate tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific is_offline_mode import error vs broad import errors after upgrade. Too general to be duplicates." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading vs quantized model saving failure. Different functionality." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs wrong docstring for position_ids. Different domains entirely." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3 model-type warning vs memory overflow in sam3-litetext. Different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync_gpus state update bug vs D-FINE auxiliary-loss behavior. Unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Ministral BPE marker handling vs version-to-version tokenization change. Both tokenizer regressions but not the same concrete defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads after checkout/init. Different initialization problems." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading sentence-transformers vs MacOS bus error with a CLIP model. Not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure vs incorrect output under pipeline parallelism. Different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI vs NameError importing sentence-transformers with latest transformers. Both involve imports/packaging, but not one defect." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API change vs torch.split return values in GlmMoeDsaIndexer. Unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping vs a model failing to load. 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": 24, + "review_unit_index": 49, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43116|issue:45200", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "7d40ab6e6a04142ed8b59ae3c70583a04e5c7bb8a867b288f086af4589d607a1", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate set; it mixes unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, packaging issues, and training/runtime problems. I would not choose a canonical issue/PR for the cluster as a whole.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical for the cluster; the closest broad import-error reports still don't cover the many tokenizer, model, and training bugs included here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: reading a registered buffer vs tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated: dequantized model saving vs loading a Phi-4 multimodal model/import failure." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Different problem classes: Python version compatibility vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-model issues, but they affect different models/code paths and are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific config bugs: RoPE layer count vs tied-weights warning." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated: saving dequantized weights vs GLM-5 GenerationConfig validation." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different import/config failures with different root causes and modules." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific AutoImageProcessor import issue; the other is a broad upgrade-related import breakage." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: cached_file kwargs forwarding vs chat template handling for tool calls." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; different mechanics." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different issues: num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely unrelated: DSA indexer activation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same family only by model name; one is a warning mismatch, the other is a missing attribute error." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer regressions affecting different features and models." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but the failures are different edge cases and not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different loading/saving paths: dequantized save issue vs gguf_file from_pretrained breakage." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs in different areas; no shared concrete code-path problem." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is offset mapping and the other is stale phonemizer language state." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but save_pretrained regression and from_pretrained error are different concrete failures." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different issues: example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different moe-related bugs: model behavior/loading vs FP8 save_pretrained." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; not the same issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Different training bugs with no shared underlying code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different distributed/eval behavior bugs: dtype change vs pipeline-parallel output corruption." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No overlap in failure mode: missing module import vs unclear LayoutLMv3 error message." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 50, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:42222|issue:43441", + "issue:45092|issue:46762", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "38f459bdd6d779149fec0c46fc55635b6f8a673dca79b9d122390e37e92e5c7f", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35180, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "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 bugs, regressions, docs issues, and model-specific failures across different subsystems. All soft edges look like superficial topic overlap rather than the same underlying issue/change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, with no single bug or regression that meaningfully represents the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative because the pairwise matches are only broad thematic similarities, not concrete duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop image case." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated code paths: attention-kernel divergence under torch.compile vs feature-extractor padding performance." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but different concrete bugs: GenerationConfig validation vs RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are different subsystems and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single missing symbol and the other is a broad upgrade-wide import breakage." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the reported defects differ: decoder type regression vs incorrect DeepSeek outputs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: base_model_prefix loading regression vs NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification script behavior is unrelated to SigLIP2 implementation parity." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE loading, but the concrete bugs are not the same code-path problem." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support issue is unrelated to a flex_attention import-version check bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatch CI failures in other models." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained key regression and from_pretrained load failure are different directions and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug is unrelated to classification-head NaNs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a missing image-patch method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length helper behavior and flex_attention import gating are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field issues, but they affect different models and different fields; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label behavior is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weights in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument usage and trainer.evaluate after train are different trainer/optimizer problems." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder regression and DeepSeek accuracy regression are not the same underlying issue." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is an unspecified flash-attention issue." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in one model is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and empty-list chat templating are completely different bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure affect different models and paths." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints is unrelated to Minimax attention numerics." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still mentioning pipeline() is unrelated to a flex_attention import-version 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": 24, + "review_unit_index": 51, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:44877|issue:46231" + ], + "prepared_review_unit_hash": "42e9e0125c3610e46bb512f3da7306335a6f7e05b3cb9be26f1963bea77d7a1a", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36697, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs share broad themes like tokenizers, config/load failures, or video/model issues, but they do not look like the same underlying bug. No PRs are present. The broadest and most central issue is the v5 tokenization regression report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43122 is the best umbrella candidate: it describes a broad tokenizer regression across versions, is clearly articulated, and has inbound references, whereas most other issues are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most representative and actionable issue in this set for duplicate-triage purposes; it captures the general regression pattern better than the more model-specific or incidental bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failure modes and code paths: optimizer state/rank mismatch during training vs missing generation cache during chunked prefill." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but one is a loading regression and the other is incorrect offset_mapping for Qwen3; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use vs tokenizer BPE-marker handling; unrelated symptoms and subsystems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs stale warning text for num_return_sequences; different bug classes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention issues: GPT2 backend scaling ignored vs Gemma4 building the wrong mask type." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer codec handling regression vs phonemizer backend state not resetting; different components entirely." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug vs a padding performance inefficiency; not the same underlying problem." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads vs incorrect video padding calculation; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Broken vitpose models vs apply_chat_template crashing on empty input; different layers and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is an unexpected init_empty_weights argument, the other is PretrainedConfig type-checking; both v5-related but distinct." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pin issue vs incorrect PyTorch version guard for AuxRequest; no common underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None vs flash_attention.py crashing on sink-less models; unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs in classification heads; different behavior and code paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; same family, different concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models: Qwen3 offset mapping vs Deepseek incorrect results." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalidity vs flash-attention generation failure; distinct issues despite both touching generation." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in v5.4.0 vs stale model.config.dtype after from_config; different config semantics." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug vs a specific xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing helper bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shape vs crash loading video model without torchvision; both video-related but distinct." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs Qwen3.5 checkpoint save regression; different code paths and symptoms." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None assumption vs _patch_mistral_regex backend_tokenizer AttributeError; both tokenizer infra, but not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two import errors in different symbols/modules; no evidence they share the same root cause." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker warning mismatch vs MobileLLM-125M loading KeyError; separate model-loading issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs a noisy logging message; clearly unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure vs a testing_utils bug; different areas." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs feature extractor padding performance; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about default shard size vs Qwen3.5 MoE loading failure; not the same underlying issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage vs unsupported tensorflow_text backend mapping; different functionality." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading failure vs documentation parameter name mismatch; one is behavior, the other is docs." + } + ] + }, + "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": 24, + "review_unit_index": 52, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46369", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "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:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "6b2a9bff46fde6e0463ffe6e696f88a309f75ccc0c5e3ddc8bc9fa623556202e", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct regressions or feature gaps across unrelated subsystems, and the soft candidate pairs mostly only share a broad area like \"tokenizers\", \"imports\", or \"FlashAttention\". I would not deduplicate any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated bugs and release regressions (imports, tokenization, model loading, FlashAttention, dtype/precision, API behavior).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as an umbrella representative, because none of the issues covers the same underlying bug or change across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an MLA RMS norm precision bug are unrelated code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "One is a GenerationConfig validation error; the other is an unrecognized model/config issue." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5-MoE from_pretrained loading errors are different failures." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA layernorm epsilon precision drift and Minimax reference-vs-implementation differences are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import may be one symptom of a broader release break, but this is not clearly the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and a double optimizer.step() with deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue and a RoPE implementation issue are distinct." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a weight-shape mismatch and the other a model-specific loading bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and a TensorBoard-without-TF backend error are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic request acceptance failure and the other is a streaming inference issue on a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A max_shard_size question and a Qwen3.5-MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A DSA indexer ReLU omission and a deepseek-v4 dtype/transpose issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return values and deepseek-v4 tensor casting/transposition are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "GLM46V image patch counting and MLA layernorm epsilon precision are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch bfloat16 warning and BLIP2 dtype fields staying float32 are different precision/loading issues." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "FlashAttention 2 support request for XLM-Roberta and Nemotron lacking FA2 support are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Duplicate pair already considered above; still not the same concrete loading failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures on different models/versions and a degenerate training bug with flash_attention_3 are not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config attribute and gguf_file/from_pretrained breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a documentation mismatch for set_training() are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop behavior on a specific image and a memory overflow in sam3-litetext are unrelated model 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": 24, + "review_unit_index": 53, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753" + ], + "prepared_review_unit_hash": "4fd05ce3bc5be051d164d632d1e2a854b3ce63d7bb1439c80d3aa4a33ede7021", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36469, + "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 mostly heterogeneous: many items share broad Transformers/model-loading language, but the soft pairs do not appear to describe the same underlying bug or change. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the strongest anchor in the set: it is open, has the most discussion, and describes a concrete user-facing runtime bug around quantization/offloading rather than a vague API or test complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to keep as the representative anchor because it is active, substantive, and specific enough to stand on its own; the rest of the cluster is too diverse to serve as duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer mapping None assumption and the other is a model-loading failure for a specific repo; different root causes and code paths." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM, but one is a missing image-processor method and the other is a torch.split/indexer bug; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated issues." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-family models, but one is a remote/native implementation divergence and the other is a specific dtype/transpose problem in deepseek-v4." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache in v5.0.0 and the other is a mask pipeline batch-finalization bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal for tie_embeddings_and_encoder_decoder is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3 variants, but one reports missing attention projections and the other a config field being dropped by strict serialization." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen3 models, but one is a broad transformers 5.0 bug and the other is a specific missing-projection bug in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "These are different ImportErrors involving different modules and symbols; they are not the same breakage." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/load failures, but one is missing torchvision for video processing and the other is a mistral_common symbol mismatch; distinct dependencies and failure modes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is an API removal regression and the other is quantized save/load corruption; not the same underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer FSDP2 optimizer-state corruption and Liger Kernel not applied with model_init affect different code paths and fixes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A processor-loading crash and a save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video processor bugs, but one is padding calculation and the other is num_frames semantics; related area, different bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an IndexError on empty chat templates are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A test seeding problem and a logging message issue are different classes of fixes." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor-shape bug vs accuracy regression after upgrade; the symptoms and likely fixes differ." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing names from different packages and release surfaces." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal around tie_embeddings_and_encoder_decoder is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer-mapping-None are separate tokenizer loading bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 warning and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure do not share the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring local_files_only and a missing embed_tokens.weight on UMT5Encoder are different from different loading layers." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train and inability to import Trainer due to datasets are not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Kwarg passthrough to cached_file and an auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention and chunked-prefill cache recompilation are different code-path problems." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and a BACKENDS_MAPPING tensorflow_text error are different compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor import crash without torchvision and tokenizer mapping None are distinct failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving a dequantized model and saving Pipeline objects are different save_pretrained problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save/load corruption and Qwen3_5 infinite-loop behavior on a specific image 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": 24, + "review_unit_index": 54, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44625|issue:46365" + ], + "prepared_review_unit_hash": "90bd856dbc2972dbfaf0ccd375486ed4bcb49b757a3b09c3b18a0759668ce3ca", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues, centered loosely around v5 regressions, import/API breakages, and model-specific bugs. None of the soft pairs look like true duplicates of the same underlying fix.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43097 is the broadest, clearest user-facing v5 breaking-change report in the set, so it is the best single canonical representative of the cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest overall issue candidate because it captures a general v5 regression with wide compatibility impact, unlike the more model-specific or narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both mention pipeline-related behavior, but one is about an error message for unsupported translation tasks and the other about saving Pipeline objects; different bugs and fixes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is about leftover dummy classes leaking into the package API; right is just a noisy logging message. Not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes: xLSTM training blockers vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Both involve compilation/warnings, but one is a generic bfloat16 precision warning and the other is a Bamba SDPA compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings with different triggers and code paths: PyTorch float32 precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "One is a missing checkpoint key in UMT5Encoder, the other is a save_pretrained shard-size question. Not duplicates." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not shown to be the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a Nemotron model is unrelated to a Python version compatibility break in Transformers 5.1.0." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is unsupported Flash Attention 2.0 for Nemotron and the other is GPT2 attention scaling being ignored; different fixes." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config attribute warning is unrelated to a generic noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated model-specific problems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 SDPA/FlashAttention scaling behavior and AttentionInterface.register behavior changes are different code paths and symptoms." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to an import failure for Trainer caused by datasets." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "A patchtsmixer post_init policy issue does not match the Trainer import conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8 model workflows, but one is about saving and the other about loading; not enough evidence of the same fix." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under backend changes is unrelated to a degenerate zero-loss classification issue." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend dependency selection and Trainer import failure due to datasets are different dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and upstream APIs; no evidence of one underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are separate issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions API rejection and batched apply_chat_template padding crash are different request paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIPOutput attentions and GPT2 attention-scaling behavior are both attention-related but not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import symbol removal and unwanted network requests with local_files_only=True are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3/VL MoE and fp8, but one is a load-time bug and the other is fp8 inference support; not the same concrete change." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; insufficient evidence they share one fix." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and saving Pipeline objects are distinct save_pretrained problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer drop and GLM-5 RoPE implementation discussion are model-specific and not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and a state_dict sorting load error are different loading issues." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and the Trainer import conflict 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": 24, + "review_unit_index": 55, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976" + ], + "prepared_review_unit_hash": "b1c6a0cf5c1e95a747ef8da4f785f46f0a8763d5e5883464755b24b972afdcb9", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated import, config, save/load, training, chat, and performance regressions. None of the soft pairs are safe duplicate merges.", + "confidence": 0.81, + "canonical_issue_reason": "No safe canonical issue: the titles cover multiple unrelated bug families, so merging them would overfit the similarity signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most connected issue in the set and a concrete bug report, but it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different bugs: embedding resize vs attention masking." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different architectures and failures; both are missing attributes, not the same defect." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different removed symbols and packages." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated model-specific issues: Flash Attention support vs GenerationConfig validation." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat APIs, but one is request validation and the other template tokenization." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different loading/saving paths; one is base_model_prefix loading, the other pipeline serialization." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but pipeline saving and quantized roundtrip are distinct bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Both mention config-ish issues, but they affect different model classes and checks." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different checkpoint/load failures with no shared code-path evidence." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility problems, but for different releases and failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen problems: label propagation versus attention-mask construction." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is attention behavior and the other head-dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different save/load regressions." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "Completely different subsystems: xLSTM training bugs vs VideoPrism output wiring." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-field reports, but for different models and attributes." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Same broad config theme, but not the same missing field or failure path." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Different failures: generation mask initialization vs tensor-parallel training." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but on different models and missing-state behavior." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no-grad semantics and broad import errors are separate problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failure are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and variable-length position_ids are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generation mask bug and tokenizer-loading regression do not match." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but compiled Python errors and torch.jit parsing are distinct." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and type-checking breakage are different regressions." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model roundtrip bugs: state_dict ordering versus Gemma pipeline roundtrip." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute missing versus distributed optimizer-state mismatch; no shared bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different config/loading problems in unrelated model families." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is seeding and the other xdist file races." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Performance-related, but one is a concrete import-star cleanup and the other is a vague slow-import report." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache update semantics versus a generic complaint about v5 breakage." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention parallelism, but tensor-parallel training and TP load OOM are different defects." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics and Python-version support 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": 24, + "review_unit_index": 56, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071" + ], + "prepared_review_unit_hash": "4b53b9a0a2d4c5d0f31653fcbf10c67122a540bb4f63b67968dfaea53d3f1636", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37605, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues spanning loading, generation, docs, quantization, CI, and model-specific regressions. None of the soft-edge pairs look like true duplicates of the same concrete bug/change, so all soft edges are rejected. No PRs are present in the input.", + "confidence": 0.63, + "canonical_issue_reason": "issue:46617 is the best cluster anchor: it is a concrete, user-facing loading-from-cache regression with broad relevance to the nearby loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46617 is the clearest and most actionable issue among the set, with a specific failure mode and current relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained failures, but they affect different model families and different loading paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a state_dict loading bug; the other is an incorrect save_pretrained key regression for a different model." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Importing AutoModel without PyTorch and tokenizer loading regressions are unrelated failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different symbols and behavior changes; one is missing CLIP attentions, the other is a structural model-class divergence." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal loading error." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to a stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in a test is unrelated to auto_mappings references breaking CI." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior in v5 and num_frames semantics in a video processor are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "A local_files_only network leak and an AddedToken kwarg collision are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve and cache loading FileNotFoundError are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan metadata are distinct problems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth leading to OOM is unrelated to checkpoint reload failures after upgrade." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "A missing Qwen2_5_VL import and a trust_remote_code cache FileNotFoundError are different failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "A local_files_only leak is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "A missing image-processor helper and a cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A no_grad decoration request for cache updates is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` output and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 Moe loading/parallelism, but one is missing _tp_plan and the other is a broader from_pretrained regression." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are different symptoms." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel planning and a dropped vision-config field are different Qwen3.5 issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different top-level symbols; not the same missing-export bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Inconsistent num_frames semantics and missing backend reporting are related to vision processors but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache internals, but one is about no_grad decoration and the other is a sync_gpus model-kwargs update bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A network leak during local-only loading and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and forward-doc confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests and FP8 MoE save_pretrained are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs affect different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3.5 VL loading breakage and a general v4.57-to-v5 reload failure are different model/version regressions." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate()-time UnboundLocalError and documentation confusion around forward arguments are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions 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": 24, + "review_unit_index": 57, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "122132ce1fa6ff1cfc0ff42277722adb0ceafe7c6db38ff1f9674e53aa4d3059", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36841, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated regression/import/model-loading issues around Transformers v5; no soft pair looks like a true duplicate, and the only plausible umbrella is the broad v5-breakage report.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the shared v5 regression theme, even though it is too vague to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best cluster representative because it summarizes the overall \"v5 breaks many things\" pattern, but it is broad rather than a concrete repro.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading problems, but one is tokenizer loading and the other is a specific Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "These are different save/load failures: compiled Python file execution vs missing files when saving a Pipeline." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "One is an external import break from huggingface_hub, the other is a broken transformers env command in v5." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI command and a PretrainedConfig type-checking regression are different failures and code paths." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env CLI regression is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap; one title is nonsensical and the other is a Gemma audio positional-encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are different import/cache failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and TextClassificationPipeline docs mention different subsystems and different problem types." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken v5 CLI behavior is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "A missing attribute in SAM 3 video outputs is not the same as cache-loading FileNotFoundError." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "These are both FP8-related, but one is save_pretrained behavior and the other is inference support; different changes." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and B200 FP8 inference are separate code-path problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and likely different packaging regressions." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated model-specific bugs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "A missing GenerationMixin cache in chunked_prefill is not the same as a typo in cache strategy docs/code." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is a concrete repro; the other is only a broad summary of many breakages." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "The processor.save_pretrained bug is concrete, while the other issue has no meaningful content." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "The DSA/ReLU discussion and SmolVLM num_frames inconsistency are different topics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and missing _tp_plan for Qwen3_5Moe are distinct tensor-parallel/model issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are related only at a very broad implementation level, not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5-VL outputs, but one is bbox hallucination and the other is an infinite-loop bug on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A vision-model output bug is not the same as a config type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload failures are different v5 regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models and a missing GenerationMixin cache are unrelated fixes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad v5 breakage report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific model config regression, not the same underlying issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 upgrade incompatibilities, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is too specific and does not match the broad v5 breakage report." + } + ] + }, + "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": 24, + "review_unit_index": 58, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468" + ], + "prepared_review_unit_hash": "8089d1fc77e9e16ac2fc80f393848381e7cf02feaea8f3bf1a2c6970c26a2f64", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40220, + "estimated_input_tokens": 10055, + "estimated_eval_tokens": 20366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: docs, tokenizer/loading, model-specific bugs, scheduler/config issues, and performance regressions are mixed together. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them or pick a single canonical artifact.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster spans many unrelated problems across different features and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global best canonical target; the items are too diverse to safely consolidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade-regression reports, but one is about many import errors and the other about many models breaking; too generic to be the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings vs a cache-strategy typo are unrelated issues." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request and a DeepSeek-V4 weight-conversion question are different tasks, not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* import-time slowdown and a missing Qwen3_5 module import error are different failure modes." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker/model-type warning and Liger Kernel not applying with model_init are unrelated code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy-loading broken; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness in SAM-HQ and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken transformers env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 support error and Qwen3-VL bounding-box hallucination are distinct model-specific issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL 2D bbox output are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are separate bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error and a generic bug report do not match the same underlying issue." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch in save_pretrained and a generic bug report are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file and scheduler kwargs are different subsystems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo versus SequenceFeatureExtractor.pad conversion overhead are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* slowdown and missing HybridCache import are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a small testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Both are version-regression complaints, but one is Python support and the other is broad model breakage; too vague to unify." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL / Qwen3.5 model failures with no concrete shared code path." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a module import failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and a tied-weights AttributeError are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are both v5-era complaints, but not the same concrete bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 causing degenerate training are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding calculation are different processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained missing files and tied-weight key handling are different save/model internals." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 module import are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report and a specific Qwen3.5 MoE from_pretrained error are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp handling and GLM-5 RoPE implementation are distinct model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown and VRAM leak in multithreaded dataloading are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion in model.forward and a Llama 3.2 loading regression are unrelated." + }, + { + "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 dtype/transpose bug; not the same fix." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak with dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 positional encoding are different model implementations." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only still triggering requests and timestamp calculation in Qwen3VL are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leak in multithreaded loading are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad 'many models break' regression and a specific Qwen3_5 import failure are not the same concrete bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor-related issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split-return behavior and Gemma-4 positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and Gemma-4 positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm eps handling and Gemma-4 positional encoding are different implementation 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": 24, + "review_unit_index": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-492", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "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:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "8f5a8724941a246822a755261fe83a28c7b604b029326edbdaa4896d6dc5ba16", + "component_budget": { + "node_count": 492, + "item_count": 492, + "soft_pair_count": 1813, + "serialized_chars": 939832, + "estimated_input_tokens": 234958, + "estimated_eval_tokens": 470172 + }, + "budget": { + "node_count": 39, + "item_count": 39, + "soft_pair_count": 35, + "serialized_chars": 32285, + "estimated_input_tokens": 8072, + "estimated_eval_tokens": 16400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and not a true duplicate cluster. Only the Flash Attention 2.0 request pair looks like the same underlying change; the rest span unrelated bugs, feature requests, and docs/questions. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45250 is the broadest Flash Attention 2.0 request and best matches the specific GPT2LMHeadModel FA2 support issue; the remaining items are too unrelated to serve as one canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45250 is the cleanest representative issue in the set because it captures the general FA2 support request without being model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching vs DeepSeek-V4 weight-conversion script are unrelated problems." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to a multi-thread VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different import failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and a Qwen3_5 import error are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a specific decoder-type bug; not the same concrete issue." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": true, + "reason": "Both are Flash Attention 2.0 support requests; 45250 is the generic umbrella and 28348 is the GPT2LMHeadModel-specific instance." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler keyword handling and an unrelated spam/placeholder issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated placeholder issue do not match." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue and the generic 'breaks too many models' complaint are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights AttributeError and chat-template tool-call crash are different code paths and failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing layer_type_validation import error are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx after v5 update and tied-weights AttributeError are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id and tied-weights key handling are not the same issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are FA2 support requests, but for different models and code paths; not enough evidence of one underlying duplicate." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generate() decoder mask crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow run-finalization on failure and checkpoint loading performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained loading speed and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed and documentation confusion about inputs/past_key_values are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint issue in ModernBERTConfig and a tokenizer regex warning regression are different problems." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value usage in Mask2Former and kwargs not forwarded to loss calculation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling and RoFormer attention implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a ModernBERTConfig type-hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type hint and quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm RMS-norm question and ModernBERTConfig type hint are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERTConfig type hint are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet is largely heterogeneous, and the summary correctly notes there are no PRs. The only soft accept (28348 \u2194 45250) is plausibly conservative because both are Flash Attention 2.0 support requests, with one being the generic umbrella and the other a model-specific instance." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "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": "f28e583127d842b734a302ddc0b549fa6559f6cbf3bba3b8998b3e849925a067", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests across different subsystems (tokenization truncation, learning-rate scheduling, and Wav2Vec2 word offsets). The similarity is superficial only; this is not a true duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue exists because the items do not share the same underlying problem. If one must be chosen as a placeholder, issue 10519 is the most feature-request-like and has the most discussion, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these issues is a good global representative for the cluster since they concern different code paths and different kinds of requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and different requested behavior: tokenizer truncation options vs Wav2Vec2 word boundary offsets. No shared bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation direction in preprocessing vs ReduceLROnPlateau-like scheduler functionality. They cannot plausibly be the same underlying issue." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different features in different parts of the library; no common code-path problem or duplicate request." + } + ] + }, + "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": 24, + "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": "394d292143a71eded679dfdf6dedd2f3eaa72cb8f03d179ce6f9378f6381c2cf", + "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 three issues are only loosely related by NLP/model-loading theme, but they describe different bugs: TAPAS tokenization mismatch, unauthenticated private-model download error messaging, and inability to load bert-base-uncased. I would not deduplicate any of the soft pairs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:16618 is the broadest user-facing failure in this cluster and is the most likely central representative of a model-loading problem, whereas the other two are more specific and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best issue candidate because it is the most general and actionable of the three, with the clearest direct product impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization divergence from TensorFlow is a tokenizer/implementation mismatch, not the same underlying bug as failing to load bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model loading, but 15980 is specifically about error handling for private-model downloads without login, while 16618 is a generic inability to load a public model; different failure modes and fixes." + } + ] + }, + "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": 24, + "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": "23084d92683fd6ff4b605c4419ecd9ceb4b0da34f6f1397bbf6bd31816136e83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-tracking issues, not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the requests target different features/code paths (Flash Attention 2 vs GGUF) and are only loosely related by the same \u201cmore architectures\u201d phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:26350 is slightly more central as the older, higher-activity tracker, but it is not a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying changes: Flash Attention 2 support and GGUF support are separate feature requests, not the same bug or implementation." + } + ] + }, + "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": 24, + "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": "0a12f0d4da23c18093d7ec112eab53f040d055a00994bc98ad9dac148a1f5ff8", + "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 mixes several separate translation-request issues. I see two true duplicate subgroups: the identical placeholder-template issues ([i18n-] Translating docs to ) and the exact same Thai-title issue pair. The Turkish, Spanish, and Romanian requests are similar in theme but are different language targets, so they are not duplicates of each other.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43834 is the earliest issue in the repeated placeholder-template subgroup and is the best anchor for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most central duplicate candidate: earliest of the identical placeholder-title issues and connected to multiple near-identical copies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same broad translation-doc theme, but different language target; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets; similarity is only from the shared translation template." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder request; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets, so this is not a duplicate bug/change." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder request; only the template is shared." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target, so not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; shared wording is just the template." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder request; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; similar template text only." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and placeholder-template issue are not the same change." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request content; only loosely similar." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request content; not a concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-template translation request; same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title/body pattern and same translation request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Shared translation-template flavor, but the requested language/content differs." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Shared template text only; the issue content is not the same." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-template issue; these look like duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Not the same request; only the body template is similar." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Not the same concrete issue; similarity is superficial." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different request content despite similar template structure." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different request content; not the same underlying bug/change." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai-title issue, so this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet. The two duplicate subgroups are supported by near-identical titles/bodies and very high similarity scores, and the language-specific translation requests are conservatively left as non-duplicates. The canonical anchor choice for the placeholder-template subgroup is also consistent with the creation dates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "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": "32fd12c1daf2661d7752feb0456197ab7c56cdc5eca9605c6d59e9a518e24807", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24151, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24151, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by distinct model-request issues (different models, modalities, or features), so the soft similarities are mostly generic \u201cadd support\u201d overlap rather than duplicates. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43671 is the most central, well-scoped request in the cluster, but it still targets a distinct Qwen3-TTS feature and is not a duplicate of the other model requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is a strong representative of the cluster\u2019s model-support requests, though the items are not actually duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config support vs DEIMv2 addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different model families and capabilities: EuroBert vs Qwen3-TTS." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Unrelated additions: EuroBert config vs RF-DETR model." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Different models and likely different code paths: RF-DETR vs DEIMv2." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different requests: RF-DETR object detection model vs LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different underlying changes: RF-DETR model addition vs weight-sparse transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different modalities and models: RF-DETR vs Qwen3-ASR." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different capabilities: RF-DETR model support vs Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different changes: NeoBERT support vs weight-sparse transformer support." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request is unrelated to LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models and different integration work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Different model additions: NeoBERT vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request is distinct from Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Different requests: MiniCPM3 architecture vs weight-sparse transformer." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Different model/support targets: MiniCPM3 vs Voxtral-4B-TTS-2603." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support are unrelated changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT request vs generic BERT-like models with RoPE are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support affect different model paths." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE is a model request; Mirko Privitera is unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are different capabilities; these are separate requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but they request different concrete models and integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different feature areas: Qwen3-TTS vs weight-sparse transformer support." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and LFM2.5 Audio are separate model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support vs weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio support and SAM3-LiteText are unrelated requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink option are distinct features." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT text model request is unrelated to Voxtral TTS." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT support and the unrelated Mirko Privitera issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated Mirko Privitera issue do not match." + } + ] + }, + "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": 24, + "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": "0e6319acdfac644b24cf2a3edbe4477aaf368d2bbaa5798485dac8a2b02d2cbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They do not describe the same bug or change, so this is not a duplicate cluster.", + "confidence": 0.98, + "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 scopes and domains: documentation about a third-party optimization framework vs. a model architecture refactor. No shared code path, explicit linkage, or duplicate intent." + } + ] + }, + "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": 24, + "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": "694c09ac96bb0d53d43afbb060868b34ca1dfd2178bf08fd0c162b9810eb242f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for block decoding support, while the other requests DeepSeek v3.2 support. They are different feature/problem reports with no clear shared underlying code-path.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue for this pair; the topics are unrelated and do not describe the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for the cluster because the items are about different concerns; neither can subsume the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding behavior vs support for a specific model version. They do not appear to be 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": 24, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "ccd5b498744649e4d72bd0f3cfae40d6f094506661e9e28b34bc2943e228e1df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention \u201ctiled\u201d optimization work, but they describe different requests: one is about enabling a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, and the other is about integrating TiledMLP to reduce memory footprint. They are related in theme but not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more concrete, implementation-specific request: it targets a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, whereas #41826 is a broader feature request about TiledMLP integration.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the better representative because it is narrowly scoped and tied to a clear code path, making it easier to action than the broader TiledMLP memory-footprint request in #41826.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Reject: the titles and descriptions point to different features/code paths (FLCE `from_pretrained()` flag vs TiledMLP integration), so they are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 24, + "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": "6cf0e17c82538a75a999cbee8a043f0e4f76d3a2412cd392343ed0a3a39429e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are thematically related to custom trainers and Trainer internals, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPs estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "#43598 is the better canonical issue because it is a concrete Trainer customization problem with a focused API/behavior change request; it better represents the cluster\u2019s shared theme than the FLOPs-estimation issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the most suitable issue to keep as the representative item: it is specific, actionable, and centered on a clear Trainer behavior change rather than a narrower estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only at the level of custom trainers/Trainer internals. One concerns `remove_unused_column` customizability, the other concerns FLOPs estimation logic; they are different code paths and not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "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": "f22d1c63ce973b418e35077017408e9e30cc393d33849e7284cf3aecc3297c53", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related in that both concern missing Qwen model support, but they are not duplicates: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, and the other is about AutoModelForSequenceClassification support for Qwen3.5.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the requests target different model families and different APIs/tasks, so they do not describe the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, 43684 is the broader model-registration request, but it still does not subsume 44405\u2019s sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support via Qwen3_5Config. Same general ecosystem, but not the same bug or patch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 24, + "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": "3b64ebe59365e0f120f1e94c68ac5f113ec05c2c57001637cf0747681b869d24", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are extremely low-information, with generic or empty titles/body content. They may be related by duplication/spam, but there is not enough concrete bug detail to confirm any shared underlying problem; no PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43859 is the least uninformative of the set only because it has a discussion activity count, but none of the issues describe a specific bug well enough to make a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the cluster representative, 43859 is marginally best due to having some discussion activity; otherwise the cluster is too underspecified for a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only soft title similarity is available; the issues do not describe the same concrete problem or code path." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only soft title similarity is available; there is no substantive evidence that these are the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The artifacts are too generic and underspecified to confirm they are duplicates of the same real issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but no body detail or explicit target shows a shared concrete bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "These look superficially similar, but the available metadata is insufficient to establish the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "There is no concrete problem statement beyond a repeated generic title, so duplicate status cannot be confirmed." + } + ] + }, + "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": 24, + "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": "9006e3de7c48d26da7357c02d9e4e4096ee87009c982cbdbb02cc09278ea2936", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not true duplicates; they look like unrelated spam or placeholder issues with no shared concrete bug or feature request.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are too vague and appear unrelated, with only generic spam/documentation-like titles and no substantive bodies or shared targets.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong cluster representative. If forced, #44418 is only marginally more descriptive, but it still lacks enough detail to serve as a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just \"\" placeholders; no evidence of the same underlying issue beyond generic similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just \"\" placeholders; no concrete shared bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; no specific overlap in problem or request." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out 'Google LLC'\" are unrelated spam-like items, not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no substantive bug or request to indicate a real duplicate relationship." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. a different spam-like title; no shared concrete underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. a different spam-like title; no shared concrete 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": 14, + "component_count": 24, + "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": "11d82a7152593ff286c69c38a42cc54a311193577041f0a803578e4a2d94673a", + "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": "The pair looks highly similar and likely related, but the evidence is not strong enough to call a confirmed duplicate. Treat #45145 as the conservative canonical issue because it is earlier and has the only inbound reference, but keep the duplicate judgment tentative.", + "confidence": 0.72, + "canonical_issue_reason": "#45145 is the best conservative canonical representative: it was created earlier and has the only inbound reference, but the similarity evidence is still soft rather than definitive.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the primary record for this cluster because it is earlier and slightly better connected, though the duplicate link should remain uncertain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar body length are suggestive, but the packet only provides soft similarity and deterministic_accept is false, so this should not be marked as a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is too strong for the evidence provided. The packet only shows identical titles, similar body length, and a soft-similarity signal; it does not establish that these are the same issue. In particular, the pair\u2019s deterministic_accept is false, so marking the soft edge as an accepted duplicate overstates the evidence. The canonical-issue choice (#45145 as earlier with one inbound reference) is reasonable, but the merge/duplicate verdict should be downgraded to conservative uncertainty rather than a clear duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 24, + "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": "81a4c39db496f9a80aa041e58552b590647674f70dc00069d4755679c18a1cb9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct closed issues, not duplicates: one is a Gemma4 audio-module uint8/NF4 TypeError, the other is a BitsAndBytesConfig regression where skip-modules handling clears the default lm_head exclusion and triggers an AssertionError in 4-bit inference.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the cleaner triage anchor because it states a specific, reproducible configuration regression in 4-bit inference; however, it is not the same bug as 45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best representative of the cluster only in the sense that it is the more explicit and broadly framed regression; 45672 is a separate failure in a different code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: different underlying bugs and code paths. 45672 is a torch.finfo/uint8 problem in Gemma4 audio modules during NF4 inference; 45674 is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and causes an AssertionError." + } + ] + }, + "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": 24, + "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": "097230013437ac268f20c8a7802bb83bd11b034025102db62f5ef0cb7aa8433d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates or the same underlying problem; they are separate name/date entries with no shared technical context.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate: both are minimal, unrelated entries and do not describe a reproducible bug or request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different person names and birth dates; no shared subject matter, code path, or issue content indicating the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 24, + "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": "c851e161e5943f852f6f97c6de3f50291a34af7f71d047c5eb21fcac1c60c351", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have only personal-name/date titles and no bodies, targets, or shared references. There is no evidence they describe the same bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles look like unrelated personal entries, and there is no body, linkage, or code-related context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "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": "900dba3f7a3c875403da453f57f12a468de5d4b2c323efd472c55ecafbf30151", + "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": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits both: the requests are unrelated (model head support vs FP8 training capability).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete feature request and would be the better representative if this cluster were forced to pick one, but it should not absorb #46295 as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying changes: adding Qwen3_5ForTokenClassification for value-model use is a model/API addition, while FP8 training support is an optimization/training feature. No shared bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "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": "9c56118f87a83f92e05a7c4f47414b1ca8f9ca63bfb9b376e495622244ac1754", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. The evidence supports these as same-request pairs based on identical titles and matching body lengths, but not enough to call them definitively exact duplicates. Issue 45869 is a separate dataset/sample listing and does not match the other request types.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical issue for the 45870/45871 pair because it is the earlier of the two identical-title, matching-length issues and cleanly represents that request.", + "canonical_pr_reason": null, + "best_issue_reason": "No single global canonical exists across all five issues because 45869 is a different topic and the remaining four split into two separate likely-duplicate pairs; 45870 is the strongest overall representative only for the example-request pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial wording, but one is a dataset/sample listing and the other is an example request; different underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: topical overlap only, not the same request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Likely duplicate: identical title and matching body length strongly indicate the same request, even though the packet lacks full body text." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge/financial time series, but the requests differ in scope and concrete intent; not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related theme only, not the same underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different request type and scope; shared subject matter is too broad to treat as the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request type and scope; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Likely duplicate: identical title and matching body length strongly suggest the same request, though the evidence is not enough to label it an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates the evidence. The packet only provides soft_similarity plus matching titles/body lengths; it does not contain the issue bodies or any hard duplicate signal, so calling 45870/45871 and 45872/45873 \"exact duplicates\" is too strong. The conservative conclusion would be that these pairs are highly similar / likely duplicates, not definitively exact duplicates. The 45869 separation is grounded, but the duplicate verdicts need to be softened." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "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": "00dfd406d8b26e7e53957300c85342e113fbf95d58c51f608b77a63e70750db7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during early initialization, the other is a `KeyError` in Qwen3.5. Related area, but not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layers) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it is broader and more diagnostic of the static-cache/linear-attention failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They are adjacent in the static-cache/linear-attention area, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there is no direct evidence they stem from the same code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "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": "6ed082f71dd5d75229d4bc1f8d67024887115ea27117e13e02e2fc5fc592b08e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-identical reports of the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread; the closed one appears to be the earlier duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46552 is open and has inbound references, so it is the better active tracking issue for the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46552 is the best issue overall because it is the open, referenced canonical report for this exact bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same apparent body length/content, and the same underlying Wav2Vec2CTCTokenizer v5 bug report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: the two issues have identical titles and body length, and the open one has inbound references, so treating 46552 as the canonical thread is conservative and supported. The soft-edge accept is also justified by the strong similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "2d4f9b9ae8651468993d1c259e7d700a3a1203852754c92fca76df9e0298300d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object detection training, while the other reports progressive out-of-memory during RT-DETR v2 training. They involve different failure modes and likely different causes/fixes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more specific, concrete bug report centered on a tensor shape mismatch, which is easier to map to a single code-path problem if this cluster were being indexed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the better representative issue because it describes a distinct, actionable training-time error rather than a broad resource symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after epochs. Same training domain, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b2706b658ff33027514bd2fbddd73c15d0e29a25d080ce0b46c785cac47560bb", + "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 are both model-loading failures, but they describe different code paths and different failure modes: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46822 is the more concrete and discussion-backed report, with a specific multi-GPU ZeRO-3 OOM symptom and a named model/submodule involved.", + "canonical_pr_reason": null, + "best_issue_reason": "#46822 is the strongest representative issue here because it is narrowly scoped, technically specific, and has some existing discussion/inbound reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: these appear to be unrelated loading/dispatch bugs. #46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 37, + "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": "751997c28d12324321fd0459c9e6ded8d9b332f09a6de1daa587008fd57d3474", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs cover closely related VibeVoice work, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime path and an acoustic tokenizer with additional auto/processing/generation wiring.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the more complete and later VibeVoice-related PR, but it represents a distinct realtime extension rather than a duplicate of the base implementation.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the best representative of the cluster because it is broader and newer, covering the realtime/tokenizer stack in addition to the core VibeVoice model code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share VibeVoice infrastructure files, but the scopes differ: #40546 is the initial VibeVoice implementation, while #42781 adds a separate realtime variant plus acoustic tokenizer and related plumbing. They are related follow-ons, not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 37, + "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": "15f8daaaf8da2e9d0e15139bae7963deb3664cc95b4cc0a020fa914e884f97e7", + "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 two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. There is no duplicate relationship or shared underlying code-path change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good canonical representative for the cluster because they solve different problems in different subsystems and would not be merged into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different functionality, and different code paths; this is not the same underlying 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": 3, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46707" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46707", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:43823|pull_request:46707", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "5576dc24364c58429d4f1c6278d57300f1d89e760f35a16b4fa7ec91b2da4012", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38878, + "estimated_input_tokens": 9720, + "estimated_eval_tokens": 19696 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38878, + "estimated_input_tokens": 9720, + "estimated_eval_tokens": 19696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Almost all soft links are false positives across unrelated subsystems. The only true duplicate pair is the two `fixed_cross_entropy` PRs against the same `loss_utils.py` code path and issue target; everything else should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger canonical representative for the duplicate loss fix: it explicitly targets issue 43240 and carries the fuller `fixed_cross_entropy` API change, while 43254 is a narrower variant of the same patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative of the only real duplicate in this cluster because it addresses the same concrete bug, has the explicit issue link, and is the more complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different problems: Mistral tokenizer method gaps vs Auto/processor loading robustness." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated areas: tokenizer API additions vs ExecuTorch dynamic-shape test coverage." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor loading/model plumbing, but they fix different models and different failure modes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs bug fix is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths: loss utility behavior vs Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch export tests are unrelated to native FSDP2 migration." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic export testing is not the same underlying bug as Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Test-only ExecuTorch export coverage does not match processor-loading robustness changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model scaffolding is unrelated to config resolution ordering in modeling_utils.py." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different goals: processor/model auto-loading vs Falcon output-capture refactor." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-loading robustness PR is unrelated to a model creation skill/documentation change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon forward/refactor changes are unrelated to the new-model skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fix are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to native FSDP2 module migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and layrnorm\u2192layernorm renaming affect different subsystems and bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with chat parsing/serve response handling." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes are unrelated to TDT loss kernel integration." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "Name-mapping cleanup for CLIP-like models is unrelated to FSDP2 migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto/modeling filenames are incidental; these patches target different features entirely." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model auto-loading robustness and model-creation scaffolding are not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test work is unrelated to `cls.config` resolution ordering." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel support is a different feature from native FSDP2 module migration." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "Processor-loading robustness and FSDP2 migration are separate concerns." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying `fixed_cross_entropy` change in `loss_utils.py` for issue 43240; 43254 is just a narrower version of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and appropriately conservative. The only clearly mergeable duplicate pair is 43251/43254: both modify `src/transformers/loss/loss_utils.py`, share issue target 43240, and the diffs are near-identical variants of the same `fixed_cross_entropy` fix. The other soft-edge rejections are plausible and do not overstate overlap across unrelated subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 37, + "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": "9c171f28bf19d6edbd27d4213c41c527b8860c5b04c87674d762de8cd2ced949", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related CI maintenance PRs, but they update different GitHub Actions families and would not reasonably be merged into one change set. PR 42975 is about Node 24 compatibility for checkout/cache/upload-artifact; PR 42976 updates docker/build-push-action and a few other workflow action versions.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more distinctive representative of the cluster because it targets a broader GitHub Actions compatibility sweep across many workflows, centered on Node 24-related action upgrades.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative of the cluster because it has the wider scope and clearer platform-maintenance intent, while 42976 is a narrower action-version bump in a different code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions and different execution paths: checkout/cache/upload-artifact versus docker/build-push-action and related workflow actions. They are related maintenance, 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": 6, + "component_count": 37, + "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": "8c9fd581ebe03023ecf71191e5a7eeb89522c8c1b3a21e503ddca268ec7815f8", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21160, + "estimated_input_tokens": 5290, + "estimated_eval_tokens": 10836 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21160, + "estimated_input_tokens": 5290, + "estimated_eval_tokens": 10836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-addition PRs for different architectures; none of the candidate edges look like true duplicates. The closest pair (Step3p7 vs. step_3_7_flash) is related in name and domain, but it targets a different codebase and change type.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the strongest standalone representative in the set: it is a focused, self-contained model addition with substantial implementation and tests. It is not a duplicate target, just the best single PR to keep if one must choose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo); only broad docs/auto-registration overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo2); shared framework files do not indicate the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (ViT NEPA vs CTSM); no shared underlying bug or implementation." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct models/PRs; overlap is limited to common integration files and docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions with only generic repo plumbing overlap." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions; shared auto/model registry edits are not enough to merge them." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are time-series model additions, but they implement different architectures (CTSM vs Step3p7 Flash) and different code paths." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Step3p7 model PR vs step_3_7_flash conversion/scripts PR are related, but they are not the same concrete change and would not be one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 37, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46870" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "1783b325f13e3a402b68828e2a7b4f50bf7dffab15a512e25048b6536465e2cd", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are heterogeneous and mostly only share generic \"fix\" wording; they target different subsystems (Whisper tokenization, model tests, FP8 dequantization, generation config validation, CI infra, and ASR pipeline routing). No soft edge looks like the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the most substantial user-facing code fix in the set, but it is still not a duplicate of the others; the rest are unrelated test or infrastructure changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes versus CLIP/ViT test edits; both are test-oriented but not the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding versus FP8 dequant/loading logic; different code paths and failures." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer fix versus generation watermark validation; unrelated functionality." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test placeholders versus Phimoe CI/integration-test environment changes; not the same defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "Model test edits versus ASR pipeline model-type routing; different subsystem and change intent." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only edits versus FP8 dequant/runtime fix; not a shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-file changes versus generation config/watermarking fix; unrelated changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant fix versus CI memory-limit/integration-test plumbing; no common code-path problem." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization versus generation watermark conversion; different subsystems and bug classes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation fix versus Phimoe CI/integration-test environment changes; not the same underlying issue." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "390098349797a49aa0ae919d19f5ff9f97be8af07e0189096e6120edf57bd569", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate '[don\u0000t merge]' test/debug PRs around CI or repo-bot behavior, but they change different code paths and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the cluster is heterogeneous, with one setup/test bot PR, one comment-CI/debug workflow PR, and one security-gate workflow PR.", + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly represents the cluster as a duplicate target; if forced, 43532 is the broadest CI-debug PR, but it is still not the same underlying change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are test PRs, but 43488 is a packaging/version and Vit test setup change while 46747 only changes the security-gate workflow trigger. Different underlying fixes/experiments." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared bot-test intent is too broad; 43488 bumps setup/dependencies and tweaks a Vit test, while 43532 rewrites comment-CI and related workflow/debug files. Not the same concrete change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but 43532 is about PR-comment CI and debug output, whereas 46747 changes the PR security gate from pull_request_target to pull_request. Different code-path problem." + } + ] + }, + "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": 37, + "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": "d5cf5cda88828b7c3fb98faa297693e753b371d3a0f02650ffca72dfb99ccfae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "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 related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share registration/docs scaffolding, but they target different underlying tasks and model/test stacks, so they should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different pipelines for different segmentation problems, so they are separate changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader, more substantial segmentation pipeline PR and is the better representative of the cluster, but it still does not subsume 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: the overlap is mostly shared docs/registration scaffolding. The actual features differ (promptable concept segmentation vs promptable visual segmentation) with different model/test coverage, so they are 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": 37, + "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": "f1bf42b28ae4a39a3dce0cc2845f7b152e3af97a786ac1880bede0a418530b31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/trainer.py` and add new override points for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 changes training loss scaling logic, while 43663 changes input-column filtering via signature inspection; they do not overlap enough to represent one another.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best for the other. 43651 is the clearer representative of a loss-scaling fix, but it does not cover 43663's column-filtering change, and vice versa.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: same file and similar extensibility theme, but the concrete code paths are different and not mergeable as one PR without conflating unrelated trainer behaviors." + } + ] + }, + "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": 37, + "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": "7aa73105ebbd851999c01ff06dfb794abca41b2fd754a256fc6a0d654668ba00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim to stop runtime NameErrors caused by type annotations in the CLI startup path; they look like two overlapping fixes for the same underlying issue.", + "confidence": 0.8, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43842` is the more direct and focused fix: it explicitly addresses the `TypeAdapter` NameError when pydantic is absent, and its diff is tightly scoped to the import/annotation handling that triggers the runtime failure.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43842` is the strongest representative of the cluster because it cleanly fixes the concrete CLI crash with minimal surface area, whereas `pull_request:43656` is a broader annotation cleanup that overlaps the same runtime problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Same file, same CLI code path, and both address runtime NameErrors from evaluated type annotations/`TypeAdapter` handling; these are plausibly mergeable into one PR for the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/serve.py` and address annotation-related CLI startup NameErrors. The soft-edge acceptance is conservative enough because the changes are plausibly mergeable into one fix for the same area, with `43842` the more focused patch." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 37, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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"pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|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:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "7319e75f8aac929f23dcde3ecf4ac0a5c63d51f092b40a690ac59e11f0e66f60", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet is a mixed batch of output-tracing refactors across many unrelated model families. The only clear duplicate subclusters are the GPT-J/CodeGen family (#44066, #44085, #44722) and the GPT-Neo pair (#44018, #44068); several PRs also point at the shared tracker #43979, but that shared issue link alone does not make the cross-model changes duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No standalone issue node is included in the packet, but #43979 is the shared tracker repeatedly referenced by several PRs.", + "canonical_pr_reason": "#44722 is the strongest representative of the true duplicate family: it covers the GPT-J/CodeGen output-tracing refactor and is the broadest version of that concrete change.", + "best_issue_reason": "There is no issue artifact to rank here; #43979 appears only as a shared target across PRs.", + "best_pr_reason": "#44722 best represents the overlapping GPT-J/CodeGen duplicate set because it spans both code paths and subsumes the narrower GPT-J-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; a shared tracker is not enough to make CVT/FNet and GPT-J the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families (CVT/FNet vs DeBERTa); these are separate output-tracing refactors, not one duplicate bug." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing code path in modeling_gptj.py; #44066 is just the broader GPT-J/CodeGen variant." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate vision model refactors, not the same underlying change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet touch different models and cannot be merged as one fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both PRs target the same GPT-Neo output-tracing implementation in modeling_gpt_neo.py; one is the broader version of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct output-tracing changes in different model files." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are separate model families." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is separate from the GPT-J/CodeGen refactor family." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct changes, even if both use the same standardized pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are not the same underlying change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen only share the high-level refactor theme, not the underlying code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 do not share the same underlying bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate vision backbones." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44074", + "accept": false, + "reason": "GPT-Neo and TextNet are different model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families; similar output-handling cleanup is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; #44722 is the broader GPT-J/CodeGen version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both cover the same GPT-J output-tracing code path; #44722 is the broader version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths, so they are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative, but the cluster summary is not fully grounded: it says \"No issue artifact is present here,\" yet the packet shows explicit issue links/targets on multiple PRs (e.g. 43979). That factual mismatch is enough to reject. The GPT-J/CodeGen and GPT-Neo mergeability calls look reasonable, but the writeup should not deny the presence of issue artifacts." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "bbf290f9f90eb2f671004c80e68806ba0d89f7ba2966217c78df5386ccd70d4e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13066, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all part of the same broad migration pattern for model output tracing, but they target different model implementations and are not duplicates of one another. No issue candidate stands out; the best representative PR is the VisualBert refactor because it most clearly captures the standardized output-capture pattern used across the cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared migration style: it adds both `capture_outputs` and `can_return_tuple` support and makes the output-tracing refactor explicit for one model. It is representative, but not a duplicate of the other model-specific PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster representative because it shows the core standardized output-capture refactor pattern in a compact form. The other PRs apply similar ideas to different architectures, so they are related but not mergeable duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths. They are related theme-wise, not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have separate model-specific output plumbing. The refactors are similar in style but not the same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are analogous refactors for different model implementations. No shared concrete code path or mergeable single fix is evident." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model stacks; both PRs modernize output handling, but they do not fix the same issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 changes are model-specific output-tracing refactors with different signatures and surrounding logic, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "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": "6754b4c1cbb17399218e5b77b8d2155640fff73cd4b5101e3cdc2d5274b69fa1", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40164, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40164, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs; they are separate model-specific refactors sharing a common output-tracing theme. The overlap is mostly in naming and helper usage, not in a single concrete code-path fix. I\u2019d keep them triaged separately, with one representative PR chosen only as the closest overall exemplar.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the theme: it makes a coherent output-tracing refactor across two closely related Mamba variants and introduces the shared capture/output plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best standalone representative because it covers a broader, internally consistent code-path change than the single-model refactors, while still being focused enough to stand in for the cluster theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model implementations and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Same refactor theme, but different models; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and forward paths; too broad to treat as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are refactors, but they touch unrelated model families and separate code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Shared helper naming is not enough; these are different model implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models with separate forward logic; not one concrete bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad output-tracing idea, but distinct model code and behavior." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; this is refactor similarity, not duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "These are separate model wrappers with different code paths, so they should stay separate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same pattern, but not the same underlying implementation change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; no shared concrete bug or fix target." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Same output-tracing refactor style, but not the same code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model implementations; too different for duplicate PR triage." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These are separate model-specific refactors, not one mergeable change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; shared refactor language is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "They address different architectures and cannot plausibly be one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families with distinct forward behavior." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Both are tracing refactors, but the underlying models are unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model families; not duplicate fixes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba refactor and SuperPoint refactor are unrelated changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model internals; similar output handling theme only at a very high level." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations and distinct refactor scope." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated model families; no single fix can cover both." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch different models and code paths, so they are not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Same broad refactor theme, but not the same underlying bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are wrapper/model refactors, but they target different subsystems and behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stacks; not one concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth/segmentation vs keypoint model code paths are unrelated." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; shared tracing refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate architectures and outputs, so not a duplicate PR pair." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; no shared concrete fix target." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "These are related wrapper models, but still separate code paths and changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model classes; too broad to merge as one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model internals; not the same underlying bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and forward logic; no duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate code paths, even though the refactor motif is similar." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and behaviors; not plausibly one merged PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Keypoint and recurrent model code are unrelated." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model architectures; similarity is only thematic." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Rwkv and DPR are unrelated models with separate implementation changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "664af2b482442c5e9f8330f3a4ae290095ac7e7bf09af3b1d1eec43d8caf8152", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are separate model-addition PRs (PenguinVL vs Voxtral TTS). They share framework boilerplate files, but they target different models and different code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner canonical representative: it has an explicit issue target, a tighter scope, and a clearer single-feature implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best representative PR because it is explicitly tied to issue 45027 and is a focused, self-contained model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "These are different model implementations for different products. The overlap is only in shared auto-registration/docs scaffolding, not the same underlying bug or change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 37, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "b0e921c7dde1abf24bd587f7c1cbca3cc00df4ea0d1f085839d175009fd68e65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4218, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4218, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one rewires the PR documentation workflow into a draft-conversion workflow, while the other changes CI branch routing and makes unrelated code/test edits. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46845 is the more coherent representative: it has a clear CI-related intent (adding a branch target and switching the test CI caller reference), whereas PR 44965 looks like an unrelated workflow rewrite with an incomplete-looking diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the better standalone PR to keep/merge because it targets a concrete CI configuration change; PR 44965 is unrelated and appears less complete.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and code paths: PR 44965 alters the PR documentation workflow, while PR 46845 changes CI branch selection and includes unrelated source/test edits. They are not the same bug or 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": 17, + "component_count": 37, + "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": "41aaf455a7253d72117a12bad60159bf9f15688add6a85d6563203dc4f02d4d7", + "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 feature PRs around module/kernel fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integration hooks.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more canonical representative of the cluster because it introduces the foundational Module Fusion API and tests; PR #45363 is a separate, more specific KernelConfig-based integration built on top of that idea.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best single representative for the shared theme since it defines the core abstraction rather than one specific application path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related but not the same concrete change: #44979 adds a generic module fusion framework, while #45363 adds n-to-1 kernel fusion plumbing via KernelConfig and integration files. They touch different code paths and are not safe to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 37, + "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": "c91d95443b2da7048145cfffae85e3bda7f6a26348f1c5beddb4562a2bdf47b9", + "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 tokenizer AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is the same code fix plus tests, so they look like duplicate implementations of one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same bug fix as #45086 plus test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest overall candidate: it addresses the exact AttributeError, targets the same issue, and includes tests to validate the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying Mistral pre-tokenizer bug and same line-level fix; the later PR just adds tests, so these are mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "7fb9dfafb3594571229e2446dc7f684408a370428b533062c72a96d665b5bc64", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to NemotronH, but they appear to address different changes: one is a conversion/mapping refactor toward GraniteMoeHybrid-compatible naming, while the other is a broader model split into NemotronHDense/NemotronHSparse with docs and tests. They overlap on shared model files, but not the same concrete fix.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the broader, more representative change for the NemotronH model rework: it introduces the dense/sparse model split, updates auto/docs, and includes tests. pull_request:45115 is a narrower conversion-mapping and inheritance refactor.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the best single PR to represent the cluster because it covers the main user-visible architecture change and the surrounding integration work; 45115 looks like a narrower supporting refactor rather than the core change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files alone are not enough; 45115 is about conversion mapping/inheritance, while 45569 splits the architecture into dense/sparse variants with docs and tests. They do not look like the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 37, + "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": "e19a1cfd9c456d68d443d51322498dd17f413c4eb7b3ed79614582f905f55fa6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are closely related, but they are not the same change: one is a broader heterogeneous model support PR, while the other is a narrower configuration-only PR. I would keep them separate rather than treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45332 is the broader umbrella change; it includes both heterogeneous configuration and modeling support, whereas pull_request:45333 is limited to per-layer configuration infrastructure.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it covers the full feature area and subsumes the narrower config-only work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "High overlap in docs and configuration files, but the PRs are not the same concrete change: 45333 is config support only, while 45332 also adds modeling/runtime support. They could be related or sequential, but not safely merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 37, + "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-45346-2", + "nodes": [ + "pull_request:45346", + "pull_request:46818" + ], + "soft_pairs": [ + "pull_request:45346|pull_request:46818" + ], + "prepared_review_unit_hash": "a7db5b00ed352ddc0f9e19cdf83bdb405ec3b4b2c31bcc43fb6e28f76372fa68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5601, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5601, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one fixes MoE router logits being softmaxed twice in Mixtral/Qwen2-MoE, while the other changes expert-parallel routing contracts and FP8 scale handling across a much broader set of models. They share only a loose MoE/router theme.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different underlying bugs and touch different code paths, so they should not be collapsed into one duplicate group.", + "best_issue_reason": null, + "best_pr_reason": "PR #46818 is the broader, more central change set in this cluster, but it is not a duplicate of #45346; #45346 is a narrower regression fix for router logits softmax behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45346", + "right": "pull_request:46818", + "accept": false, + "reason": "Different bugs and implementations: #45346 is about double-softmaxed router logits in specific MoE models, while #46818 is about EP router contract changes and FP8/DeepGEMM scale format handling across many models." + } + ] + }, + "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": 37, + "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": "8a4c0bf54b2fca9e5862c8536e6e6722a28e55b7b6db4e6cbbec18c8dce29d17", + "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 typing/tooling area, but they address different changes: one is a broad repository-wide type-checking cleanup, the other adds shared typing protocols/aliases and related call-site fixes. They overlap in a few files, but not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused, concrete typing-infrastructure change: it introduces shared aliases/protocols in `_typing.py` and updates a small set of consumers. PR #45415 is a much broader type-checking sweep across many modules and a pyproject config change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative because it has a single coherent purpose and a narrower, mergeable code change. PR #45415 is too broad and looks like an orthogonal type-checking cleanup rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: both are typing-related, but #45415 is a broad static-type-checking pass across many files, while #45425 adds specific typing aliases/protocols and adjusts consumers. They share some touched files, but they are not the same concrete bug/change and would not naturally be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 37, + "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": "9ae1824e0320f573757b31609536b34c93a3e93e960e936e8aab25d557171919", + "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 pull requests touch expert-parallel loading, but they address different bugs and code paths: one is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while the other is about EP + FSDP2 experts being overwritten by rank-0 broadcast during sharded loading.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: these are related thematically but fix different underlying defects, so neither should be treated as a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the better representative of the EP-loading cluster because it targets a concrete sharding/broadcast corruption bug and includes the main loading-path fix; PR 45548 is narrower and about a different serialization/launch interaction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: they share an EP theme, but 45548 fixes accelerate/DeepSpeed ZeRO-3 loading and config serialization, whereas 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 sharded load path. Different root causes and not plausibly 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": 37, + "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": "2057de1fd1f527501fd084126126fdb86a5933eb570e6da073b2b56c624d59a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging bug in transformers testing utilities. PR 45645 is the broader, more complete end-to-end fix, while 45639 covers the core writer-side change only.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it addresses the full artifact flow: xdist-safe log file creation plus CI workflow changes to collect multiple captured_info files without losing debug output.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster since it includes the underlying xdist-safe fix and the follow-up CI handling needed to preserve the logs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: captured_info artifacts collide under xdist. 45645 extends the same fix with workflow updates, so they are closely related enough to treat as duplicate implementations of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 37, + "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": "51aad946529988738e3eed25e90bca778066a54e1d92c59d29092b426d0da0ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate linter-rule PRs with different targets and code paths; they are not duplicates and should not be clustered as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 45720 implements TRF003 tuple-return handling across many model forwards, while PR 46259 adds a different TRF018 modeling rule with separate weight-init changes.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduping purposes; the PRs address different underlying refactors and only overlap superficially in some shared model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different fixes: TRF003 tuple-return handling vs TRF018 modeling rule/weight initialization. Shared filenames do not indicate the same concrete bug or 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": 26, + "component_count": 37, + "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": 37, + "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": "dd8217e84fe2f80e92c449936e5af0bc0ca7fae8df457a13dfb1d6584d637702", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is a broad testing/CI experiment with workflow-secret and model-code changes, while the other is a focused test-migration PR adding kernel/model test files. They do not look like the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleaner representative of the cluster\u2019s test-related work: it has a concrete, self-contained scope (new kernel/config/test files) and a coherent purpose.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best standalone PR candidate because its diff is focused and clearly about test migration, whereas PR 45932 mixes CI workflow secrets with unrelated model/config edits and looks like a separate experimental change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both touch testing-related areas, but the actual changes are different: 45932 is a broad grafana/CI/model tweak PR, while 46100 adds specific kernel and model test migrations. They could not plausibly be merged as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 37, + "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": "a94c22a4b891c2a4ba95de7902c55d406bb9b6bf289144b1defbc6bfa707374e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are pull requests in the distributed/EP area, but they are not the same underlying change: PR 46126 is a focused EP + Trainer integration patch, while PR 46269 is a broad distributed branch base touching many unrelated areas. The overlap in a few filenames is not enough to treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more canonical candidate because it has a specific, coherent feature scope and a targeted diff centered on EP/Trainer integration. PR 46269 is too broad and looks like a base branch or umbrella integration PR rather than a single fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best single PR to represent this cluster because it is narrowly about one concrete code path and is more likely to be the actual actionable change. PR 46269 spans many files and multiple concerns, so it is a poorer duplicate-triage anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames and soft textual similarity are not enough: 46126 is a specific EP/trainer integration change, while 46269 is a broad distributed base PR with many unrelated modifications. They do not look like the same mergeable 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": 29, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "b916ae998310007895db81a3b0cf43bb99febb7eb7b323f65192518b71357325", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated workflow-maintenance edits. There are two loose thematic areas (self-comment/ssh-runner and several pr-ci-security-gate variants), but no true duplicate PR pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single duplicate canonical PR stands out; PR 46554 is the best standalone representative because it makes the most substantive security-gate behavior change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it directly changes gate logic and has the clearest problem/solution pairing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different bugs: stdin handling for model selection vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated changes in the same broad repo area; one fixes comment input handling, the other adjusts PR CI gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Not the same change: workflow input plumbing vs a reusable-workflow note/comment update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different security concern; stdin piping is unrelated to secrets handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow chores, but they fix different code paths and different command-safety issues." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior: SSH runner hardening vs benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflow edits: SSH runner secret cleanup vs anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and problems; SSH runner hardening is not the same as reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow targets and fixes: SSH runner safety vs PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Not a duplicate: SSH runner environment hardening vs PR CI gate permission/approval tweaks." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated changes to anti-slop permissions vs benchmark dispatch." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Separate workflow files and separate fixes; no shared bug or change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow subsystems; permission placement is unrelated to commit-message handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow behavior and different code paths; not mergeable as one fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout ref and benchmark dispatch are unrelated workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes; no common underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated automation: reviewer assignment checkout vs PR CI security gate." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow logic entirely: benchmark dispatch vs safer commit-message parsing." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different triggers; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflows, but one fixes commit-message parsing for image builds and the other tightens PR CI security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different behavior in different workflows; no same bug or merged fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: one adds workflow-file-change checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but this is behavior hardening vs an explanatory comment update; not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different security changes: checkout/diff checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file but different underlying changes: permission scoping vs documentation/comment edits." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in the same workflow; permissions/approval flow is not the same as secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only workflow note vs secrets inheritance change; not the same code-path problem." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow edits: commit-message parsing vs a safety note in a different security-gate workflow." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different fixes; no duplicate 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": 30, + "component_count": 37, + "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": "7e63f4567b97f5018cb465f34cfbc6d690ad01d3661f299bf42289de6ec47ef0", + "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": "These two PRs share a high-level theme of replacing file-open/source-reading behavior with safer source introspection, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46152 changes import_utils around __all__ resolution, while 46207 changes modeling_utils attention-implementation gating; they are related in pattern, not in underlying change.", + "best_issue_reason": null, + "best_pr_reason": "46207 is the better standalone representative because it is narrowly scoped, has test coverage, and targets a specific concrete behavior change in _can_set_attn_implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Reject: both avoid opening source files, but they modify different modules and solve different problems; they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 37, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, + "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": "a160c9eb77d66ab8723a01d570ffb63ccb007eb46d030dfbdda5ba668767060d", + "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": "Both PRs fix the same off-by-one bug in the Moonshine streaming right-window mask (`-dist <= right_window_size`), with 46546 also carrying the same fix into Gemma4 and adding tests.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR: it contains the Moonshine boundary fix plus the modular copy and tests, making it the more complete and current change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative because it covers the same Moonshine bug as 46310 and adds validation, while also including the related Gemma4 fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete Moonshine streaming boundary bug in the same masking function; 46546 is essentially the broader follow-up of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 37, + "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-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46850" + ], + "prepared_review_unit_hash": "7e885436c0364b68e760040e01e1fd0b4e1113e3c2de9f2d6a82b06141443502", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13937, + "estimated_input_tokens": 3485, + "estimated_eval_tokens": 7226 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13937, + "estimated_input_tokens": 3485, + "estimated_eval_tokens": 7226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous: three PRs add distinct models (HunYuan VL, RADIO, Nemotron Omni), one adds multimodal continuous batching, and one fixes Gemma sliding-window masking. None look like duplicates of the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a true canonical representative because the cluster is not a duplicate set; if one must be singled out, 46850 is the most focused self-contained bugfix, but it is unrelated to the model-addition PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Continuous batching multimodal support and HunYuan VL model addition are separate changes with different codepaths and goals." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Different features in different subsystems: continuous batching vs. RADIO model support." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Both are model-support PRs, but for different models and implementation paths; not the same underlying change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support and Gemma attention masking fix are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "9f94eb9fd052e46dc03ec57e96a8edc862a2552a1a1067ca40ea03093e5bfef3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes CodeLlama decode stripping of real leading spaces, the other fixes wrong tokenizer-class loading for DeepSeek-Coder/DeepSeek-LLM checkpoints. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster: 46574 is a CodeLlama decoder bug fix, while 46580 is an AutoTokenizer checkpoint-override fix for DeepSeek models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different concrete problems and code paths: CodeLlama decode/decoder setup vs AutoTokenizer model-type/class mapping for DeepSeek checkpoints. They would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 37, + "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": "5268ce4399247fba475f84acb742f2720e1669c0a260d299019978fe20fc5638", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "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 integration and some of the same files, but they are not the same change: #46603 is a refactor moving `MistralConverter` into the `integrations/mistral` package, while #46604 adds tekken tokenizer detection/conversion/save utilities. No duplicate pair here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR; the two pull requests address different Mistral code paths and should not be merged as duplicates. If one must be chosen as the cluster representative, #46604 is the broader functional change, but it is not a duplicate of #46603.", + "best_issue_reason": null, + "best_pr_reason": "#46604 is the better standalone representative of the cluster because it introduces the main new tokenizer functionality, whereas #46603 is a narrower code relocation/refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: shared Mistral files are incidental; #46603 relocates `MistralConverter`, while #46604 adds tekken tokenizer detection/conversion/save support. Different concrete changes, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 37, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46831" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" + ], + "prepared_review_unit_hash": "168f148742091b88aa59d558e1a0e9dbf592efa796e65abdaca83e6e431a1d27", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are related only at a very broad level (model forward/cache/runtime behavior), but they fix different concrete bugs in different model families and code paths. None should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate canonical: 46741 is the broadest cache-path fix and the closest cluster representative, but the others address unrelated bugs.", + "best_issue_reason": null, + "best_pr_reason": "46741 is the best representative only in a loose sense because it targets the shared cache/decode machinery and has the broadest scope; however, it is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different bugs: 46741 fixes Mamba2-style chunked-prefill/speculative decode state handling for Zamba2/Nemotron-H, while 46781 fixes QuantizedCache layer construction for hybrid SSM+attention models." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different code paths and symptoms: 46741 changes single-step cached decoding logic, whereas 46773 fixes padding-mask application being skipped for batch size 1 in linear-attention models." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "Different underlying issue: 46741 is about cached decode state handling, while 46831 is about invoking the conv1d hook correctly under device_map CPU offload to avoid garbage generation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "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-46854-2", + "nodes": [ + "pull_request:46854", + "pull_request:46864" + ], + "soft_pairs": [ + "pull_request:46854|pull_request:46864" + ], + "prepared_review_unit_hash": "4769f32291af1f30f25ca3acacc0bbf63735d5fd82c9bb972bb43b55a882e669", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated pull requests: one fixes a CTRL flex-attention crash by guarding an `attention_mask` tensor check, the other fixes continuous batching for composite/multimodal configs by unwrapping `text_config`. They do not appear to address the same underlying bug or code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46864 is the broader, more generally useful fix: it addresses config handling for composite/multimodal models in continuous batching, rather than a model-specific guard in CTRL.", + "best_issue_reason": null, + "best_pr_reason": "PR 46864 is the best representative of the cluster because it solves a more foundational infrastructure issue and has wider applicability than the narrower CTRL-specific crash fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46854", + "right": "pull_request:46864", + "accept": false, + "reason": "Different subsystems and failure modes: CTRL flex-attention masking vs continuous batching config resolution. They touch different files, different inputs, and are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/manifest.json b/snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3be5e46e3c91df576ea561dbd9f4e404d8bdf4d9 --- /dev/null +++ b/snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260625t000027z", + "artifacts": { + "hybrid": "snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-25T00:06:30Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260625T000027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260625T000027Z/manifest.json b/snapshots/20260625T000027Z/manifest.json index a99ce98155ed0f5eab938080c540dbbc2687eb57..0f7f71148fee1b37823598fb5f4ea5039f89f1c6 100644 --- a/snapshots/20260625T000027Z/manifest.json +++ b/snapshots/20260625T000027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 622 }, "extracted_at": "2026-06-25T00:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260625t000027z", + "runs": { + "hybrid-model-20260625t000027z": { + "analysis_id": "hybrid-model-20260625t000027z", + "artifacts": { + "hybrid": "snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260625T000027Z/analysis-runs/hybrid-model-20260625t000027z/manifest.json", + "model": null, + "published_at": "2026-06-25T00:06:30Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260625T000027Z", "watermark": {