diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e054e41bb8ca08da577fcf9a75ae6c8fde3a504d..0c6136818402a15c97c55037c18ff5fcf210cff3 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": "20260612T120034Z", - "generated_at": "2026-06-12T12:11:59Z", + "snapshot_id": "20260612T180035Z", + "generated_at": "2026-06-12T18:05:44Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1804,35 +1804,6 @@ } ] }, - { - "cluster_id": "cluster-46504-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46504, - "issue_numbers": [], - "pr_numbers": [ - 46504, - 46563 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46504, - "right_pr_number": 46563, - "code_similarity": 0.185, - "size_similarity": 0.923, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2226,15 +2197,6 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46504-2", - "canonical_pr_number": 46504, - "duplicate_pr_numbers": [ - 46563 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 64617f38183e1195f68e7fae4a5d3013026698f6..63c99425342c551c88a1c238c23be3c1d180630b 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": "20260612T120034Z", - "generated_at": "2026-06-12T12:11:59Z", + "snapshot_id": "20260612T180035Z", + "generated_at": "2026-06-12T18:05:44Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -559,8 +559,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -936,8 +936,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -1258,8 +1258,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -1594,8 +1594,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -1902,8 +1902,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -2244,8 +2244,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -2594,8 +2594,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -2909,8 +2909,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -3223,8 +3223,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -3559,8 +3559,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -3885,8 +3885,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -4207,8 +4207,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -4532,8 +4532,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -4830,8 +4830,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -5138,8 +5138,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -5465,8 +5465,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -5741,8 +5741,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -6025,8 +6025,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -6316,8 +6316,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -6632,8 +6632,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -6929,8 +6929,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -7215,8 +7215,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -7541,8 +7541,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -7853,8 +7853,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -8151,8 +8151,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -8455,8 +8455,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -8753,8 +8753,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -9068,8 +9068,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -9373,8 +9373,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -9699,8 +9699,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -10018,8 +10018,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -10308,8 +10308,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -10591,8 +10591,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -10899,8 +10899,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -11203,8 +11203,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -11529,8 +11529,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -11813,8 +11813,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -12125,8 +12125,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -12444,8 +12444,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -12770,8 +12770,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -13092,8 +13092,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -13411,8 +13411,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -13729,8 +13729,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -14041,8 +14041,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -14366,8 +14366,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -14685,8 +14685,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -14989,8 +14989,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -15335,8 +15335,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -15674,8 +15674,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -16000,8 +16000,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -16313,8 +16313,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -16646,8 +16646,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -17042,8 +17042,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-464", "nodes": [ @@ -17458,8 +17458,8 @@ "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": [ @@ -17536,8 +17536,8 @@ "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": [ @@ -17607,8 +17607,8 @@ "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": [ @@ -17670,8 +17670,8 @@ "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": [ @@ -17903,8 +17903,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -18225,8 +18225,8 @@ "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": [ @@ -18288,8 +18288,8 @@ "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": [ @@ -18351,8 +18351,8 @@ "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": [ @@ -18414,8 +18414,8 @@ "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": [ @@ -18477,8 +18477,8 @@ "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": [ @@ -18577,8 +18577,8 @@ "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": [ @@ -18699,8 +18699,8 @@ "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": [ @@ -18819,8 +18819,8 @@ "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": [ @@ -18882,8 +18882,8 @@ "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": [ @@ -18945,8 +18945,8 @@ "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": [ @@ -19008,8 +19008,8 @@ "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": [ @@ -19071,8 +19071,8 @@ "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": [ @@ -19189,8 +19189,8 @@ "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": [ @@ -19252,8 +19252,8 @@ "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": [ @@ -19313,7 +19313,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19340,8 +19340,8 @@ ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", @@ -19359,154 +19359,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "1000def763b1c775f04d87ca48aa1ff07891bde546c9e58afb94395696e898e4", + "prepared_review_unit_hash": "b501fa43e6bafd2fcb884a6c19277d92341b59b1c37eeeadfcf6d653695ccfa4", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38084, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38084, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share broad thematic similarity. The only pair that looks like a true duplicate/same-change overlap is the two `fixed_cross_entropy` patches for issue #43240; they can plausibly be merged into one PR. All other pairs are too different in scope, subsystem, or intent.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs spanning new models, docs, and separate fixes. The only true duplicate-like pair is the two `fixed_cross_entropy` patches, which both add the same missing `cross_entropy` kwargs on the same code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative for the only genuine overlap: it directly targets the tracked issue #43240 and implements the same `fixed_cross_entropy` kwargs pass-through change as #43254, but with the more explicit issue-linked framing.", + "canonical_pr_reason": "PR 43251 is the best canonical PR because it directly targets the reported issue, modifies the shared loss helper, and is the more explicit fix variant of the duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best overall representative of the actual duplicate pair because it is the clearer, issue-linked implementation of the same loss-function fix and is a complete standalone patch.", + "best_pr_reason": "PR 43251 is the strongest representative of the only real overlap in this set: it links the issue and implements the cross-entropy kwargs fix in the common helper.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are model/test-related PRs, but one adds VideoPrism and the other adds an Executorch dynamic-shape test; they fix entirely different problems and would not be merged together." + "reason": "Different features in different subsystems: adding a new video model vs adding an executorch dynamic-shape test." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing-methods work is unrelated to an Executorch export test; different code paths, different bug class." + "reason": "Both touch tokenization/model support, but one adds Mistral tokenizer methods and the other adds a new MobileLLM model." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions for MistralCommon and adding MobileLLM are unrelated features/fixes in different model areas." + "reason": "Unrelated tokenizer API work vs an executorch export test; no shared bug or code path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding MobileLLM are not the same bug/change; one is infrastructure, the other is a new model implementation." + "reason": "Processor robustness changes for multimodal models vs adding a new language model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support and MobileLLM model addition are unrelated changes with no shared concrete bug." + "reason": "Loss helper kwargs fix and MobileLLM addition are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs support and Mistral4 test fixes touch different subsystems and solve different problems." + "reason": "Different fixes in different areas: cross-entropy kwargs vs Mistral4 test/model cleanup." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export testing is unrelated to Mistral4 test fixes; both are tests but not the same underlying issue." + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Adding an export test for dynamic shapes is unrelated to adding MobileLLM." + "reason": "A test-only executorch change is not the same underlying change as adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition and config-resolution ordering are different concerns with no shared code-path bug." + "reason": "New model addition vs fixing config resolution order in `modeling_utils.py`; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new model implementation and a Falcon output-interface refactor are unrelated changes." + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are entirely different; one changes model code, the other adds tooling/docs for model creation." + "reason": "Falcon refactor and a model-creation skill are not the same bug or feature." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactoring and Mistral4 test fixes are different model-specific changes." + "reason": "Falcon output collection refactor is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and the `layrnorm` spelling/rename patch target different issues and different model families." + "reason": "Mistral4 test fixes do not match a weight-renaming cleanup across CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat-parsing updates are unrelated across different parts of the library." + "reason": "Mistral4 test fixes and chat-response parsing updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated changes; broad similarity in ML infra is insufficient." + "reason": "Mistral4 test/model work is unrelated to adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes do not match the config-resolution order fix; different bug and different code path." + "reason": "Different problems: Mistral4 tests vs config attribute resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Despite a shared auto/modeling filename, the Mistral4 test fixes and model-creation skill are unrelated and not mergeable as one PR." + "reason": "A model fix PR is not the same underlying change as a new-model creation skill." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding the model-creation skill are different workstreams; one is product code, the other is tooling/docs." + "reason": "MobileLLM model implementation and the model-creation skill are not duplicates." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` for the same tracked issue #43240; they address the same concrete loss-function bug and could be merged into one change." + "reason": "Both patch the same helper to forward supported `nn.functional.cross_entropy` kwargs (`weight`, `label_smoothing`) on the same loss path." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft-edge pair, pull_request:43251 vs pull_request:43254, is well supported by the packet: both touch src/transformers/loss/loss_utils.py and share issue target 43240, so they look mergeable into one bugfix PR. The remaining rejections are appropriately cautious; none are overstated beyond the packet evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like pair is PR 43251 and PR 43254: they touch the same file, target the same issue, and both add the missing `cross_entropy` kwargs on the same helper. The other pairwise rejections are also appropriately cautious and not overstated." }, "evaluator_used": true, "retried": false, @@ -19517,7 +19517,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19533,7 +19533,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "420fa127f498c84f683c292f9e4be343e8d613421ca9df429e945642753dc21c", + "prepared_review_unit_hash": "c472012d6d29fef6d067738c81f8068218f5e6ba95c2b492a531d628e629f02c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19555,18 +19555,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice feature PRs, but they target different scopes: the first adds the base VibeVoice integration, while the second adds a Realtime variant plus acoustic-tokenizer work. They share several filenames, but they do not appear to be the same concrete change or a single mergeable fix.", - "confidence": 0.93, + "summary": "Two related but distinct VibeVoice PRs: one implements the core model integration, the other adds a realtime variant plus acoustic tokenizer. They overlap heavily in filenames, but they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the cleaner canonical PR because it implements the base VibeVoice model integration and documentation, whereas 42781 is a later, narrower Realtime extension with additional tokenizer/generation changes.", + "canonical_pr_reason": "PR #40546 is the more canonical base implementation: it is non-draft, has extensive review activity, and focuses on the core VibeVoice integration rather than a follow-on realtime extension.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative artifact for the underlying VibeVoice addition; it is broader, more foundational, and less specialized than the Realtime follow-up.", + "best_pr_reason": "PR #40546 is the best overall representative of the cluster because it is the foundational VibeVoice implementation and appears substantially more mature than the draft realtime follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these look like related feature work, not the same underlying change. 40546 adds VibeVoice support, while 42781 adds VibeVoice Realtime and extra acoustic-tokenizer/generation pieces; they could not plausibly be merged as one duplicate PR without losing distinct scope." + "reason": "Do not treat as duplicates: #40546 implements the core VibeVoice model stack, while #42781 adds VibeVoice Realtime and an acoustic tokenizer. Shared auto/config/docs files reflect reuse, but the underlying feature set and code path are different." } ] }, @@ -19580,7 +19580,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19596,7 +19596,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "07cfe90dcd866de5b209e8f0ffcc34e23db4311e9effb7bf4cd9cbf58c1a3826", + "prepared_review_unit_hash": "5be9f0753fdc58a89bc5a761c437388ab5c6a817f7624525c71e156d3535ae2d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19618,18 +19618,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different model families, code paths, and deliver unrelated features.", + "summary": "These are two unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and they should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs are unrelated standalone feature additions in different subsystems, so neither can represent the other.", + "canonical_pr_reason": "PR 41224 is the more focused, self-contained change and better represents its own feature area; PR 40755 is a separate TimesFM feature and not a duplicate.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate triage: there is no shared underlying bug/change to consolidate.", + "best_pr_reason": "PR 41224 is the stronger representative because it is narrowly scoped to a single model capability and has a clear code path, whereas PR 40755 covers a different subsystem and a broader feature addition.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and goals: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same code-path problem and could not plausibly be merged into one PR." + "reason": "They touch different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug or mergeable common fix is evident." } ] }, @@ -19643,7 +19643,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19706,7 +19706,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19724,12 +19724,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "c3c2317262b08e44c261c89097cf7f8a8f4183c9c9d97668d3135951d5896a2f", + "prepared_review_unit_hash": "25564ed1bd0a1deadaf443435e2f791b602016f7d1ac6c3574e1aed9f9d6edfb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19737,7 +19737,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19746,24 +19746,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share a common Transformers integration pattern, but they do not describe the same bug or the same code change.", + "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, and Kimi2-6). They share framework boilerplate and auto-registration files, but they target different model families and different codepaths, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster: it is the most extensive and highest-review-activity model integration, but it is still a distinct Kimi2-6 addition rather than a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the best single representative because it has the broadest integration surface and the most discussion, making it the most informative exemplar for this cluster.", + "best_pr_reason": "PR 45630 is the most substantial representative of the cluster, but only as a broad model-addition example; it is still unrelated to the other two beyond shared infrastructure edits.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations for different targets (DeepSeek OCR vs Isaac). Shared framework files reflect the standard model onboarding pattern, not the same underlying change." + "reason": "Different model families and implementations: DeepSeek OCR vs Isaac. The overlap is limited to generic docs/auto-mapping/model registry boilerplate, not the same underlying bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Both are new-model PRs, but they add different models with different configs, model code, and docs. Similar subsystem overlap is not enough to treat them as duplicates." + "reason": "Different model families: Isaac vs Kimi2-6. Shared filenames are generic integration points, but the PRs add distinct models with separate configs, processors, and model code." } ] }, @@ -19777,7 +19777,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19793,7 +19793,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "535e4259624c71b5a58893572bce353bffcee6c3a6ed63f2513c6fc320669895", + "prepared_review_unit_hash": "8f712009b5a0f3aa833f6d30a6416a824747376fa4fcdfe3f632cd29b445e792", "component_budget": { "node_count": 2, "item_count": 2, @@ -19815,18 +19815,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflows, but they target different actions and different upgrade motives. PR 42975 is a Node 24 compatibility refresh for checkout/cache/upload-artifact; PR 42976 updates docker/build-push-action versions. They overlap in workflow files, but not in the underlying change.", + "summary": "These are both workflow-maintenance PRs, but they target different action families and different upgrade goals: Node 24 compatibility for core GitHub actions vs. general/latest-version bumps for Docker and other workflows. They are related, but not the same underlying change.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the clearer representative: it has a specific compatibility goal (Node 24) and a broader, more cohesive set of workflow updates.", + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it has a clear, specific theme: upgrading GitHub Actions for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone representative because it addresses a concrete platform-compatibility transition across many workflows, rather than a narrower action-version bump.", + "best_pr_reason": "PR 42975 is the better standalone PR to keep because its intent is explicit and broader in scope; PR 42976 is a separate maintenance pass focused on action version bumps, especially docker/build-push-action.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency bumps, but they upgrade different GitHub Actions (checkout/cache/upload-artifact vs docker/build-push-action) and solve different maintenance issues; they are not the same underlying change and would not naturally merge into one PR." + "reason": "Do not merge: they update different actions and solve different problems (Node 24 compatibility vs. latest-version Docker/workflow action bumps)." } ] }, @@ -19840,7 +19840,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19865,76 +19865,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "8e9f58a2aa49b688cffe51eeb5f86e048414ac604647cf75353dce82457f96de", + "prepared_review_unit_hash": "c1773509553c69e3fefcf8398bf91f5b0ff817249eedd99e5f610774d137c0af", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17572, - "estimated_input_tokens": 4393, - "estimated_eval_tokens": 9042 + "serialized_chars": 17573, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17572, - "estimated_input_tokens": 4393, - "estimated_eval_tokens": 9042 + "serialized_chars": 17573, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are five separate model-addition PRs. Their overlap is mostly shared Transformers boilerplate (docs, auto-registry wiring, tests), not the same underlying feature or bug. No soft edge should be accepted.", + "summary": "All items are distinct model-addition PRs that only overlap on shared integration touchpoints like docs and auto registries. They do not fix the same underlying bug/change, so none should be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), and the shared files are generic integration boilerplate rather than the same code change.", + "canonical_pr_reason": "No canonical PR: these are separate additions for different models (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), not one duplicated change.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the most substantial standalone integration in this set, with the broadest implementation/test surface and highest review activity, but it is still unrelated to the others for duplicate-triage purposes.", + "best_pr_reason": "PR 43451 (Add Molmo2) is the strongest representative by scope and review depth, but it is still unrelated to the other PRs as a duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate registry updates, not the same change." + "reason": "Different model families (ViT NEPA vs Molmo) with distinct configs, modeling, processors, and tests; shared auto/docs files are just standard model-registration overlap." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models and code paths: ViT NEPA vs Molmo2. The overlap is only generic model-registration/documentation work." + "reason": "ViT NEPA and Molmo2 are separate model integrations with different code paths and artifacts; not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated architectures with different implementations; similarity is limited to common HF integration files." + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap in docs/auto registry files is too broad to indicate duplication." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model generations with different codebases and support files; this is not the same fix/change." + "reason": "Molmo and Molmo2 are different model versions with different files and behavior; they are related by naming, not by being the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model additions, touching different subsystems and problem domains." + "reason": "Molmo and CTSM address different models and code paths; shared repository plumbing does not make them duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model integrations; shared auto/doc edits do not indicate a duplicate." + "reason": "Molmo2 and CTSM are unrelated model integrations; they share generic auto/docs edits only." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM is a time-series model while Step3p7 is a different model integration; they do not appear to fix the same underlying issue or code path." + "reason": "CTSM and Step3p7 are different model additions with different implementations and test surfaces, so they should not be merged as one PR." } ] }, @@ -19948,7 +19948,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19983,118 +19983,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "2000f75aaa690a29f0820539c825eb7fcee44dd49b24a4b20b2d546b2806a9b3", + "prepared_review_unit_hash": "845ba6d2eaba62f52553d123738b5048b9457a61d1fda118c629ca3813069532", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23052, - "estimated_input_tokens": 5763, - "estimated_eval_tokens": 11782 + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23052, - "estimated_input_tokens": 5763, - "estimated_eval_tokens": 11782 + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are mostly unrelated fixes across different subsystems; the shared signals are broad/weak (e.g. tests, Whisper, generation, typos) and do not indicate the same underlying bug or change.", - "confidence": 0.89, + "summary": "These PRs are only loosely similar by broad areas like tests, generation, or Whisper, but they do not appear to fix the same underlying bug/change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out; if one PR must represent the cluster, PR #44815 is the most focused substantive code-path fix (FP8/dequant loading) rather than broad test or cleanup churn.", + "canonical_pr_reason": "PR #44815 is the most coherent single bugfix in the set: it targets a concrete dequant/loading path with focused code changes across related implementation files. The others are mostly test-only, docs/typo cleanup, CI infra, compatibility aliases, or unrelated subsystem fixes.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the strongest standalone fix here because it addresses a concrete runtime path with code changes in model loading/FP8 integration, whereas the others are either test-only, documentation-only, or unrelated maintenance.", + "best_pr_reason": "PR #44815 is the best representative of a substantive code-path fix. It has a clear technical scope and is more likely to be the primary change than the surrounding noise from test, doc, or maintenance PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different bug areas: Whisper tokenizer/test fix vs CLIP/ViT test edits; only superficial test overlap." + "reason": "Both touch tests/Whisper-adjacent code, but #43291 fixes Whisper tokenizer decode behavior while #43665 is a generic test file edit with unrelated assertions. Not the same bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer vs FP8 model-loading/dequant code paths are unrelated." + "reason": "Whisper tokenizer decoding vs fp8 dequant/loading are unrelated code paths and bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both mention Whisper-related files, but one is tokenizer/test work and the other is generation-config/watermarking plus broad test updates; not the same change." + "reason": "They both mention Whisper, but #43291 is a tokenizer decode fix and #46380 is a generation/watermarking validation change with broad test updates. Different underlying issues." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo/cleanup PR." + "reason": "Backward-compatibility aliasing for tie_weights is unrelated to a typo-cleanup PR spanning many files." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test failures in CLIP/ViT do not match PhiMoE integration-test setup changes." + "reason": "#43665 is test-only noise, while #46539 fixes CI memory behavior for Phimoe integration tests. Not the same change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test noise vs FP8 dequant/model-loading fix; no common code path." + "reason": "A generic failing-test edit is not the same as a dequant fix in core model loading and FP8 integration." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Shared test activity is too broad; the underlying fixes target different subsystems and failure modes." + "reason": "#43665 only alters tests; #46380 changes generation validation and related model code. Different fixes." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test-only edits vs multi-file typo/maintenance changes are not the same bug or change." + "reason": "Test file assertions vs code/doc typo cleanup are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8/dequant loading fix and PhiMoE integration-test adjustments address different issues." + "reason": "FP8 dequant/loading logic is unrelated to CI runner CPU-memory limiting for Phimoe tests." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both touch generation/model-loading adjacent code, but the concrete problems differ: FP8 dequantization vs generation-config watermarking/validation." + "reason": "They touch different subsystems and bug classes: FP8 dequant/loading versus generation config validation and Whisper test adjustments." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "A focused FP8 runtime fix is not the same as a broad typo cleanup PR, even if a few filenames overlap." + "reason": "A focused dequant bugfix is not the same as a broad typo cleanup PR." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest documentation updates are unrelated to code typo cleanup across many source files." + "reason": "Docs doctest cleanup and code typo fixes are both maintenance-oriented, but they are not the same underlying change." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config/watermarking validation issues are unrelated to PhiMoE integration-test offloading behavior." + "reason": "Generation watermarking validation/test fixes are unrelated to CI memory-limit changes for Phimoe integration." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Broad typo cleanup across code is not the same underlying change as the generation/watermarking bug fix." + "reason": "#46380 is a functional generation/config fix; #46579 is a general typo cleanup across many code files. Different work." } ] }, @@ -20108,7 +20108,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20124,12 +20124,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "35ee44272c58388f26a94a9e4257a46b284d117a06a4d0d59455f4ae83f13482", + "prepared_review_unit_hash": "f21b490035b4268938a8533d95f130e4f7d76c68ef5e0ee2a8d256eb1c890b8a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20137,7 +20137,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20146,18 +20146,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with different goals: one is a small repo-bot format test via setup/version/dependency tweaks, the other is a broader workflow/show-diff change. They overlap only on a Vit test file and do not look like the same underlying fix.", - "confidence": 0.94, + "summary": "Two open PRs with only weak overlap in a Vit test file, but they target different changes: one is a setup/version-repo-bot tweak, the other is CI/workflow and testing utility plumbing. Not a duplicate pair.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43532 is the better anchor because it is the more substantial, internally coherent change set and has clearer code-path context than the small setup/version test PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43532 is the most representative artifact in the cluster: it touches the actual CI/testing workflow code rather than a narrow setup/version tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They share only a test file and have different concrete changes: 43488 is a setup/version/dependency test, while 43532 rewires CI/workflow and notification paths. Not the same bug or mergeable into one PR." + "reason": "Reject: the overlap is incidental. #43488 changes setup/version/dependency metadata and a Vit test, while #43532 changes CI workflows, testing utilities, and the same test file. They do not fix the same concrete bug or change." } ] }, @@ -20171,7 +20171,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20187,7 +20187,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0b46cd676f8b927f93d5d15d27d8828c82c1eb3f8eedcfa11e25efacce51d5d3", + "prepared_review_unit_hash": "96371984cea7538732e19f53fc26d265fdaf997ba928099871a2505dab0e84ff", "component_budget": { "node_count": 2, "item_count": 2, @@ -20209,18 +20209,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding files, but they implement different pipelines and task docs/tests, so they are not duplicates.", - "confidence": 0.95, + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure/doc updates, but they target different tasks, models, and code paths, so they should not be deduplicated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: these are separate feature additions for different segmentation tasks and model integrations.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical representative because the changes target different segmentation features rather than the same underlying bug or code-path fix.", + "best_pr_reason": "PR #43613 is the broader/more comprehensive representative of the cluster because it adds a larger segmentation pipeline with more model and test coverage, but it is still not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Same general subsystem, but different concrete pipelines/features: concept segmentation vs visual segmentation. The shared docs/metadata updates are ancillary; the added pipeline modules, task pages, and tests indicate separate changes that would not plausibly be merged into one PR." + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation, with different pipeline modules and model/test targets." } ] }, @@ -20234,7 +20234,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20250,7 +20250,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "c0879b2db2be231d306e88d2e9b19b994b95832fe9a400cd8e19cebbbae4c2c8", + "prepared_review_unit_hash": "6ff0dec18c6bd698068b6871f3e5bd7b482b3d0509d9d2f9026cef48ec6d0062", "component_budget": { "node_count": 2, "item_count": 2, @@ -20272,18 +20272,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", - "confidence": 0.96, + "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: loss scaling in `training_step` vs. signature-column inspection for column filtering. They are not duplicates and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical representative because the two PRs solve unrelated Trainer behaviors, despite both targeting custom-trainer extensibility.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: 43651 alters loss scaling during training_step for gradient accumulation, while 43663 adds `_get_signature_columns` to control input column filtering. Same file and broad subsystem, but not the same concrete bug or mergeable change." + "reason": "Different code paths and goals: PR 43651 changes gradient-accumulation loss scaling, while PR 43663 refactors model signature column filtering for custom trainers/PEFT. Same file/subsystem only; not the same underlying fix and not mergeable into one PR." } ] }, @@ -20297,7 +20297,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20313,7 +20313,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "02a55e573d8ef6a6fd20b3f7fd920c2fbf904fc462c2706941ccfa4f38e35bfc", + "prepared_review_unit_hash": "e8062a5976207c71626b2130baa9ea83ce7b835b769fe6902dc7bfc98fa5e071", "component_budget": { "node_count": 2, "item_count": 2, @@ -20335,18 +20335,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but they fix different root causes: one is a typing/forward-reference cleanup, the other is a missing-`pydantic` import/runtime fallback issue. They are related, but not duplicates.", - "confidence": 0.94, + "summary": "Two open PRs touch the same CLI file and both address typing/runtime annotation issues, but they appear to fix different NameError scenarios in `src/transformers/cli/serve.py` rather than the same underlying bug.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the more concrete runtime bugfix: it explicitly addresses `TypeAdapter` failing when `pydantic` is not installed. 43656 is a separate annotation/forward-reference fix and should not be treated as the same change.", + "canonical_pr_reason": "PR #43842 is the clearest representative: it directly targets a concrete runtime NameError around `TypeAdapter` when pydantic is absent and has the most explicit bug-specific title/diff.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best representative PR for the cluster because it targets a specific, user-visible failure mode with an explicit issue link and a narrowly scoped fix; 43656 is adjacent but addresses a different code-path problem.", + "best_pr_reason": "PR #43842 is the stronger standalone fix because it addresses a specific failure mode with a narrow code change and explicit dependency-conditional typing workaround.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Shared file and similar `TypeAdapter` wording, but the fixes are for different bugs: 43656 is typing/forward-reference cleanup, while 43842 handles missing `pydantic` at runtime." + "reason": "They share `serve.py` and `TypeAdapter`-related typing cleanup, but the fixes are for different problems: #43656 focuses on annotation evaluation/import typing changes, while #43842 fixes a `TypeAdapter` NameError when pydantic is not installed. They are not the same concrete bug and would not be merged as one PR." } ] }, @@ -20360,7 +20360,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20426,7 +20426,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20490,8 +20490,8 @@ "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:44085|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", @@ -20538,7 +20538,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "4414350da210cd4358ba3380feb76dbb6af09cd0890001bddd2ee105434c88b4", + "prepared_review_unit_hash": "8c45d97df29764bc2aa2a5cc556f6903c5da2fc4390efc7be718ce6081bc6c11", "component_budget": { "node_count": 28, "item_count": 28, @@ -20551,7 +20551,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, + "serialized_chars": 75092, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -20560,360 +20560,342 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of parallel, model-specific output-tracing refactors rather than one duplicate change. I only accept overlaps where the same concrete model code path is being migrated; most cross-model pairs are too broad to merge safely.", - "confidence": 0.68, + "summary": "This cluster is mostly a set of model-specific refactors to standardized output tracing/capture decorators. Most PRs share the same pattern but are not duplicates because they target different model code paths; the only true near-duplicates are the GPT-J/CodeGen variants and the GPT-Neo variants.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor family: it is explicit, broad, and overlaps with other GPT-J output-tracing PRs on the same code path.", + "canonical_pr_reason": "PR 44066 is the best canonical anchor: it explicitly targets issue 43979 and cleanly captures the GPT-J/CodeGen output-tracing refactor in the core model files.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best cluster representative because it most clearly captures the recurring decorator-based output-tracing migration and has the strongest duplicate overlap.", + "best_pr_reason": "44066 is the most representative substantive PR in the cluster because it ties directly to the tracking issue and covers the concrete shared output-tracing code path rather than just the broader refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue target is not enough." + "reason": "Same refactor theme, but different model families/files; not the same underlying code change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and output paths; this is just a shared refactor theme." + "reason": "Both are output-tracing migrations, but they touch different architectures and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output tracing on the same code path; one PR is a broader variant including CodeGen, but the GPT-J change overlaps directly." + "reason": "Both are GPT-J output-tracing refactors in the same file and could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing refactors, but they target different vision models and code paths." + "reason": "ResNet vs EfficientNet; same pattern, different concrete implementation." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models (EfficientNet vs GPT-J/CodeGen); not the same underlying bug/change." + "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor in 44722." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; only the umbrella refactor theme overlaps." + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; not the same bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + "reason": "MobileNetV2 and DeBERTaV2 are different code paths despite similar tracing cleanup." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR; different model implementations." + "reason": "GPT-J/CodeGen output tracing versus MGP-STR; different models and changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same generic refactor pattern, but not the same concrete change." + "reason": "Different model families and implementations; only the refactor style is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model code path." + "reason": "Both target GPT-Neo output tracing in the same model family and likely the same concrete code-path change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "GPT-J/CodeGen and GPT-Neo are separate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; too broad to merge as one duplicate." + "reason": "GPT-Neo and GPT-J are different model code paths, so this is not a duplicate." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet/RT-DETR ResNet and GPT-J/CodeGen are unrelated changes." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet-family refactor vs GPT-J output tracing; different concrete paths." + "reason": "Different model families; same refactor pattern only." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different models and fixes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model families." + "reason": "GPT-Neo versus ResNet; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT do not share the same underlying bug/change." + "reason": "ResNet and MPT are different model paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; only the output-tracing migration theme overlaps." + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." + "reason": "GPT-Neo refactor is separate from GPT-J/CodeGen refactor." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are separate refactors." + "reason": "GPT-Neo versus Flaubert/XLM; same pattern, different model." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "MPT and GPT-J/CodeGen are different concrete refactors." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-J output tracing vs MGP-STR output tracing; different model code." + "reason": "GPT-Neo and GPT-J are distinct implementations." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "GPT-Neo and MGP-STR are unrelated beyond the refactor pattern." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; same broad refactor idea, different concrete change." + "reason": "MPT and GPT-J are different models and changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "GPT2 and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model implementations." + "reason": "Both are output-tracing refactors, but for different models and code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different code paths." + "reason": "ViLT and Flaubert/XLM are different model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44044", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and DeBERTa are different model families." + "reason": "GPT2 and MPT are separate model paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa and TextNet are unrelated changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are the same GPT-J/CodeGen output-tracing migration family and overlap on the GPT-J code path." + "reason": "MPNet and Flaubert/XLM do not share the same underlying change." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same concrete model path." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model paths." + "reason": "MPNet and LongT5 are different concrete refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet vs ResNet/RT-DETR ResNet; not the same underlying bug/change." + "reason": "RegNet and Segformer are different architectures." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated." + "reason": "RegNet and MPNet are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa and SpeechT5 do not share the same concrete fix." + "reason": "MPT and ImageGPT are unrelated model changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa and ViTS are different model code paths." + "reason": "TextNet and Flaubert/XLM are different implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are different model families." + "reason": "MPNet and LongT5 are separate concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and VisualBERT are separate refactors." + "reason": "RegNet and GPT-Neo are unrelated model paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "RegNet and LongT5 are different architectures." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated model families." + "reason": "TextNet and LongT5 are unrelated refactors." }, { - "left": "pull_request:44073", + "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are different concrete changes." + "reason": "GPT-Neo and LongT5 are different model changes." }, { - "left": "pull_request:44059", + "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different model paths." + "reason": "RegNet and MPT are different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated." + "reason": "SqueezeBERT and MPT are unrelated concrete changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "SqueezeBERT and VisualBERT are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model families." + "reason": "GPT-Neo and SpeechT5 are unrelated model paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "MPT and SpeechT5 are different code changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet and MPNet are separate model refactors." + "reason": "GPT-Neo and GPT2 are different model refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44076", "accept": false, - "reason": "MPT and SpeechT5 are different model paths." + "reason": "TextNet and ImageGPT are unrelated implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; the later PR overlaps the same concrete change set." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are unrelated model families." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path and could be combined." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different code paths." + "reason": "GPT-J and SpeechT5 are different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SqueezeBERT and DeBERTa are unrelated." + "reason": "FNet/CVT versus ResNet/EfficientNet is only pattern-level similarity." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and TextNet are different model implementations." + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated." + "reason": "DeBERTaV2 and SpeechT5 are different concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are different model families." + "reason": "DeBERTaV2 and VITS are unrelated model paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-model overlaps. The accepted PR pairs are limited to clearly shared code paths within the same output-tracing family (notably GPT-Neo and GPT-J/CodeGen), and the rejected pairs correctly avoid overextending the umbrella issue target across unrelated model implementations." + "feedback": "Grounded summary overall: the packet supports a cluster of model-specific standardized output-tracing refactors, with the clearest overlap around GPT-J/CodeGen and GPT-Neo. The conservative false/true pair judgments are also consistent with the listed diffs." }, "evaluator_used": true, "retried": false, @@ -20924,7 +20906,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 37, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20951,7 +20933,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "19529cdf54c30733ddad2776e359640de08f9b81be0b4e58037147278087e32e", + "prepared_review_unit_hash": "74c408b024dbfa67b9e03c2e31c58e475f6edbc805ea85be81fb2af85eb667f6", "component_budget": { "node_count": 28, "item_count": 28, @@ -20964,7 +20946,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -20973,48 +20955,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different model implementations and do not appear to fix the same concrete code-path problem. No issue artifacts are present.", + "summary": "These PRs are all model-specific refactors toward standardized output capture/tracing, but they target different architectures and code paths. They are related by theme, not duplicates; none of the soft edges should be merged under strict PR duplicate criteria.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "Best canonical PR is pull_request:44129 because it has the clearest scope and an explicit issue target, making it the strongest representative of this output-tracing refactor cluster.", + "canonical_pr_reason": "PR 44129 is the strongest representative because it is the only one with an explicit issue target and a clear, focused refactor title tied to one model family.", "best_issue_reason": null, - "best_pr_reason": "Pull_request:44129 is the best representative PR: it clearly states the standardized output capture refactor, has an explicit linked issue, and presents a coherent change set in one model family.", + "best_pr_reason": "PR 44129 is the best overall representative: it is well-scoped, has an explicit linked issue, and clearly documents the output-tracing refactor pattern for one concrete model.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different models (FocalNet vs ImageGPT) with separate code paths; not the same underlying fix." + "reason": "Different model families and files (FocalNet vs ImageGPT). Both are standardized output-tracing refactors, but they affect separate forward paths and are not the same underlying fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same broad migration theme, but VisualBert and TextNet are independent implementations. This is not one concrete bug/change that could be merged into a single PR." + "reason": "VisualBert and TextNet are separate architectures with different forward signatures and tests; this is the same refactor pattern, not the same concrete bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output capture, but they target MPNet vs VisualBert and different layer/attention wiring. Too model-specific to treat as one change." + "reason": "MPNet and VisualBert touch different model implementations and output-tracing plumbing. Similar goal, but not mergeable as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared refactor pattern only; MPNet and TextNet have unrelated code paths and separate output handling changes." + "reason": "MPNet vs TextNet are unrelated code paths. The overlap is only the standardized output-capture migration pattern." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model files with distinct forward/output behavior. Similar decorator migration, not the same fix." + "reason": "RegNet and SqueezeBert are distinct models with different output collection behavior. They are not the same bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both involve output-tracing cleanup, but SqueezeBert and SpeechT5 are unrelated model implementations and would not be one mergeable PR." + "reason": "SqueezeBert and SpeechT5 both refactor output handling, but they modify different model-specific forward paths and APIs, so they should not be treated as duplicates." } ] }, @@ -21028,7 +21010,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21094,268 +21076,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a106d436f63964d0b6099004f1e746626f1e5409dd81199d7119158c987dcf7a", + "prepared_review_unit_hash": "f55992ab8b865351b7312f1d3fd0d484160f38c8ce15dc337127d6d20601f4f0", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all PRs in the same general \"refactor output tracing\" theme, but they target different model families and different forward/codepaths. They are related stylistically, not duplicates of one underlying bug or change.", - "confidence": 0.96, + "summary": "This cluster is mostly a family of per-model output-tracing refactors, not true duplicates. The PRs share wording and helper usage, but they target different model implementations and code paths, so they should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44003 is the broadest and most central representative: it spans two related files, introduces tracing plumbing (`capture_outputs`, `OutputRecorder`, `_can_record_outputs`), and changes the concrete mamba/falcon_mamba codepath rather than only reshaping a single signature.", + "canonical_pr_reason": "PR 44003 is the most representative standalone PR in the set: it makes a broader tracing change across two closely related model files (mamba and falcon_mamba) and introduces the tracing plumbing more clearly than the single-model refactors.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44003 is the strongest single PR to anchor the cluster because it has the most structural output-tracing change and the widest scope among the listed items.", + "best_pr_reason": "PR 44003 has the strongest standalone signal for this cluster because it is the broadest concrete output-tracing refactor among the candidates, but it still is not a duplicate of the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor pattern only." + "reason": "Same refactor theme, but different model families and code paths; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying fix." + "reason": "Both are output-tracing refactors, but for unrelated models; the diffs do not fix one shared bug." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and files (`timm_backbone` vs `univnet`); only the output-tracing theme matches." + "reason": "Different model implementations with only superficial similarity in helper usage." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` refactor is not the same bug/change as mamba/falcon_mamba tracing plumbing." + "reason": "Timm backbone vs mamba/falcon_mamba: different model code paths, so not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `rwkv`); similar API cleanup, not one shared fix." + "reason": "Unrelated model architectures; same refactor pattern is not enough to merge as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model codepaths; not a duplicate change." + "reason": "MobileNetV1 and UnivNet are unrelated model stacks; these are separate refactors." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `upernet`); same tracing refactor motif only." + "reason": "Different model code paths and outputs; no shared underlying bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate forward-path refactors, not one fix." + "reason": "MobileNetV1 vs Depth Anything family: same broad tracing cleanup, but not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `vision_encoder_decoder`); not the same underlying change." + "reason": "Different architectures and filenames; not the same concrete code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are distinct codepaths; only the output-tracing cleanup is shared." + "reason": "These touch unrelated encoder-decoder models, so they are not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; not the same code-path problem." + "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor theme overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model-specific refactors (`vision_text_dual_encoder` vs `upernet`)." + "reason": "Different models and different output signatures; not mergeable as one fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` signature cleanup is not the same fix as mamba/falcon_mamba output-capture plumbing." + "reason": "Vision-text dual encoder vs mamba/falcon_mamba: separate code paths and separate changes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model codepaths (`vision_text_dual_encoder` vs `depth_anything`); same theme only." + "reason": "Different model families; same helper migration pattern does not make them duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are distinct models; not one mergeable bug fix." + "reason": "UnivNet and UperNet are unrelated; no shared bug or shared patch target." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` forward refactor is separate from the mamba/falcon_mamba tracing change." + "reason": "Different model implementations; the tracing cleanup is analogous but not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (`univnet` vs `depth_anything`); not a duplicate." + "reason": "Different model families and files; not a single underlying issue." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated codepaths; same refactor pattern only." + "reason": "UperNet and RWKV are unrelated code paths, so this is not a duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` semantic-segmentation tracing cleanup is not the same concrete fix as mamba/falcon_mamba." + "reason": "Different architectures and outputs; same theme, different fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` output tracing is unrelated to `superpoint` keypoint model output cleanup." + "reason": "Mamba/Falcon-Mamba tracing changes are unrelated to SuperPoint's output refactor." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` tracing plumbing and `codegen` cache/signature changes are different concrete changes." + "reason": "Different subsystems and model internals; not the same concrete problem." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` touch different codepaths; not the same underlying issue." + "reason": "Timm backbone and CodeGen are unrelated model paths; only the refactor label matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are unrelated model implementations; only the refactor style overlaps." + "reason": "UnivNet and CodeGen are different model implementations with separate changes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` fix different model paths; not a duplicate." + "reason": "UperNet vs CodeGen: same output-tracing motif, but different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); same output-tracing cleanup theme only." + "reason": "Depth Anything and Vision-Encoder-Decoder are different models; not one shared bug fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate codepaths and changes." + "reason": "Different encoder-decoder stack and different model family; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are different models; not the same bug or change." + "reason": "Depth Anything refactor and SuperPoint refactor are separate changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` target different architectures and codepaths." + "reason": "Different model code paths; same helper migration is too broad to treat as one change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model refactors, not one PR." + "reason": "Depth Anything and DPR are unrelated implementations, so this is not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated codepaths; same theme only." + "reason": "Vision-Encoder-Decoder and RWKV are unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers and fixes." + "reason": "Different model families; no shared concrete bug or patch." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` do not share the same underlying change." + "reason": "Different models and different output handling logic; not a duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not mergeable as one fix." + "reason": "Vision-Encoder-Decoder and DPR are separate model-specific refactors." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model paths." + "reason": "Speech-Encoder-Decoder and SuperPoint do not share the same code path." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are different codepaths; same cleanup theme only." + "reason": "Different model stacks; only the output-tracing pattern overlaps." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are distinct changes in different models." + "reason": "Speech-Encoder-Decoder vs DPR are unrelated changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different architectures; not the same bug." + "reason": "SuperPoint and RWKV are unrelated models; not the same underlying bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` touch unrelated model codepaths." + "reason": "Different models and different forward/output behavior; no duplicate." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model fixes, not one underlying issue." + "reason": "RWKV and DPR are unrelated implementations, so they should not be merged as one PR." } ] }, @@ -21369,7 +21351,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21385,12 +21367,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "5e8020e19e87693d247404ed319768f2f8a12c007251eedfb6109003e499dd50", + "prepared_review_unit_hash": "51a6b3eede3520df8b6f4539e6eef3a2fe0d8b76dc7d82d53491997abc024fe4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21398,7 +21380,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21407,18 +21389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap on Transformers registry/docs scaffolding, but they do not fix the same underlying bug or implement the same concrete change.", + "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only generic Transformers scaffolding files and docs registry edits, not the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the more canonical representative because it is tightly scoped, has an explicit issue target, and centers on a single model integration.", + "canonical_pr_reason": "PR 45401 is the cleaner representative of the cluster: it has an explicit issue target, a focused new-model integration scope, and less overlap with the other PR beyond shared framework plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the best single representative for the cluster because it is a focused, self-contained model addition with clear intent and tracking.", + "best_pr_reason": "PR 45401 is the best single PR in this cluster to keep as the representative artifact, but only because it is more self-contained and explicitly tracked; it is not a duplicate of 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions for different targets (PenguinVL vs Voxtral TTS); shared auto-registration/docs files are implementation overlap, not the same code-path fix or mergeable duplicate PR." + "reason": "Reject: these add different models for different use cases (PenguinVL vs Voxtral TTS) with different codepaths and files. The overlap is limited to shared auto-registry/doc/model boilerplate, which is too broad to indicate the same change." } ] }, @@ -21432,7 +21414,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21448,12 +21430,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "15686c836fa190fb37dd77697548d328c6eafe6c6b50b29961890e6194cdd28c", + "prepared_review_unit_hash": "cad6edba5e8452d1ae4633f0ae06b1a04d91d9dde75b0bf47f3a2eb46fe66bbe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21461,7 +21443,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21470,18 +21452,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they target different layers: #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration across model loading and helpers. They are not the same underlying change and should not be deduplicated.", - "confidence": 0.87, + "summary": "These PRs are related at the theme level (module/kernel fusion) but they implement different layers: one adds a generic Module Fusion API, the other wires up a specific n-to-1 kernel-fusion path via KernelConfig and integration changes. They are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete, user-facing fusion feature: it wires KernelConfig into loading/integration code and includes an example, making it the better representative of the cluster.", + "canonical_pr_reason": "PR #44979 is the broader foundational change: it introduces the new `module_fusion.py` API and test coverage for the general fusion mechanism, making it the better representative of the shared module-fusion theme.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the most actionable PR in the set because it touches the real code path for kernel fusion rather than just introducing the underlying API scaffold.", + "best_pr_reason": "PR #45363 is the more concrete end-user feature, but it is narrower and depends on integration points in `modeling_utils`, `kernel_config`, and `integrations`; it is less suitable as the cluster representative than the generic API PR.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are fusion-related but not the same change: #44979 introduces a general Module Fusion API, while #45363 implements KernelConfig-driven kernel fusion integration. Different abstractions and code paths." + "reason": "Related area, but not the same underlying change: #44979 adds a general module fusion API, while #45363 implements a specific KernelConfig-driven n-to-1 kernel fusion workflow. Different code paths and different mergeable scopes." } ] }, @@ -21495,7 +21477,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21511,7 +21493,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "83a38ab0c8982a64673f33656c0ac85c1a1df3fb634e6216e0d35c96b01fd7e3", + "prepared_review_unit_hash": "865a9b2c0420aacdb6eec7f9a9de773cb6d3f6e3db1c3dc8bd5dad16e7e09834", "component_budget": { "node_count": 2, "item_count": 2, @@ -21533,18 +21515,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex AttributeError in the same function and file, with 45317 appearing to be the more complete follow-up by adding tests. They look like duplicate fixes for the same bug rather than separate changes.", - "confidence": 0.93, + "summary": "Both pull requests fix the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds a regression test.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but is more complete, with the same code fix plus test coverage and clearer problem framing.", + "canonical_pr_reason": "PR #45317 is the better canonical representative because it contains the same code fix as #45086 plus an added test, making it the more complete patch for the same underlying AttributeError.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest standalone representation of the fix: same underlying code-path bug, same target issue, and it includes validation via tests.", + "best_pr_reason": "PR #45317 is the best PR to keep because it addresses the same concrete code-path bug as #45086 and includes test coverage, while still being a plausible single merged change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Both PRs patch the same AttributeError in _patch_mistral_regex, in the same file, against the same issue target, and 45317 is a more complete version of the same fix." + "reason": "Same underlying bug and same fix in the same file; #45317 is effectively an expanded version of #45086 with added tests, so they could plausibly be merged as one PR." } ] }, @@ -21558,7 +21540,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21578,7 +21560,7 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "9e781a5826bac00218881dd0e5183e20aad78b45dd267fd039f489a36586139d", + "prepared_review_unit_hash": "6cdbc8ca5e2b7e561794db428592c4fd0874007326d550fde2da819a8bf51447", "component_budget": { "node_count": 4, "item_count": 4, @@ -21600,30 +21582,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs split into separate feature lines: NemotronH refactoring vs. Nemotron ASR streaming vs. Nemotron 3.5 ASR streaming. The shared filenames are mostly from the auto/model registration plumbing, not the same underlying change, so none of the soft pairs are duplicates.", - "confidence": 0.91, + "summary": "The cluster contains two separate Nemotron themes: a NemotronH refactor/split into dense+sparse variants, and a Nemotron ASR streaming addition. The PRs overlap on some auto/doc registry files, but they do not look like the same underlying change set, so I would not merge any soft edges.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a duplicate canonical for the whole set; 45569 is the most central standalone NemotronH refactor, but the ASR PRs are separate model families and 45115 is only a conversion-mapping slice.", + "canonical_pr_reason": "No true duplicate spans the whole cluster; if one PR must be picked, 46565 is the broadest and most complete ASR-streaming variant, but it is still a different change from the NemotronH refactor work.", "best_issue_reason": null, - "best_pr_reason": "45569 is the best representative standalone PR in this cluster: it has the clearest cohesive scope around the NemotronH architecture split/refactor and is more complete than the narrower conversion-only 45115. The ASR PRs are separate additions rather than duplicates of it.", + "best_pr_reason": "46565 is the most comprehensive single PR in the set, covering the larger ASR-streaming follow-up with the widest file impact; the others are narrower or belong to a different Nemotron branch of work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same concrete change: 45115 only adds checkpoint conversion key renames, while 45569 refactors the model into dense/sparse variants and updates docs/auto wiring." + "reason": "Same model family, but 45115 is a conversion-mapping/weight-rename refactor while 45569 is a broader NemotronH architecture split into dense/sparse with docs and tests. Not the same concrete change." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Different feature branches and model families: 45569 is NemotronH refactoring, while 46565 adds Nemotron 3.5 ASR streaming. Shared auto/docs plumbing is too broad to treat as one duplicate change." + "reason": "These target different features: NemotronH refactor versus Nemotron ASR streaming. Shared auto/docs files are too generic to indicate a duplicate." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR streaming PRs, but they target different concrete model versions (Nemotron ASR vs Nemotron 3.5 ASR). They look like parallel implementations, not one mergeable duplicate fix." + "reason": "Both are ASR-related, but they add different model variants (Nemotron ASR vs Nemotron 3.5 ASR) and are not the same code-path fix/change." } ] }, @@ -21637,7 +21619,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21653,7 +21635,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a5e72a5a95d2ac758b266e9e3e2d1816d49ab41b58f35b8bff6c87bfc1d2b339", + "prepared_review_unit_hash": "cbe12ce414db3a9fc616f93a893a5d984d267aab7225b884e1b5fd63a6b73644", "component_budget": { "node_count": 2, "item_count": 2, @@ -21675,18 +21657,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature branches in the same heterogeneity effort, but they are not duplicates: one introduces per-layer configuration plumbing, while the other adds broader heterogeneous modeling/cache support on top. They should remain separate PRs.", - "confidence": 0.91, + "summary": "The two pull requests are related parts of a heterogeneous-model feature, but they are not duplicates: one introduces per-layer configuration plumbing, while the other adds broader modeling/runtime support on top of that configuration work.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45333 is the cleaner foundational piece: it focuses on per-layer configuration support and the config API changes that the broader modeling work can build on.", + "canonical_pr_reason": "No single canonical PR: PR 45333 is config plumbing only, while PR 45332 adds model/cache/masking changes and tests; they are complementary, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45333 is the best representative because it is narrowly scoped and well-defined; PR 45332 is a larger follow-on implementation spanning modeling and cache behavior rather than the same single change.", + "best_pr_reason": "PR 45332 is the more representative end-to-end feature PR because it includes the concrete model/runtime behavior, not just the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Shared heterogeneity files indicate they belong to the same feature area, but the change sets are not the same concrete code-path problem: 45333 is config plumbing, while 45332 extends runtime/modeling behavior and cache handling. They would not plausibly be merged as one duplicate PR." + "reason": "Different scope and code-paths: 45333 adds heterogeneous per-layer config support, while 45332 adds heterogeneous model/runtime support and cache logic. They share helper files but do not fix the same underlying bug or implement the same change." } ] }, @@ -21700,7 +21682,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21716,7 +21698,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "0b05ba748324a6117ff6a44d43a152f6ac171bafbd256e7aa3d995e523dce7d0", + "prepared_review_unit_hash": "45f4074e1b4d145787bca7ec709032c84b8282274f7bff134ff6418c9057bfc4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21738,18 +21720,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related and overlap in a few files, but they address different changes: PR 45415 is a broad type-checking sweep across many Transformers modules plus pyproject config, while PR 45425 adds typing protocols/aliases and targeted fixes around modeling_utils/PEFT integration. They are not the same underlying change.", - "confidence": 0.27, + "summary": "These PRs are both typing-related, but they are not the same change: one is a broad type-checking sweep over many transformers files, while the other adds shared typing aliases/protocols and adjusts a smaller set of typing-sensitive code paths.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused representative of the cluster because it introduces concrete typing infrastructure in `_typing.py` and targeted fixes in model-related code, whereas PR 45415 is a broader repository-wide type-checking pass.", + "canonical_pr_reason": "PR 45425 is the better representative of a concrete typing-infra change; PR 45415 is a much broader repo-wide type-checking pass and not the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best fit as the cluster representative for the shared typing theme, but the overlap is only superficial; 45415 is a separate broad lint/type-check sweep and should not be merged as a duplicate.", + "best_pr_reason": "45425 is the most self-contained and specific PR in the cluster. 45415 is more of a mechanical type-checking expansion across many files, so it is less suitable as the canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not treat as duplicates: 45415 is a broad type-checking/configuration sweep across many files, while 45425 adds new typing aliases/protocols and targeted model/PEFT typing fixes. They overlap in a few touched files but not in the same concrete code-path problem, and they would not naturally merge into one PR." + "reason": "Do not merge: 45415 is a broad typing cleanup across many modules plus pyproject ignores, while 45425 adds type aliases/protocols and targeted typing fixes in a different set of code paths. Shared filenames are incidental, not evidence of the same underlying change." } ] }, @@ -21763,7 +21745,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21779,7 +21761,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "4da07497b308bd87523239a1924391f5b09423e3cdb6d486d8b02645ccc8cf70", + "prepared_review_unit_hash": "6aa2dbfeaf25a495fc4fcb029938eb135eaafc04f8ff9572a43cbb81451985a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21801,18 +21783,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-specific cache-handling fixes: one for Qwen3.5/OLMo hybrid linear attention, the other for Mamba2 CUDA kernel state reuse. They share a broad theme (`use_cache` with multi-token forward) but not the same underlying bug or code path.", - "confidence": 0.96, + "summary": "These two PRs are not duplicates: #45513 fixes multi-token cached forward behavior in Qwen3.5/Olmo hybrid linear attention, while #46084 fixes use_cache handling for seq_len > 1 in Mamba2. They address different model families and different code paths.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45513 is the broader representative item in this cluster, covering the cached-forward bug across multiple related model implementations and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the tighter representative of the set: it is explicitly issue-linked, narrowly scoped to a single Mamba2 cache bug, and the diff directly targets the seq_len > 1 state-reuse path.", + "best_pr_reason": "PR #46084 is the strongest standalone PR candidate because it is tightly scoped, has an explicit linked issue, and fixes a concrete cache-path bug in one model family.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and implementations (Qwen3.5/OLMo hybrid linear attention vs Mamba2 CUDA kernels). Same general caching theme, but not the same concrete bug or mergeable into one PR." + "reason": "Different architectures and fix targets: Qwen3.5/Olmo hybrid linear attention cached forward vs Mamba2 use_cache with seq_len > 1. They do not appear to be the same underlying bug." } ] }, @@ -21826,7 +21808,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21842,7 +21824,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "196c059d8be84d7df3730d67c3b9049c0e491fc510ec9229f23321a7e548f3bc", + "prepared_review_unit_hash": "c8ff9bdb980d4afb32718d6426161a546abe1210656e87ff65534c2e098d413a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21864,18 +21846,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same EP/loading area, but they appear to fix different concrete bugs: one is about preserving distributed_config / EP state for DeepSpeed ZeRO-3 loading via accelerate launch, the other about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast. Shared modeling_utils changes are incidental, not enough to treat them as duplicates.", - "confidence": 0.84, + "summary": "These are both EP-related PRs, but they fix different bugs in different loading paths: #45548 strips serialized distributed_config and adds has_ep for accelerate/ZeRO-3 loading, while #45662 prevents MoE expert tensors from being overwritten during distributed post-shard wrapping/FSDP2. Not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better anchor because it targets a specific, well-defined failure mode in the loading/sharding path and includes the broader set of code changes around that bug.", + "canonical_pr_reason": "No single canonical PR here: the two PRs address separate EP-loading failures with different root causes and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone fix for a concrete EP-related loading corruption bug; PR #45548 appears to address a separate ZeRO-3/accelerate serialization problem rather than the same underlying issue.", + "best_pr_reason": "#45662 is the more concrete standalone fix, with a specific overwrite bug and targeted changes across the loading path; #45548 is a different issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention expert parallelism, but the bugs differ: #45548 preserves EP/distributed_config for ZeRO-3 loading via accelerate launch, while #45662 prevents experts from being overwritten during FSDP2 rank-0 broadcast. Same subsystem, different code paths and failure modes." + "reason": "Shared EP context and one common file are not enough; #45548 targets serialized config/has_ep handling for ZeRO-3 loading, while #45662 fixes expert tensors being overwritten after post-shard wrapping in a different distributed path." } ] }, @@ -21889,7 +21871,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21905,12 +21887,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b0e62ecbec4f44443ed8c13cd057b0fd73384d651eb4c288010616be44558336", + "prepared_review_unit_hash": "e1a5ac9230995bc0d1a429d0ae556440ada11b004cfea815bcfae4c8a0374b5f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21918,7 +21900,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21927,18 +21909,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-safe captured_info/debug-log collision in test infrastructure; PR 45645 is the broader superset and likely subsumes 45639.", - "confidence": 0.89, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe captured_info fix plus the CI/workflow handling around reading multiple captured_info files, making it the more complete change.", - "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall PR for the cluster since it covers the same underlying captured_info collision problem and adds the downstream consumer changes needed to preserve CI debug logs.", + "summary": "Both PRs address the same captured_info / xdist collision bug around patched testing debug logs; PR 45645 looks like the broader superset and most likely canonical PR.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs and matches the underlying xdist/captured_info failure mode they are fixing.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it appears to include the helper fix in `testing_utils.py` plus the CI/workflow changes needed to collect multiple `captured_info*.txt` files, making it the broader end-to-end fix.", + "best_issue_reason": "Issue 45561 is the only clear issue anchor and directly describes the common bug both PRs are trying to resolve.", + "best_pr_reason": "PR 45645 is the best representative because it covers the same core xdist-safe captured_info change as 45639 and adds the related artifact-collection adjustments needed for CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They address the same concrete captured_info xdist collision path in testing_utils, share the same issue target and test files, and 45645 appears to be a broader superset that could plausibly include 45639's change in one PR." + "reason": "They target the same concrete bug path: xdist-safe handling of captured_info debug output. 45645 appears to subsume 45639 by including the same testing_utils fix and adding the workflow-side handling for multiple output files." } ] }, @@ -21952,7 +21934,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21971,52 +21953,52 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "267db5ad3c26cf107a71ef55fe326aa715048c15070254ae76e32422e6cfeeed", + "prepared_review_unit_hash": "840178e070cb0ca5047d5967298628cda7c302673fff02feaacab2bb982a8247", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7525, - "estimated_input_tokens": 1882, - "estimated_eval_tokens": 4020 + "serialized_chars": 7523, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7525, - "estimated_input_tokens": 1882, - "estimated_eval_tokens": 4020 + "serialized_chars": 7523, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a high level: two add attention-dispatch support for different model families, while the third updates AutoModel mappings. They are not duplicates of the same concrete change.", - "confidence": 0.96, + "summary": "These PRs are not duplicates: one is an AutoModel registration tweak for GLM-ASR, while the other two add attn_implementation dispatch for different model families. The RecurrentGemma and BLIP-2 PRs are superficially similar but target distinct code paths and should not be merged together.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the cleanest representative: it is a focused, single-family implementation of attn_implementation dispatch support with clear code changes and tests.", + "canonical_pr_reason": "PR 46401 is the strongest representative of the attn_implementation dispatch work because it covers multiple BLIP-family models and includes code plus tests/docs, making it the most substantial standalone change in the set.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the best global representative because it is the most focused and directly expresses the shared theme without spanning multiple unrelated model families.", + "best_pr_reason": "PR 46401 is the best single PR to keep: it is a clear, self-contained feature implementation with broader model coverage and higher review activity than the others.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: one updates AutoModel registration for specific model classes, the other adds attn_implementation dispatch support inside RecurrentGemma. Not the same bug or code path." + "reason": "Different changes: AutoModel mapping for glmasr vs attn_implementation dispatch for RecurrentGemma. No shared concrete bug or code path." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated changes: AutoModel mapping vs. attention-dispatch support across BLIP-2/InstructBLIP variants. Same broad Transformers area, but not the same concrete change." + "reason": "Unrelated scope: one adds a model registry entry, the other changes attention-dispatch support across BLIP models. Not the same underlying fix." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both concern attn_implementation support, but for different model families and different implementation paths/files. Too broad to treat as one duplicate PR." + "reason": "Both concern attn_implementation dispatch, but for different model families and implementation paths. Same broad theme, not mergeable as one PR." } ] }, @@ -22030,7 +22012,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22046,7 +22028,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "13e8e519b5beadfef262eace403dd91b3ce2b63ba03805de488456c95fc1982b", + "prepared_review_unit_hash": "029f9c5b677847d4c06e22a4453e197e045cee3045d26cf85eab16ca294fa241", "component_budget": { "node_count": 2, "item_count": 2, @@ -22068,18 +22050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both broad linter/modeling-rule rollouts, but they target different rules and different code changes. They overlap in touched model files, yet they are not the same underlying fix and should not be merged as duplicates.", - "confidence": 0.92, + "summary": "These two PRs are both linter-rule driven model changes, but they address different code paths and different rule families: TRF003 forward/return-dict handling vs TRF018 weight initialization. The overlap in touched model files is incidental, not a duplicate change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR #45720 implements TRF003 behavior around tuple return handling, while PR #46259 implements TRF018 modeling initialization behavior. They are separate rule-driven changes with different code paths.", + "canonical_pr_reason": "PR 45720 is the cleaner representative for the cluster because it is a narrowly scoped fix around forward signatures and return behavior; however, it is not the same change as 46259.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the better representative only because it is a more concrete, self-contained change to forward/return behavior across models; PR #46259 is a different linter rule entirely and not a duplicate.", + "best_pr_reason": "PR 45720 is the best single representative of this cluster because it is more focused and self-contained, but it should not be treated as a duplicate of 46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different fixes: TRF003 modifies forward return behavior/decorators, while TRF018 changes model weight initialization. Shared files are incidental and do not indicate the same underlying bug or change." + "reason": "Reject: they implement different linter rules and fix different underlying problems. 45720 changes forward return-dict/tuple behavior, while 46259 updates _init_weights initialization patterns; shared model filenames are not enough to merge them as one PR." } ] }, @@ -22093,7 +22075,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22159,7 +22141,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22175,7 +22157,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "2d157ecf81533cc1cb6d96112f2dad462c04da0764c39e81360dc423dfed7ea7", + "prepared_review_unit_hash": "c762ef54ed0c95fd5876a277e404c374a58d0bec6d0006a5b713fc09baab3a62", "component_budget": { "node_count": 2, "item_count": 2, @@ -22197,18 +22179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs were grouped only by soft similarity, but they are not the same change: 45932 is a broad workflow/model tweak PR, while 46100 is a ViT test migration. No duplicate relationship is evident.", + "summary": "These are not duplicates: one PR is a broad CI/model/config test-related change, while the other is a ViT test migration. They do not address the same concrete bug or change and should stay separate.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate set: the PRs address different artifacts and code paths rather than one underlying change.", + "canonical_pr_reason": "No single canonical PR emerges because the PRs are about different changes: #45932 is a broad testing/CI/model config patch, while #46100 is a ViT test migration.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the more substantive standalone change, but it is still unrelated to 46100 and should not be treated as its duplicate.", + "best_pr_reason": "#46100 is the cleaner representative PR in this cluster: it has a narrower, coherent purpose (test migration) and less unrelated noise than #45932.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying work: 45932 changes CI secrets and multiple model implementations/configs, while 46100 adds/migrates ViT tests. They do not fix the same concrete bug or implement the same change." + "reason": "Reject: the diffs target different workstreams. #45932 mixes CI secrets plus model/config changes across many files; #46100 only adds/migrates ViT tests. They are not the same underlying fix and would not plausibly be merged into one PR." } ] }, @@ -22222,7 +22204,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22241,7 +22223,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "ade07c8d99418e3e19be3b03dc9e338b1fc7c85a9c97bddbe37e2d1283096402", + "prepared_review_unit_hash": "848f366904c00e9ed9c65ffc4855bf3e78a86fefa5ae8a20e682d1cca3c8213d", "component_budget": { "node_count": 3, "item_count": 3, @@ -22263,30 +22245,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three model-specific PRs adding SDPA/attn_implementation dispatch support, but they target different code paths and model families (CTRL, T5, and wav2vec2-related audio models). They are similar in pattern, not the same underlying change.", + "summary": "These PRs are thematically similar (adding SDPA/attention dispatch support), but they touch different model families and code paths, so they are not duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the best representative because it is the broadest concrete implementation of the shared pattern, spanning many audio model files and the largest code change.", + "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2 all add attn_implementation support in different model implementations, so they do not fix the same concrete bug/change.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the strongest standalone PR in the cluster due to its wider scope and clearer, more substantial implementation work compared with the narrower model-specific PRs.", + "best_pr_reason": "PR 46154 is the cleanest representative of the pattern: a narrowly scoped, model-specific SDPA dispatch addition with accompanying tests/docs.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add attention-dispatch support, but one is for CTRL and the other for T5; they modify different model implementations and are not the same fix." + "reason": "Both are about attention dispatch, but CTRL and T5 are separate model implementations and do not share the same concrete code path or mergeable fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL attention-dispatch support and wav2vec2-family SDPA dispatch are separate model-specific changes touching different code paths." + "reason": "CTRL support and wav2vec2-family support are distinct model-specific changes; same broad theme, but not the same underlying change." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and wav2vec2-family SDPA dispatch are related in pattern only; they are distinct model implementations and should not be merged as duplicates." + "reason": "T5 and wav2vec2 are unrelated model paths; they should not be merged as duplicates just because both add SDPA dispatch." } ] }, @@ -22300,7 +22282,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22316,7 +22298,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "0bd4a346702f209389aa20bc424c3811a368ae140eb1d085987aebd84676aba3", + "prepared_review_unit_hash": "7c7cbf1bea6c91dcd8ab045bf699e5defac404757060b5acf2b2eef62233264b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22338,18 +22320,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related in the distributed stack, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed-branch base spanning FSDP, tensor parallel, integrations, and model code. Shared files reflect overlap in the same subsystem and likely dependency, not a duplicate fix.", - "confidence": 0.95, + "summary": "Two open PRs in the distributed stack overlap on several files, but they target different changes: one is focused on EP/Trainer integration, the other is a broad distributed branch base. They are not the same concrete fix/change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the broader, more central foundation PR for the distributed branch and is the better cluster representative; #46126 is a narrower feature slice built on top of that work.", + "canonical_pr_reason": "PR #46269 is the broader, more central integration branch for the distributed subsystem and touches the shared infrastructure files, so it is the better cluster anchor.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the most generally useful and representative PR here because it covers the underlying distributed infrastructure changes, whereas #46126 is a specialized follow-on integration.", + "best_pr_reason": "PR #46269 is the best representative of the cluster because it is the more foundational distributed change set; PR #46126 is a narrower feature integration on top of that area.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs do not appear to fix the same concrete code-path problem. #46126 is a specific EP/Trainer integration on top of DistributedConfig, while #46269 is a much broader distributed branch base touching many unrelated distributed features and model files. They may be related, but they could not plausibly be merged into one duplicate PR." + "reason": "They overlap in distributed code, but the PRs are not the same underlying change: #46126 adds EP + Trainer integration, while #46269 is a much broader distributed branch base. Shared files alone are not enough to merge them as duplicates." } ] }, @@ -22363,7 +22345,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22411,184 +22393,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "d57fa2d668fcc0a3e94f99c6b43ac2ceed639d57a61a34ca59aa180df3574780", + "prepared_review_unit_hash": "eb715316fac71afa136a77f23a4e2da2577fb08f0c5b4ace7681befc6983e61b", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23358, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "serialized_chars": 23353, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23358, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "serialized_chars": 23353, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow maintenance PRs that only look similar because they share YAML and chore-style titles. The only exact match is the trio of edits to pr-ci-security-gate.yml, but even those change different aspects of the workflow and should not be merged as duplicates.", - "confidence": 0.91, + "summary": "These are small workflow-maintenance PRs, mostly across different files. The only notable overlap is the pr-ci-security-gate workflow, but those PRs implement different security-gate changes rather than the same fix, so there are no true duplicates here.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best representative of the cluster\u2019s substantive security/workflow changes; it is more than a comment or formatting tweak and has the clearest functional impact.", + "canonical_pr_reason": "No single PR is a clear duplicate canonical. If one must represent the cluster, 46554 is the most substantive workflow-security change, but it is not the same change as the other workflow PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone PR here because it changes the pr-ci security gate behavior in a concrete way, whereas the others are smaller or more incidental workflow updates.", + "best_pr_reason": "46554 is the best representative because it makes the clearest concrete hardening change in the shared security-gate area; the other PRs are either unrelated workflow tweaks or different implementations.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; only a superficial similarity in shell/YAML style, not the same underlying change." + "reason": "Different workflow files and different behavior changes; only broad CI-maintenance similarity." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Self-comment CI message piping fix is unrelated to PR CI security-gate permission/approval logic." + "reason": "Unrelated workflow edit versus a security-gate workflow tweak; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow update vs. comment-only notes in a different security-gate file." + "reason": "Self-comment CI update is unrelated to the pr-ci-security-gate workflow change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both adjust shell handling, but in different workflow jobs and for different commands; not the same bug or fix." + "reason": "Different workflow files with unrelated shell quoting/CI behavior changes." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Distinct workflows with different operational goals; no shared concrete code-path issue." + "reason": "Both touch workflows, but one updates self-comment CI and the other updates SSH-runner; distinct changes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH-runner hardening and benchmark triggering are unrelated changes." + "reason": "SSH-runner hardening and benchmark trigger changes are different workflow behaviors." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different concerns: SSH runner security vs anti-slop permissions." + "reason": "Different workflow files and goals: SSH-runner hardening vs anti-slop permissions refactor." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow behavior; one hardens SSH runner, the other adjusts reviewer assignment checkout ref." + "reason": "SSH-runner changes are unrelated to assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "No same underlying bug or code-path; one affects SSH runner setup, the other PR CI security gating." + "reason": "Different workflows and different security concerns; not the same code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and fixes; not a single mergeable change." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Security hardening for SSH runner is unrelated to a reusable workflow comment update." + "reason": "SSH-runner update is unrelated to the pr-ci-security-gate permission/approval changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they modify different jobs for different reasons; not the same bug." + "reason": "Both are workflow tweaks, but one is anti-slop permissions and the other is benchmark dispatch handling." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions and reviewer-assignment checkout are unrelated workflow changes." + "reason": "Different workflows with no shared change target beyond repository CI plumbing." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different behavior; only broad YAML similarity." + "reason": "Anti-slop permissions change and build-ci shell quoting are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete problem; anti-slop permissions vs PR CI security checks." + "reason": "Same broad CI area, but different workflows and different fixes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref and benchmark trigger conditions are unrelated." + "reason": "Assign-reviewers checkout ref and benchmark dispatch are separate workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and code paths; not the same underlying issue." + "reason": "No shared underlying bug; one targets reviewer assignment, the other build-ci trigger parsing." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No plausible single duplicate fix; reviewer workflow vs security gate workflow." + "reason": "Different workflow files and unrelated behavior changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch logic and build-ci image tag parsing are separate concerns." + "reason": "Benchmark dispatch support and build-ci message parsing are different changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows with unrelated logic." + "reason": "Both are workflow edits, but they address different CI entry points and problems." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both touch workflow shell snippets, but they address different jobs and different failure modes." + "reason": "Build-ci environment parsing and security-gate workflow changes are not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build CI commit-message parsing is unrelated to PR CI security-gate permissions and approval gating." + "reason": "Unrelated workflow edits; same broad area only." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: one adds checkout-based security checks, the other changes permissions and adds a success gate." + "reason": "Same file, but different pr-ci-security-gate implementations: one adds checkout/diff checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one is functional security-check logic and the other is explanatory comments; not the same change." + "reason": "Same workflow file, but one adds direct security checks while the other swaps to a reusable workflow with explanatory notes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different changes in the same workflow file: permissions/condition vs documentation comments." + "reason": "Both touch pr-ci-security-gate.yml, but they implement different security-gate structures and are not mergeable as one change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci shell quoting and pr-ci-security-gate restructuring are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening and reusable security-gate workflow changes are distinct." } ] }, @@ -22602,7 +22590,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22618,7 +22606,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "3d6954a59f3a98b5893d2161f28b68d186b6ca051cb745ac8df9cf3e26620399", + "prepared_review_unit_hash": "de97c2de36151a6a56246f7c6fa158ea2626b7b030205f9c523a04ac27e146be", "component_budget": { "node_count": 2, "item_count": 2, @@ -22640,18 +22628,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests share a broad theme\u2014replacing file-open source inspection\u2014but they fix different code paths in different modules. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "Two open PRs both replace file-open source inspection with safer source access, but they target different modules and different behaviors, so they are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better canonical PR for this cluster because it is narrower, fixes a specific source-reading path in `_can_set_attn_implementation`, and includes a test change; PR 46152 is a separate utility-level change in `import_utils.py`.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest representative artifact: it targets one concrete bug, has a focused diff, and is test-backed. PR 46152 is related only at a high level and addresses a different implementation site.", + "best_pr_reason": "No single PR is canonical for the cluster: #46152 changes import_utils source resolution for reading its own module files, while #46207 changes modeling_utils attention-implementation detection. They are related only at the pattern level, not the same code-path bug.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same general theme (avoid `open()` for source inspection), but they touch different files and different logic paths, so they are not the same underlying change." + "reason": "Both avoid open() on source files, but they fix different code paths in different modules with different purposes. They would not plausibly be merged as one PR." } ] }, @@ -22665,7 +22653,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22683,52 +22671,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "dca0a1ed62918efb94dc75360dfaf6c8a7daf1df39ef112da5aacb1b00c940f4", + "prepared_review_unit_hash": "3f684dc3b2575a7cf04494e147d61d5e3a5ed3330265e991ba157142d45ed9e9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PRs 46173 and 46474 are near-identical fixes for the StaticLayer.get_seq_length type annotation in cache_utils.py; 46436 is unrelated and fixes static-cache max length handling in generation utils.", + "summary": "Two PRs are clear duplicates of the same StaticLayer type-hint fix; the cache max-len config PR is a separate generation behavior change and should not be merged with them.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46173 is the clearest canonical duplicate: it makes the same StaticLayer.get_seq_length annotation change as 46474, targets the same issue (#45987), and appears to be the earlier instance of the same patch.", + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earlier, direct fix for the StaticLayer get_seq_length type annotation, with the same issue target and identical code change as #46474.", "best_issue_reason": null, - "best_pr_reason": "PR 46173 is the best representative because it is the same concrete code change as 46474, with an explicit issue link and the more descriptive title; 46436 addresses a different bug path.", + "best_pr_reason": "PR #46173 is the strongest representative of the duplicate pair because it is the cleaner, earlier formulation of the same fix; #46474 is redundant, and #46436 addresses a different bug in static cache length handling.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different bugs: 46436 changes static cache max-length selection in generation setup, while 46474 only adjusts a return type annotation in cache_utils.py." + "reason": "Different underlying problems: #46436 changes static cache max length selection in generation logic, while #46474 only adjusts StaticLayer.get_seq_length type hints." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both patch StaticLayer.get_seq_length in cache_utils.py with the same type-hint update for issue #45987." + "reason": "Same underlying change: both modify cache_utils.py with the same get_seq_length return-type annotation fix for StaticLayer and target the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 46173 and 46474 have the same `cache_utils.py` type-hint diff and share issue target #45987, while 46436 touches a different file and bug path. The soft-edge verdicts are appropriately conservative, especially rejecting 46436 vs 46474." + "feedback": "The summary is grounded in the packet. The 46173/46474 pair is supported as the same type-hint fix with the same issue target and identical diff, and 46436 is clearly a separate generation-cache behavior change in a different file. The soft-edge verdicts are conservative and match the evidence." }, "evaluator_used": true, "retried": false, @@ -22739,7 +22727,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22802,7 +22790,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22818,12 +22806,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "6e984f69a0ef376f0e2ab106d797b07f6086b1a0a268a0a1b10dbb66f263e9de", + "prepared_review_unit_hash": "69ba8ae6a8eb3d829c194bd78ab5016eb40ed8faccb567ca0fed4fa8f1d18519", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -22831,7 +22819,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -22840,18 +22828,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one bug in the Moonshine streaming sliding-window mask (`-dist <= right_window_size` instead of `<`). PR 46546 is the broader, more complete change set; PR 46310 is the narrower earlier variant.", - "confidence": 0.95, + "summary": "Both PRs fix the same off-by-one in the right side of the sliding-window mask for Moonshine streaming. PR 46546 is a broader superset because it also fixes Gemma 4 and adds tests, so it is the better representative PR.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming boundary fix, adds tests, and appears to be the more complete implementation of the change.", + "canonical_pr_reason": "PR 46546 is the broader, more complete change: it includes the same Moonshine streaming boundary fix plus a companion Gemma 4 fix and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative of this bug fix since it covers the concrete boundary correction and validation, whereas PR 46310 is a narrower subset of the same fix.", + "best_pr_reason": "PR 46546 best represents the cluster because it carries the same core Moonshine streaming bug fix while also covering the related Gemma 4 instance and validation.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying Moonshine streaming right-window boundary bug; the diff changes the exact same mask condition in the same code path, and the broader PR 46546 plausibly subsumes 46310's fix." + "reason": "Same concrete bug: the right-window boundary in `sliding_window_mask_function` was off by one in Moonshine streaming. PR 46546 contains the same Moonshine fix, so these can plausibly be merged into one change, even though 46546 also includes Gemma 4 and tests." } ] }, @@ -22865,7 +22853,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22881,7 +22869,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "8865d191a56beccb81a7cfb8d6a7b846671fa0566a137506e9141f38b76abb57", + "prepared_review_unit_hash": "94d34352e26c7e1ca2b9bd2f14f18cb180e26e48896cf208e7da69aa67641adf", "component_budget": { "node_count": 2, "item_count": 2, @@ -22903,18 +22891,81 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model stack and docs/tests. They touch different codepaths and would not plausibly be merged into one PR.", - "confidence": 0.96, + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, while the other adds a new HunYuan VL model implementation, docs, and tests. They do not fix the same code-path problem and should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better canonical representative for the cluster because it is a self-contained feature addition with a clear, unified scope (a new model implementation plus supporting docs/tests), whereas PR 46376 is a separate runtime/inference feature.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest stand-alone artifact in this cluster: it has a complete feature surface, extensive file coverage, and clear model-specific scope. PR 46376 is unrelated enough that it should not be used as the representative duplicate target.", + "best_pr_reason": "PR #46417 is the stronger standalone PR because it is a full model addition with docs and tests; PR #46376 is a separate draft infrastructure change and not a duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: continuous batching multimodal support versus adding a new HunYuan VL model package. They do not fix the same bug or implement the same feature, and should not be merged as duplicates." + "reason": "Different goals and code paths: continuous batching/multimodal runtime support versus a new HunYuan VL model integration. They do not appear mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "1dd5b4269fcef1cf5be660398a845489484f384eae318d9ed3fb8c3c9db0f115", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer work items, but they are not duplicates: one PR \u0641\u0642\u0637 moves the existing MistralConverter into the new integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. Shared files reflect a common subsystem, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader, more substantive Mistral tokenizer change and appears to subsume the new tokenizer support work; PR #46603 is mainly a refactor/move of the existing converter.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best representative of the cluster because it implements new behavior rather than only reorganizing code, making it the more meaningful anchor for this Mistral tokenizer area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "They touch the same Mistral tokenizer files, but #46603 is a converter move/refactor and #46604 adds tekken tokenizer detection/conversion/save functionality. Different concrete changes and not plausibly one merged PR duplicate." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 132e8a73f0e01ac03beee5da5592351a49cf4dae..98f2b7ca517180d7651cca05b733559b39dd9836 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260612t120034z", + "analysis_id": "hybrid-model-20260612t180035z", "archived_artifacts": { - "hybrid": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260612T120034Z/analysis-runs/hybrid-model-20260612t120034z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-12T12:12:01Z", + "published_at": "2026-06-12T18:05:46Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260612T120034Z", + "snapshot_id": "20260612T180035Z", "variant": "hybrid" } diff --git a/snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.json b/snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..0c6136818402a15c97c55037c18ff5fcf210cff3 --- /dev/null +++ b/snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.json @@ -0,0 +1,2214 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260612T180035Z", + "generated_at": "2026-06-12T18:05:44Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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I only see two true duplicate pairs: the DeepSpeed ZeRO-3 BertModel IndexError reports, and the torch 2.4.1 compatibility reports. The rest are similar-by-theme but not the same concrete bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43638 is the clearest representative of the ZeRO-3 BertModel IndexError cluster: it states the exact failure mode, setup, and model family, and it matches the near-identical 43596 report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43638 is the strongest issue to anchor deduping here because it is specific, reproducible, and directly paired with the closest duplicate in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Qwen3_5Config missing a field vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention hardware/backend problems, but one is GPT-OSS on AMD GPUs and the other is an MPS histogram error in moe code; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific failures; a broken official Nemotron example is not the same issue as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Same broad MoE/hardware area, but different concrete failures and models; not a duplicate." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific errors, but ONNX export and FineGrainedFP8 failure are different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are documentation/problem reports, but one is table-question-answering crashes and the other is outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they target different removed references and are not the same doc bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error vs GenerationMixin import error are separate issues." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different trainer/resume scenarios; one is TRL SFT input embedding unpacking, the other is resuming local model training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch in a tensor op is not the same as Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index-related errors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training-resume issue vs ZeRO-3 BertModel IndexError." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-ish, but one is ZeRO-3 empty tensor initialization and the other is a shape mismatch during indexing." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different domains: generic mask shape IndexError vs Qwen3.5 video chat_template token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch and GPT-OSS MoE tensor-parallel failure are not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resuming local training with trust_remote_code is unrelated to the broken Nemotron example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in chat template handling is unrelated to local-model resume/trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different setup and failure mode; not the same Zero-3 BertModel issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the reported failures are different and model-specific." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel IndexError with size-0 tensor access; the titles describe the same bug from slightly different setups." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA weight merge inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputed tensor mismatch is not the same as a mask shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU offload incompatibility and the other is uninitialized memory after to_empty(cuda); not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BertModel initialization error and GPT-OSS MoE TP failure are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/checkpointing tensor-size mismatch and CustomTrainer.compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GPT-OSS-20B AMD GPU failure are different issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are distinct model bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config missing a field with vLLM and Mistral regex patch crashing are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; both titles point to the same version-incompatibility issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch in Gemma4 PLE is not the same as expensive reverse embedding lookup in Gemma4-E2B/E4B." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and a specific Qwen-3-8B-NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and Qwen3 auto device map cuda assert are separate distributed/runtime issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image preprocessor mismatch is not the broken Nemotron example." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems; not a duplicate." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen3.5 input-embedding unpacking with TRL are different failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT trainer embedding unpacking issue and GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and MPS histogram_not_implemented error are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is not the same bug as TRL input-embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 Zero-3 loading IndexError and BertModel Zero-3 loading IndexError are similar at a high level but different models and code paths." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram implementation error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL input-embedding unpacking and MPS histogram error are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different failures: Liger Kernel cross_entropy path vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and Trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and GenerationMixin import failure are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy being called does not match a tensor mask shape mismatch." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS-20B on AMD GPUs and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and Sam3Model text-encoder weights not loaded are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 vs transformers 5.8.0 incompatibility is not the same as USE_DISTRIBUTED=0 support breaking in v5.9.0." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the titles, and the rejected soft-edge pairs generally distinguish different model families, failure modes, or code paths without overclaiming equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "13036ad59916594bb552b014102f7aef40e20f21d322c12a3ba38cd177a8f3eb", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39729, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports; only two soft pairs look like true duplicates: the repeated mask-shape IndexError and the repeated DeepSpeed ZeRO-3/BERT initialization IndexError. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41093 is the cleanest representative of the exact mask-shape IndexError duplicate pair with issue:44805, and it is the strongest duplicate-style issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the best issue candidate because it matches another report with the same error signature and is more central than the other, unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: PaddleOCR-VL/vLLM load bug vs PyTorch build support with USE_DISTRIBUTED=0." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but the model/context differ and the root cause is not clearly the same." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Qwen3 auto-device-map cuda assert are unrelated bugs." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the distributed build/config issue." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they concern different removed/changed APIs and are not the same change." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch and video chat-template token mismatch are different multimodal issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU GPT-OSS failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor load failure and PLE device mismatch are different code paths and symptoms." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy behavior and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to RAG documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 compatibility are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected model sets differ and the shared root cause is not clear enough." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs implementation load failure are not the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed build issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they involve different models and distinct failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same broad IndexError family, but one is a mask-length mismatch and the other is a zero-size tensor during ZeRO-3/BERT init." + }, + { + "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": "Unit-test load failure for GLM-4.7-Flash and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic model-field regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention environment compatibility, but the model paths and failure modes are different." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper cannot run and PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash do not share the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure." + }, + { + "left": "issue:44292", + "right": "issue:45685", + "accept": false, + "reason": "Qwen NVFP4 runtime and MPS histogram integer support are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram error are different issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing under torch dynamo and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and device_map forward mismatch are different regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the error messages and affected loading flows differ." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic PretrainedConfig field regression are different issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking failure are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "b4e9117ed54c18cecbdf9788c3d57f0efd30d69e9eace0e5b35ef39d1c772ca8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, but there are a few true duplicate subclusters: non-persistent buffer corruption, SigLIP2 bad outputs, input_ids/inputs_embeds validation messaging, and a Qwen3.5 video-input regression. No single canonical issue spans the whole cluster.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue represents the whole mixed set. Among the genuine duplicate subclusters, issue 43950 is the cleanest canonical issue: it states the regression clearly and is directly duplicated by two near-identical reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best issue-level representative because it is a concrete, regression-focused report with the broadest and clearest duplicate coverage (43644 and 44534).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: unexpected _is_hf_initialized arg during init_empty_weights vs a PretrainedConfig/pydantic field break." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both involve recent-version breakage, but one is remote_code loading and the other is torch/transformers incompatibility; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input issues, but they affect different models and different failure modes; not clearly the same code-path bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing vs missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression class: video features/tokens mismatch in Qwen3.5/VL model handling." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a zero-sized tensor during ZeRO-3 init; different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 reports about bad or nonsensical outputs, pointing to the same model/processor regression." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different composite-config and rotary-embedding/meta-materialization issues; not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training failures with different triggers and code paths." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model notebook initialization is unrelated to flash-attn fallback blocking checks." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptom domains: perplexity on gpt-oss vs GLM5." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained; too different to merge." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to translation-model tied-weights issues in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/group-type crash is unrelated to tied-weights translation-model regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer implementation discussion is unrelated to a docs-only run-command removal issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-path bug: misleading XOR error handling for input_ids/inputs_embeds, with 46463 as a T5-family instance." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 TRL input-embedding unpacking is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs reference to a removed command are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime failures with no shared code path indicated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer regression in v5; the wording differs but the bug is the same." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example issues are not the same as the separate SigLIP2 output-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Clear duplicate: both report v5 corrupting/filling non-persistent buffers with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, and the duplicate subclusters it names are supported by the titles alone, especially the non-persistent-buffer regression (43644/43950/44534). The soft-edge accepts are mostly conservative and look mergeable as same-bug pairs. The only minor caution is to keep the SigLIP2 and Qwen video pairings phrased as likely duplicates rather than absolute certainty when only title-level evidence is available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43742|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "7c4bed50a03c06237e55189688442ac3eea4490d8dd79942b089ccb97f989d96", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37921, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated bug reports grouped by broad topic similarity. The only previously accepted soft edge, issue:45920 vs issue:46489, should be rejected as an uncertain tokenizer-family similarity rather than a confirmed duplicate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest tracker for the v5 tokenizer-ID regression family; issue:46489 looks like a related follow-up case but not a proven duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative because it captures the general regression clearly and is the broad umbrella report for the tokenizer-ID problem space.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model families and different failure modes; similar runtime/attention context, but not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are low-level runtime incompatibilities, but the concrete errors and code paths are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer-regression family, but the evidence only shows soft similarity and not a confirmed duplicate or same concrete code-path bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are different problems." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/embeddings, but they describe different symptoms and likely different causes." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Generic non-persistent buffer corruption is not clearly the same as the specific Qwen3 MoE buffer-materialization bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities versus degraded text embeddings are distinct failures." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and a missing attribute on a model class are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence crash and CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the mechanisms differ: gradient checkpointing versus int4 quantization OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared-state rebuilding and post-to_empty buffer materialization are unrelated bugs." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same SigLIP2 area, but poorer embeddings versus HF-vs-JAX discrepancy is not the same concrete issue." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model-load failure." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape error is unrelated to early-stopping metric selection." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash-attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as the specific sleng-bert loading failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern memory, but the training-memory mechanisms differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Broad remote_code breakage and a specific missing-fields AutoConfig symptom are not proven identical." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading error and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class and bitsandbytes storage-argument incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading issues with no evidence of the same underlying code path." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different attributes/errors." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression and Gemma4 device-map mismatch are different problems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping registration failure is not the same as generic remote_code breakage." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and distinct runtime errors." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tied-embeddings warning are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Key error loading a model and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they describe different slow paths and are not clearly the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code regression and a specific tokenizer codec regression are different." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is broadly grounded, but the one accepted soft-edge pair is too strong for the evidence shown. The packet only provides a soft-similarity signal for issue:45920 vs issue:46489, and the pair is marked deterministic_accept=false. Their titles indicate a related tokenizer regression family, but not a confirmed duplicate. To stay conservative, this should be rejected or at least marked uncertain rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489", + "issue:46515" + ], + "soft_pairs": [ + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:43596|issue:46515", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:44683|issue:46515" + ], + "prepared_review_unit_hash": "c8d71ab04ea62ea5d461bf35eaaccae53afaacd3886e6fac73f5393b7564ab39", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not one coherent duplicate cluster: most pairs are unrelated false positives, with only a few clear duplicates. The strong matches are tokenizer docs regressions, the repeated mask-shape IndexError, and a likely shared Qwen VL video-input regression.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole set; it splits into several unrelated bug families rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable because there is no single underlying bug/change spanning the entire cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression: LlamaTokenizer in v5 overriding tokenizer.json pre-tokenizer behavior and corrupting DeepSeek tokenizer output." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs issue about removed v5 pipeline tasks still being referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different failures: tied lm_head weight bug vs non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights loading; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different model/setup failures: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params argument incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Related to Whisper/audio, but one is a model runtime failure and the other is a specific fbank feature extraction issue; not clearly the same defect." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different code paths: Trainer compute_loss signature mismatch vs tensor-mask shape mismatch IndexError." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed problems: weight conversion/loading failure vs gradient averaging with GAS and model_accepts_loss_kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing topics: LoRA checkpointing ineffective vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-load related, but one is a bad error message for Voxtral and the other is a concrete tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load issues, but they affect different Qwen variants and different missing-weight patterns." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated model-loading failures for different architectures (GLM-4.7-Flash vs NemotronH)." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime bugs: Qwen3.5 RLHF NaNs from position_ids/SDPA fallback vs flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor shape mismatch IndexError, with 44805 appearing to be the broader duplicate report." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Likely same Qwen VL video-input regression in v5.3.0; 44560 looks like a model-specific manifestation of the broader 44479 regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading problems with different models and failure modes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated issues: DeepSpeed training weight-shape RuntimeError vs image processor void segmentation map handling." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading bugs for different architectures (NemotronH vs Sam3Model)." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different causes: DeepSpeed ZeRO-3 Bert index error vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different problems: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different issues: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes: ZeRO-3 empty-tensor Bert error vs a torch-version compatibility issue." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF vs sliding_window behavior issues; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model internals: Qwen2.5-VL rope index scaling bug vs Qwen3_5Moe uninitialized inv_freq after to_empty()." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related but distinct: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different video/image preprocessing failures; dtype mismatch is not the same as StopIteration in video loading." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different Whisper/AudioFlamingo bugs: batched inference leakage vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch compatibility problems: compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is clearly multi-family rather than one duplicate thread, and the accepted soft pairs are reasonably supported by the issue titles/descriptions. The summary is a bit compressed in how it groups the tokenizer/doc pairs, but it does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:46459|issue:46512", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "4418ebff846b415f2458cd607eabff22cbb5d3f60b748b7af3fed65c3a2eb2a4", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37432, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives. The only clear duplicate families are SigLIP2 output corruption (38175/43994), non-persistent buffer corruption in v5 (43644/44534), and a custom-model-init v5 regression (43645/43646).", + "confidence": 0.66, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; 43994 is the best representative of the clearest duplicate family because it states the broader SigLIP2 failure mode and matches a strong duplicate counterpart.", + "canonical_pr_reason": null, + "best_issue_reason": "43994 is the strongest standalone issue to keep as the representative target for deduping, since it captures the broader symptom than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: buffer-loading corruption vs OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated model-specific video failure vs an MPS histogram/type error in a different subsystem." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export failure and meta-device loading regression are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: FP8 config issue vs meta-loading issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers v5 custom-model initialization regression; the Jupyter notebook report is a narrower manifestation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 multimodal failures in different workflows." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention-path failures; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated issues: script execution failure vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Qwen3Moe FP8 problem." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: Gemma4 device mismatch vs a torch version incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families and different concrete failures." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "No shared underlying bug; tokenizer-mapping logic vs Gemma4 forward device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 wrong-output regression; 43994 is the broader repro of the same issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated Transformers v5 init-flag regression vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3 Bert init vs tokenizer-mapping handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs; this is a ZeRO-3/Bert indexing issue, not tokenizer-mapping logic." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they are model-specific failures with no clear shared bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated tokenizer-mapping bug vs tensor mask shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: dequantized offload vs mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Docs example/model-processor mismatch is not the same as the SigLIP2 inference-output regression." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer corruption regression in Transformers v5." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading/compatibility problems with different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen-related failures with distinct triggers and code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8/MoE failure is unrelated to mmap-related OOM." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is checkpoint loading and the other is from_config state; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Likely related loading regressions, but the titles point to different models and insufficiently specific evidence for one bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated LoRA/compatibility issue vs resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures; not mergeable as one bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal Qwen3.5 problems: ZeRO-3 loading vs save_pretrained key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated issues; no shared concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the buffer-corruption bug and notebook custom-init bug are not the same underlying issue." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Related loading/tokenizer complaints, but they do not clearly describe the same concrete regression." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Different SigLIP2-related problems; one is inference output corruption, the other is doc/example and quantization errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous, and only calls out the three clearly supported duplicate families. The accepted soft-edge pairs are all closely aligned by title/body, while the rejected pairs avoid overclaiming shared bug identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:36010|issue:39404", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "0ddfb2cc49cfd100731a484ac6605eefa9e9b09099924f6af2ca8ebc2094d1e3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38255, + "estimated_input_tokens": 9564, + "estimated_eval_tokens": 19384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are still unrelated or only loosely similar by subsystem/model family. In the resize_token_embeddings cluster, issue:45292 is the best umbrella canonical issue, but there are at least two closely related nested-embedding variants: issue:45276 and issue:45335. So this looks like a small family of near-duplicates, not just a single Gemma4/output_embeddings pair.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the cleanest umbrella statement of the resize_token_embeddings propagation bug, while still covering the broader nested-embedding failures seen in related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the most reusable triage target because it states the shared resize_token_embeddings symptom generically and can absorb the model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step accounting vs unused optimizer arguments." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is an inference regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE training inefficiency vs quantization/offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but the reported causes and code paths differ." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated model-loading failures for different models and error types." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and root causes: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/hf5.x compatibility is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different bug classes; no shared concrete code-path problem." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "One is a GLM5 issue, the other is quantized save/load corruption; not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different mechanisms." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights argument validation." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings failing to propagate into nested embedding modules in composite Gemma/T5-Gemma models; same bug family and plausibly one fix." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers and exception types." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is unrelated to meta-device loading regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Likely related to tokenizer loading, but the reports are too model-specific and underspecified to call the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems: Qwen3 device-mapping crash vs AudioFlamingo3 batched inference leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are separate model implementations without evidence of one shared bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Docs/example errors and GLM5 loading issues are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related memory problems, but the behaviors and likely code paths differ." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling has nothing to do with mmap OOM on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific training/offload problems." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Separate memory issues with different causes and environments." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-load failures, but they involve different quantization formats and models." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are different from mmap-related OOM behavior." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to Gemma4 FSDP2 key errors." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint loading and the broken official example are not clearly the same concrete failure." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram failure is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic umbrella report and 45276 is a concrete model-specific instance." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash_attention crash conditions and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Distinct bugs with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is a bit too narrow for the packet. `issue:45292` is a reasonable canonical target, but the summary\u2019s claim that the only clear duplicate is the Gemma4/output_embeddings pair overstates the evidence: `issue:45276` also closely matches `issue:45335` as another resize_token_embeddings propagation failure into a nested embedding module. The rest of the pairwise rejections are mostly conservative, but the writeup should acknowledge that there is more than one closely related resize_token_embeddings variant rather than treating 45292 vs 45276 as the sole duplicate relationship." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "653b37b79127a8726d3275dffa6453b17f534091ac7343ba5a9413a0101f79d2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36865, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct regression reports across tokenizer, model-loading, training, and device/dtype paths. The only strong duplicate-like pair is the generic `resize_token_embeddings` bug and its model-specific `t5gemma` manifestation.", + "confidence": 0.9, + "canonical_issue_reason": "`issue:45292` is the broader, model-agnostic report about `resize_token_embeddings` not updating output embeddings, while `issue:45335` looks like a specific `t5gemma` instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best canonical issue because it describes the underlying API failure more generally and can absorb model-specific duplicates like `issue:45335`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video input handling for Qwen VL models vs strict config loading for `granite_speech`." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated failures: GLM-4.7-Flash unit-test loading vs Qwen3.5 `save_pretrained` checkpoint regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths: gradient checkpointing in eval mode vs RLHF NaNs from Qwen3.5 `position_ids`/SDPA behavior." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution after save; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different concrete problems: flash-attention crash on `s_aux=None` vs Gemma-4 FSDP2 `shared_kv_states` KeyError." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior for `mistral_common` tokenizers." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to `resume_from_checkpoint` / `max_steps` calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization vs `save/from_pretrained` handling of `extra_state` are different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they affect different model-loading and autocast paths." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to propagate to tied output/decoder embeddings; `t5gemma` is a model-specific instance." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Model vocab inconsistency vs model loading failure; no clear shared underlying defect." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization error and Strix Halo mmap OOM are separate issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex attention failure on torch>=2.9 is unrelated to Gemma4 `device_map=\"auto\"` device mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token lookup vs CodeLlama round-trip spacing regression are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to a general tokenization behavior change." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading failure and notebook custom-model initialization are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as the Gemma4 PLE device placement bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Version compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and non-template-node compile error are distinct." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs compiler rejecting non-template nodes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape `IndexError` do not describe the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure is separate from Perceiver non-default resolution failure." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline-task deprecations and mismatches." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return bug and MXFP4 loading fallback are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and `ModelOutput` key assignment behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer constructor conflict and `gguf_file` loading failures are different loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and stays conservative. The canonical duplicate call on `issue:45292` / `issue:45335` is well supported by the shared `resize_token_embeddings` failure pattern, and the other soft-edge rejections avoid over-claiming duplicate status for issues that only share broad surface area (tokenizer, loading, dtype, save/load, etc.)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43906", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:42796|issue:43404", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:44737|issue:45859", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:43582|issue:43632", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:42915|issue:44530", + "issue:42175|issue:46178", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "eeaa377fa6d5b159ec8470684b31b8167cd1c9ce3f0e10ec4597f08cd2cd943e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. Only the Qwen3-VL MoE loading reports look like the same underlying bug; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43299 is the broadest report of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation with a specific weight-shape mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 best represents the duplicate cluster because it states the general v5.0.0.dev0 loading breakage, while the paired issue is a specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Same model family and same loading failure class; the second looks like a concrete manifestation of the first regression." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failures: deepspeed zero3/BertModel indexing vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model regressions in v5, but they concern different models and distinct failure modes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load breakage is unrelated to a tokenizer continue_final_message bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an old issue is unrelated to mistral_common tokenizer behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizers and different root causes; one is model-specific loading, the other is a Mistral regex patch crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but the affected models and bugs are different." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name registration bug is unrelated to flex_attention compilation on torch 2.9+." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model loading regressions; no indication they share the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer issues, but one is repository tokenizer.json precedence and the other is DeepSeek-Coder output corruption." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too broad to merge." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU device placement in XLNet and CPU-offload incompatibility in Qwen3.5 MoE are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are separate model-specific regressions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and Qwen3 MoE FP8 training failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different repositories; no shared concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model benchmark is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compile error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are different Qwen3.x bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging backend omission and a backend-mapping ValueError are related only loosely by TensorFlow naming, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but the descriptions point to different symptoms and no clear shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge judgments are conservative overall. The single accepted pair (issue:43299 / issue:43931) is a defensible broad-vs-specific loading regression match based on the titles, while the remaining pairs are reasonably rejected as different models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:43883|issue:44488", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "d25e3018ee7dda1801f9aadcd5e5645b0104baa75380321839f788f5c4bd6056", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37690, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; only a couple of soft pairs look like true duplicates or near-duplicates. No single canonical issue/PR for the whole set.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different bug paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature extraction path (_torch_extract_fbank_features / LasrFeatureExtractor) and likely the same regression around unsupported feature arguments." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict in T5 vs custom model initialization in Jupyter; different components and failure modes." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: multimodal Qwen2.5-VL batching vs mistral_common continue_final_message tokenizer handling." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs failure to load a specific BERT model; unrelated load issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF/loading failures, but one is about gguf_file API behavior and the other is a model-specific Transformers v5 regression." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error vs GraniteMoEHybrid invalid method call; not the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload with device_map=auto vs GGUF loading failure for Qwen2.5; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions in v5, but for different models and likely different tokenizer/model compatibility problems." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs StaticCache return-type bug; different generations paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio template sampling-rate default vs MIMI encoder batched/single mismatch; different modules and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; unrelated regressions." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech vs mistral_common tokenizer continue_final_message; different areas." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom model initialization vs buffer serialization issue; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs Mistral regex patch crash; unrelated symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template compilation TypeError; different failure classes." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute issue vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is model-specific untied weights and the other is serialization inconsistency; not clearly the same code-path." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug; different model behaviors." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs vs OmDet-Turbo processor/model image-size mismatch; different root causes." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup vs num_input_tokens_seen not updating; unrelated Trainer issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching mismatch vs DAC.from_latents/forward mismatch; different models and bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs Mistral regex patch crash; unrelated tokenizer-loading problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load segmentation fault vs Qwen3OmniMoe video ValueError; different multimodal failures." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer/load paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs init_empty_weights unexpected argument error; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction vs compiled flex_attention on torch>=2.9; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check issue vs processor image-size mismatch; unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs StaticCache return-type contract; different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated loading issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-kw TypeError vs a model-loading regression for a specific repo; not the same failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both are FP8-related, but one is a config failure and the other is a missing storage object; not clearly the same underlying bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like a follow-up/specific manifestation of the incorrect checkpoint-save bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: it identifies the set as mostly unrelated and only marks two soft pairs as likely near-duplicates. The accepted pairs are plausibly aligned by title alone, and the other rejections are conservative rather than overconfident. No canonical issue/PR is implied beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:43632|issue:44534", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:35707|issue:40444", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "e4f0dbbf67da15e35f5e4b012e57eb5d6231a51b5a32bf337c5213ad8c71d8f3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose semantic cluster around Transformers regressions and model/tokenizer loading, but the soft pairs mostly split into distinct bugs, models, and code paths. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45812 is the best anchor because it is a concrete, high-severity tokenizer regression with a clear v4\u2192v5 break and broad impact within a well-defined code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative issue in the set: specific reproduction, explicit regression framing, and a user-facing correctness bug rather than a vague compatibility report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL video/position handling, but 44479 is a broad v5 video-input regression across several models while 45325 is a specific still-image temporal position scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer init failure and Qwen3 device-map CUDA assert are unrelated subsystems and failure modes." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer load failure for a specific model, the other is a performance regression in convert_tokens_to_ids for slow tokenizers." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and strict config blocking granite_speech loading are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy load logging are not the same underlying issue." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are distinct model/path problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different mechanisms." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and Strix Halo mmap OOM are unrelated code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning with IterableDataset and the other is still-image temporal position scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite wrong token IDs and CodeLlama leading-space round-trip regression are different tokenizer bugs and model families." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are different layers and bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup TypeError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is a logging/noise issue; the other is a functional tokenizer loading failure." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention multi-GPU or Qwen-VL training, but one is multi-GPU training setup and the other is iterable-dataset/multi-image finetuning failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing and missing supports_gradient_checkpointing are related only at a high level; they are different defects." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: one concerns initialization flags, the other buffer contents." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related v5 errors, but one is an unexpected init_empty_weights argument and the other is a missing storage type." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode special-token handling are unrelated bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are different tokenizer/model-loading issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-specific problems." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and mdeberta add_special_tokens behavior are both tokenizer-related but not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend availability issues around TensorFlow are similar in theme but not the same underlying defect." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload loading failure and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture/loading problems and Sam3 text encoder weight loading are different model-specific bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer initialization are separate core-library regressions." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and producing wrong Granite token IDs are both tokenizer regressions, but they are distinct failure modes and fixes." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration and single-label-classification zero loss are different classification/training bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch backend-tokenizer crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:40444|issue:45381", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:42796|issue:45381", + "issue:43632|issue:45072", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43881|issue:44488" + ], + "prepared_review_unit_hash": "0005bffa2316e7e31bd4d08413a758b1cc2f125e92a74b9942bf61d6164f9be3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regression reports across different models/subsystems; only one soft edge looks like the same underlying Qwen2.5-VL position-id bug. The rest are too model- or symptom-specific to merge.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45325 is the best canonical representative because it describes the underlying Qwen2.5-VL position-id/rope-index regression at the most specific root-cause level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the strongest issue candidate in this set; it is the most concrete description of the only credible duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: missing temporal attention/shared weights vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but the models and failure modes differ (padding mask mismatch vs NaN embeddings with sliding-window attention)." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated internals: non-persistent buffer junk vs ModelOutput key assignment semantics." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both touch Transformers v5 loading/init, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check is a different code path from CI bfloat16 dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend installation mismatch is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL issues: iterable dataset with multiple images vs video position-id regression." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model loading failure is unrelated to meta-device loading regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL positional-indexing bug: both describe wrong position_ids/rope-index behavior in the video/temporal path." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and problems: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Same broad vision area, but Qwen2.5-VL rope-indexing and Kosmos2.5 OCR long-input errors are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head, but one is a weight-tying bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading in Transformers v5." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is a different regression from dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights is unrelated to strict config loading of granite_speech." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes: video-input regression vs device mismatch with Gemma4 PLE." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with past_key_values is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba-9B-v2 torch.compile SDPA failures are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example problems and Qwen2.5-VL multi-image IterableDataset failures are different model/usage bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention loading/device issues, but CPU offload mismatch and DAC.from_latents vs forward STE mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Gemma4 PLE device mismatch are unrelated regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure is unrelated to cjvt/sleng-bert loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The single accepted pair, issue:45325 and issue:45381, is a reasonable same-bug match around Qwen2.5-VL positional indexing in the video/temporal path. The other soft-edge rejections are generally cautious and supported by the issue titles, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:42796|issue:46209", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:42796|issue:44977", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "0b0a1bc8b911f1d8a18893400a974d5a520b0b4747728a82b84e48bc967d1adf", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of mostly unrelated Transformer bugs; none of the soft-edge pairs look like safe duplicates. The strongest single issue to anchor on is the broad v5 tokenizer regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best representative because it describes a broad, concrete v5 tokenizer regression affecting multiple models and token IDs, with clear user impact and reproducible behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest stand-alone issue in the set: broad scope, concrete symptom, and likely to absorb the most related reports around tokenizer regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Different subsystems and failures: tokenizer NER/padding crash vs torch.export with torch_compilable_check." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: tokenizer BPE marker handling vs FP8 inference failure on B200." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated bugs: sliding-window masking off-by-one vs tokenizer conversion performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are batching-related, but one is MIMI encoder padding-mask correctness and the other is processor image-size output mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both concern tokenization, but the concrete failures differ: missing special tokens for one tokenizer vs wrong token IDs across many tokenizers." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: tied-weight serialization/generation issue vs bf16 dtype mismatch in inference." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: Qwen3 MOE loading/conversion vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen/Ministral-adjacent model issues, but the actual failures and models are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: batched-vs-single MIMI encoder outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a device_map load failure and the other is a broader offloading regression; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on a specific model/dataset is unrelated to gradient checkpointing behavior with PEFT LoRA." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Distinct model bugs: AyaVision tied weights vs BitNet packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated configuration problems: missing pad_token_idx vs unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different failure modes: Llava Next segfault on load vs sinq quantization save/load breakage." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Completely different issues: inability to run a script vs Qwen3 MOE failing with FineGrainedFP8Config." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both relate to loading/memory, but FSDP CPU RAM efficient loading and non-persistent buffer junk are not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto device mapping CUDA assert vs Llava Next segfault." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained/serialization, but one is tied lm_head serialization by device and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model bugs: device-map CUDA assert vs flash-attention generation failure." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Training-loop resume failure and early-stopping metric resolution are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different areas: Beit image processor label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but int4 reserved-memory OOM and apex RMSNorm leak are distinct causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API kwarg mismatch is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading problems with no shared code path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 MOE FP8 loading." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading are separate issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenizer behavior changes across versions." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Offloading/quantization regression vs mmap OOM on Strix Halo: related theme, different bug and likely different fix." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "No meaningful overlap beyond both being runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "2639eaee20f7f0930042406197dcf27fa71faab116a804d6a046ac0e150804e0", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36131, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "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 bug reports. A few pairs share broad themes like offloading, multimodal processors, or tokenizers, but they do not appear to be the same underlying bug or change, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest active issue in the set and sits closest to the offloading/device-mapping theme that recurs in a few other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue overall because it is open, has inbound references, and covers a recurring class of runtime/offloading problems better than the narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: dtype propagation in BLIP-2 loading vs checkpoint resume/max_steps math in Trainer." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/runtime failures, but they hit different models and code paths: SDPA compile in Bamba vs packed-weight unpacking in BitNet accelerate loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal model bugs: lm_head tying in Mistral3 vs incorrect visual encoder keys on save_pretrained in Qwen3.5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n audio_mel_mask variable collision is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor/tokenizer API access; the other is a general tokenization change across versions. Similar symptom area, not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both touch preprocessing, but one is a LayoutLMv2 tokenizer crash on NER/padding and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing defects: fixed output size mismatch in OmDet-Turbo vs Perceiver failing on non-default resolutions." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device/offload problems, but they are separate failures in different models and likely different underlying causes." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure is unrelated to dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes in multimodal models are different: one is a bad .to() call on a string, the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to permissions propagation during save_pretrained/register_for_auto_class." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and failure to run 3d_parallel.py are unrelated issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime problems: cudaErrorAssert with Qwen3 auto device mapping vs TP not working for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx reload are distinct configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure and transformers.pipelines import failure with kernels v0.15 are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated training issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state cache reset are different model-specific bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping cuda errors." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related failures, but they concern different tokenizers, tasks, and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are separate model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3-family multimodal issues, but one is video-input processing and the other is a weight_only loading error; different code paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct not persisting are different configuration/reload bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/metric_for_best_model is unrelated to void segmentation map processing in the image processor." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are different subsystems and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44387|issue:45701", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:45406|issue:45464", + "issue:45357|issue:46402", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:45588|issue:45759", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44514|issue:44545", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:43927", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "7c0495317960a2e7907fdebdcd7894e1716b7c3e4c862973b877f550a0cf01cb", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36720, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are unrelated despite some superficial overlap in subsystem or model family. One clear duplicate stands out: the Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44514 is the clearest representative of the one true duplicate pair: it describes the batched-input crash in `Qwen2_5_VLProcessor.apply_chat_template` with `padding=False`, matching 44545 exactly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest issue to keep as canonical: it is a precise, reproducible bug report with an exact failing API and condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: Bamba-9B-v2 torch.compile/SDPA vs BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI failures, but one is CPU offload device mismatch and the other is accelerate loading of packed BitNet weights." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Overlap is only generic tokenization/memory wording; one is int4 CUDA reserved memory OOM, the other is a tokenization change regression." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated issues: label truncation in gather_for_metrics vs SAM3 text/bbox odd behavior." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model-loading failures with different root causes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen3, but one is sliding_window behavior in Qwen3-MoE and the other is `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different surfaces and models: Gemma4Processor missing `_tokenizer` in serve vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve saved model weights, but they affect different model families and different missing-key paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to the multimodal video-token counting undefined-name bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different model/components: bark-small CPU offload mismatch vs BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "No shared underlying bug; BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they concern different models and different tokenizer/model compatibility problems." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5/3.6 multimodal bugs: config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation, the other is a training loss bug for `num_labels=1`; same area, different defect." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different vision-model inference bugs: interpolation/resolution failure vs dtype mismatch in bfloat16." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication is a tokenizer construction bug, not the same as loading ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL backend requiring torchvision are different regressions." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same bug report: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different training/eval failures: unpacking input embeddings in TRL SFT trainer vs evaluate after train." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient explosion." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token runtime post-processor updates and DiaConfig custom token ID persistence are different tokenizer/config bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the canonical duplicate call on 44514/44545 is supported by the nearly identical titles and described failure mode. The remaining soft-edge rejections are conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:45704|issue:45923", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:45704|issue:45859", + "issue:42886|issue:44843", + "issue:43782|issue:45381", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:43596|issue:44220", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43531|issue:43643", + "issue:44186|issue:44898", + "issue:43540|issue:44008", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "d52fa723c8483fb12ee22087a1202a553ffa920d41b14437d5cc98001592116e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38014, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a coherent duplicate cluster; they span many unrelated bugs, regressions, and model-specific failures. No soft pair is a safe merge based on the available evidence.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate issue emerges from this set; issue:43873 is only the most active standalone report (multiple references and discussion), not a unifying bug for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signals among the set (discussion, inbound references, and a concrete reproducible problem), so it is the best standalone anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: T5 RMSNorm memory leak vs missing gradient-checkpointing flag on a Nemotron trust_remote_code variant." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Separate code paths and symptoms: Qwen3 device mapping CUDA assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different models and bugs: apex RMSNorm leak vs Qwen3_5Moe CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL/video issues: from_pretrained weight_only error vs wrong vision_position_ids during video input." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Mamba2Mixer cache correctness bug vs T5 decoder-input validation error message." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same concrete defect." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different layers of the stack: Gemma4 FSDP2 shared_kv_states bug vs missing supports_gradient_checkpointing flag on Nemotron remote code." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc example errors/quantization failure is not the same as general offloading not working with quantization." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading paths: GraniteSpeech PEFT checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but one is post-processor sync after special-token edits and the other is LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Completely different subsystems: Deepspeed/BertModel zero3 init vs feature extraction in _torch_extract_fbank_features()." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related to Mistral-regex/tokenizer handling, but one is an AttributeError crash and the other is a Kimi-K2.5 codec/regression report; not the same concrete fix." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void-segmentation-map processing is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API forwarding bug; no shared underlying code path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model-specific correctness issues: BitNet packed-weight loading vs DAC latent reconstruction missing STE." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/model-loading bugs, but BigBirdTokenizer special-token handling is unrelated to BitNet packed-weight unpacking." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer mapping-name failure while adding a new model-like entry." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video/multimodal, but they affect different models and different failure points (processing ValueError vs chat-template token/feature mismatch)." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image tokenization breakage vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment bug is unrelated to RTDetrV2 producing different outputs in v5." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Separate model/runtime failures: Bamba torch.compile+SDPA bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Token construction error vs inability to load a specific model; not the same underlying tokenizer bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and failure modes: Bamba compile/SDPA vs DAC latent decoding mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict config blocking granite_speech; different defects." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-tokenizer issues: LayoutLMv2 NER/padding crash vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video processing error vs Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: void segmentation map processing vs custom trainer compute_loss signature mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific configuration bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE-layer dropping." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44448|issue:44671", + "issue:43950|issue:45987", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:43582|issue:46512", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43421|issue:44811", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "b82f53cd0b2b34f1077e5d81949358a83e43aff0c4dfea4c4f22d8ceb81013f2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35014, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the suggested soft pairs are similar only at a broad subsystem level and should not be merged as duplicates. I\u2019d anchor the cluster on the non-persistent-buffer loading regression, but only as the best representative issue, not as evidence that the items are the same bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43950 is the clearest, most self-contained regression report: it names the concrete loading path (`from_pretrained`) and the specific failure mode (non-persistent buffer corruption).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue because it is precise, actionable, and describes a focused runtime regression rather than a vague symptom or documentation/model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve Mistral regex patching, but the bugs differ: offline `model_info()` access vs `backend_tokenizer` attribute crash." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: loading AutoImageProcessor from URL vs a template compilation TypeError." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and symptoms: Llava-Next model load segfault vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different tasks and models: SigLIP2 docs example errors vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/XOR messaging for inputs_embeds, the other is a sequence-classification loss bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and code paths: BLIP2 dtype propagation vs Gemma 3n variable collision in forward()." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/runtime bugs: last-batch metric gathering vs Mamba2 use_cache correctness." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both touch loading/state, but one is buffer corruption on load and the other is a cache length return-type contract bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes vs AutoTokenizer loading failure; no evidence they share the same root cause." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: Whisper empty transcription handling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/efficiency related, but one is non-persistent buffer junk and the other is FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to documentation still mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset behavior and GenerationMixin import failure are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different runtime mismatches: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failures: Qwen video-input regression vs Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype mismatch is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError in model code vs trainer.evaluate() failing after train() are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video inputs, but the titles point to different models and different defects (ValueError vs incorrect vision_position_ids)." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task deprecation messaging is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to pipelines import breaking on a kernels package version requirement." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43577|issue:43582", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:45987|issue:46192", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:34634|issue:36331", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45081|issue:45406", + "issue:45084|issue:45538", + "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:45372|issue:46326", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "3a8fa1c7a9fb07d1015ffe43dbbd0b0dae075c37845a03e8ce9045fb62d4948b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated tokenizer, model-loading, multimodal, dtype, CI, and docs issues. None of the soft links are strong enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and the titles point to unrelated bugs, so there is no safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative; the broadest titles are too vague to anchor the cluster reliably.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Qwen3.5-VL video chat-template mismatch vs T5 decoder input validation. Not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broad regression report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: OmDet-Turbo image-size mismatch vs bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype staying float32 and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and generic bf16 dtype mismatch are different concrete problems." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer added-token spacing and slow/fast tokenizer inconsistency may overlap, but the titles do not indicate the same exact bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length return type and return_tensors being ignored are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to pipeline v5 removals, but one is a misleading error message and the other is stale docs references." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized errors are different loading-path issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regression and general tokenization changes are not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend from pip extras is unrelated to a Mistral tokenizer regex crash." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope index scaling are separate bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon TypeError in warmup code and LwDetr float16 AMP crash are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization loading fallback are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 v5 output drift are not the same code-path problem." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM-125M key error and broad remote_code regressions are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer backend_tokenizer crash and Gemma4Processor missing _tokenizer are different processor-loading failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency regression are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve tied-weights warnings, but they describe different models and different warning conditions." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Reproduction of an older issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error during Gemma4 loading and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and stale auto_mappings config reference are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43526|issue:44554", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:44387|issue:44617", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:42490|issue:43257", + "issue:46421|issue:46424", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:43643|issue:45759", + "issue:43650|issue:43906", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "55db6f3420614359054be37b8a50ac583fac1b3d661ece7d54d68b9fb0d462fe", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different Transformers subsystems. I found no convincing duplicate groups; the closest pairs are only topical overlaps (cache, video, loading, quantization) but they do not appear to be the same concrete bug or fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46421 is the cleanest, most actionable open report in the set: it has a specific symptom (spurious recompilation with chunked prefill) and a focused likely fix path, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46421 is the best representative issue because it is concrete, reproducible, and narrowly scoped; unlike the others, it is not just a vague regression or a model-specific loading complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs an MPS attention correctness issue in a different code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is a tokenizer-loading regression for a specific model; not the same fix." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Distinct trainer failures: Deepspeed ZeRO-3 index error versus evaluate-after-train state handling." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated models and code paths: Bamba torch.compile/SDPA vs git-oss MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path breakage for GenerationMixin is not the same as the Jupyter custom-model initialization problem." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and a compute_loss signature mismatch are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is separate from multimodal token counting in the video branch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different issues: DAC latent reconstruction mismatch vs DiaConfig save/load losing token IDs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend dependency problem and kernels version/revision requirement are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT checkpoint loading and Whisper batch_decode option handling affect different components and fixes." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is zero probabilities on SigLIP2 and the other is an OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo resolution mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 quantization regression and the other is a model-specific memory exhaustion report." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation-example errors with SigLIP2 are not the same as git-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path warning on load and Qwen3 MoE accelerate/deepspeed loading are different issues." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache area, but one is lazy initialization causing recompilation while the other is max_cache_length being honored only for quantized cache; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate default and Whisper decode special-token handling are separate processor behaviors." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different functions, different swallowed errors, and different fixes." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config field loss and AutoModelForCausalLM.from_config text_config unwrapping are different stages of model loading." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive overlap; one is a placeholder title and the other is a reproduction of a different issue." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related regressions, but one is undefined names in multimodal token counting and the other is a broader Qwen video-input regression; not enough to treat as the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting undefined helpers and batched video processor shape errors are different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure and MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "lm_head weight tying causing garbage text and Blip2 dtype staying float32 are separate model-loading/initialization problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:34567|issue:40990", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:43577|issue:46512", + "issue:42175|issue:43824", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:44849|issue:45701", + "issue:43317|issue:45538", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:28282|issue:29127", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:24643|issue:29159" + ], + "prepared_review_unit_hash": "dd7490b13e6a4c9f6281004a34fdde7571abe74f3cc7ae7c22f0dfef678baac2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36997, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across loading, tokenization, video, dtype, and backend/dependency handling. Only one soft edge looks like a likely true duplicate/same fix; the rest are too broad or model-specific to merge safely.", + "confidence": 0.29, + "canonical_issue_reason": "If a single representative is needed, issue 45701 is the broadest user-facing regression about tokenization changes and can absorb the most nearby tokenizer-related reports. That said, the cluster is not a clean duplicate set overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best overall representative because it is broad, still open, and framed as a version-driven tokenization regression rather than a one-off model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but one is FSDP CPU RAM efficient loading and the other is an Apple/Strix Halo mmap OOM issue; different failure modes and code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is about init_empty_weights passing an unexpected model init argument; the other is image processors incorrectly requiring torchvision. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they are different models and different symptoms; no evidence they share one concrete fixable code path." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config model loading failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting not updating is unrelated to perplexity on a specific model/dataset." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels package import/version requirements." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and have different causes; too broad to treat as the same fix." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token ID loss and MXFP4 quantization fallback are separate model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 model loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a missing lm_head tie in a model class and the other is LoRA merge collapse with extended vocab; not the same concrete bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output regression and Qwen3.5 save_pretrained key handling are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import requirements are different dependency problems." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is tensors staying float32 when loading BLIP2; the other is config.dtype remaining stale after from_config. Similar theme, but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Tensorflow missing from a pip extra and a missing exported Qwen model class are unrelated packaging/import issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch dependency error is not the same as a Llama 3.2 model loading regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and AppleSilicon caching allocator TypeError are unrelated code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression and version-driven tokenization changes are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Missing key when loading MobileLLM-125M and init_empty_weights argument handling are not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers, but one is an AddedToken keyword collision and the other is a tokenizer loading regression for a specific model; too different to merge." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing PyTorch dependency error and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video input processing are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These both describe the Qwen2.5-VL video-input regression around incorrect video position/vision_position_ids handling and appear to be the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input errors, but they affect different model families and exceptions; not enough evidence of one shared fix." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config model failure and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The cluster is indeed heterogeneous, the chosen representative issue 45701 is a reasonable broad canonical tokenization regression, and the one accepted soft edge (44479/45381) looks plausibly like the same Qwen video-input bug. The remaining soft edges are appropriately rejected without overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45907", + "issue:45920", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:43493|issue:43994", + "issue:44737|issue:46463", + "issue:27957|issue:28282", + "issue:34567|issue:36331", + "issue:43577|issue:45072", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43906|issue:46468", + "issue:44568|issue:46491", + "issue:44737|issue:45588", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43404|issue:45987", + "issue:43531|issue:44821", + "issue:43526|issue:45479", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:45405|issue:45600", + "issue:42796|issue:43906", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "89e4d357e413186a09346751394aecbaf2ba32bba617efc93f9064270c64531b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers bug reports, mostly around tokenizers, model loading, and model-specific regressions. I do not see a single underlying duplicate bug spanning the set, so no canonical issue/PR emerges from this cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different surfaces: model loading regression vs hub API/CI forwarding bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated problems: package backend extras vs failure to load a specific model." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms; both vision bugs, but not the same code-path issue." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Separate tokenizer regressions affecting different tokenizer implementations and behaviors." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different failure modes: init_empty_weights argument handling vs loading an image processor from URL." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX discrepancy and the other is nonsensical outputs; not clearly the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Completely different components: XLNet positional encoding vs T5 decoder input validation messaging." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "One is Flash Attention support for XLM-Roberta; the other is an AutoModel PyTorch import error." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both trainer-related, but one is token accounting and the other is a compute_loss signature break." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both dtype-related, but they affect different model paths and likely different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific issues: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer internals, but the specific exceptions and code paths are different." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failures; not the same underlying bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency issue vs Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time errors, but they stem from different model/storage problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No clear shared bug beyond both being isolated model reports." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs encode-decode spacing loss." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: XLNet CPU tensor creation vs flash_attention sink handling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary embeddings, but the bugs are different: missing RoPE layers vs kernel registration crash." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen family issues and different RoPE-related defects." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated: tied weights in a multimodal generation model vs StaticCache return type contract." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE is unrelated to image processor loading from URL." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels, but one is an image processor reduction bug and the other is a sequence-classification loss issue." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map forward mismatch vs T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs a model load regression for a specific checkpoint." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package version pinning issue vs stale auto_mappings references; no shared underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: save_pretrained key serialization vs incorrect token IDs from AutoTokenizer." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:45200|issue:46463", + "issue:28282|issue:32090", + "issue:44493|issue:46050", + "issue:28282|issue:33357", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "4f5e4092e63c53b817a4258648bed41d7e6cc38ca570f46b76a4f6e89184a449", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35305, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate family around tied-weights serialization on v5. I accepted only the 44466/45005 pair; the rest are superficial title similarity across unrelated bugs, models, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45005 is the broadest and most representative report in the only likely duplicate family (tied-weights serialization / lm_head weight handling in v5), and it can subsume the more specific 44466 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best cluster representative because it captures the shared tied-weights regression at a higher level than the more device-specific lm_head serialization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: Qwen3.5 num_labels propagation vs granite_speech config loading under strict validation." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: GPTNeoX rotary_pct reload loss vs rope validation rejecting a JSON-loaded list." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver image classification with interpolation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and code paths: RTDetrV2 output drift vs Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is generic AutoConfig trust_remote_code field loss and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity issue; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError vs trainer.evaluate() after train; different failure sites." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token-type defaulting vs T5 decoder input validation messaging; unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Import-time PyTorch missing dependency vs trainer GPU broadcast NoneType error; different environments and code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys vs quantized sinq save/load corruption; different serialization issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error vs macOS CLIP bus error; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights / lm_head serialization regression in v5, with 45005 providing the broader translation-model context and 44466 the device-specific symptom." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading, but one is gguf_file breaking AutoTokenizer/AutoModel loading and the other is an offline-mode mistral regex patch regression." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different audio-model bugs: DAC.from_latents mismatch vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 device_map='auto' device mismatch during forward; not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading regression; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SIGLIP2 zero-probabilities issue vs processor/tokenizer API regression in v4.57.5; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer failures, but on different models and failure modes: MLuke AttributeError vs FastSpeech2Conformer load failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import dependency issue vs Windows ROCm torch.distributed dependency problem; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLuke tokenizer AttributeError; different tokenizer defects." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both touch optional TF backends, but one is missing TensorFlow detection with tensorboard-only installs and the other is an unmapped tensorflow_text backend; not the same code path." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic clean_up_tokenization_spaces v5 behavior change vs CodeLlama leading-space round-trip regression; different tokenizer semantics." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression vs Blip2 dtype not propagating to qformer; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: batched chat-template crash with padding=False vs wrong vision_position_ids for video input." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer access/images-to-tokenizer regression and the other is Kimi-K2.5 codec handling plus mistral regex warning behavior." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM key error on load; different model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet: the only accepted pair, 44466/45005, is a plausible same-bug family around v5 tied-weights/lm_head serialization, and the representative choice is reasonable. The remaining soft-edge rejections are conservative and do not overstate equivalence across different models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46402" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:43688|issue:45440", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:44514|issue:45290", + "issue:44466|issue:46050", + "issue:43643|issue:44561", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:44977|issue:46209" + ], + "prepared_review_unit_hash": "61fcfb1cbeb1e55499f6e46b032f993e2e92cbbaa42620469033690e68c123d8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37405, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, loading, generation, multimodal processing, and training. None of the soft edges are close enough to treat as duplicates or a shared fix.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated bugs across tokenizers, model loading, generation, multimodal processing, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: there is no clear shared underlying bug across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different APIs and failure modes: save_pretrained sharding behavior vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated model bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation paths and causes: compiled chunked generation vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; no shared underlying bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in a regex patch and est-roberta tokenizer loading failure are distinct issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 Apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration vs config custom token ID persistence are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different model-math issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID loss." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to version-dependent tokenization behavior." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in VL models and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different models and different execution contexts." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError do not share a code path." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation regressions in different models and subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Key error loading MobileLLM and AutoImageProcessor URL loading are different loader bugs." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping and compiled-forward generation inconsistency are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error and Qwen2-VL multi-GPU training are different distributed-training failures." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but on different inputs and edge cases." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and sinq quantized save/load failure are different mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is an API removal breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and MPS attention correctness are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate default and processor.tokenizer/image-handling regression are different problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading bug and DiaConfig custom token ID loss are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and CustomTrainer compute_loss signature breakage are different training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489" + ], + "soft_pairs": [ + "issue:44554|issue:46365", + "issue:43606|issue:43927", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:43688|issue:43873", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:44849|issue:45357", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:44568|issue:46489", + "issue:43540|issue:44977", + "issue:43257|issue:43299", + "issue:44568|issue:45812", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "af75f6a4802e4cf38f76474954b1d1779e19dcdfc8f94a625e03951ace343fb2", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues with a few superficial same-area similarities (tokenizers, loading, multimodal/Qwen, v5 regressions). No soft pair looks like a true duplicate or mergeable PR pair.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the strongest anchor: clear, reproducible tokenizer regression, broad user impact, and the most substantial supporting references among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, concrete, and clearly framed as a regression with external confirmation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: MPS attention correctness vs Trainer import blocked by datasets." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-id loss on save/load." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different configs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but for different APIs/models and different root causes." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch during forward is not the same as quantized model save/load corruption." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference nonsense and ignored return_tensors are separate tokenizer/pipeline issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Model discrepancy is unrelated to a pipeline error message about translation support." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example errors are not the same as HF vs JAX implementation divergence." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and a dependency version bump are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are completely different problems." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both involve multimodal model usage, but the bug causes and APIs differ." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug is distinct from incorrect visual-encoder key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as abnormal gradient inflation." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-loading failure for a specific checkpoint is unrelated to offline regex patch behavior." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom init and the other is serialization of tied weights." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "These are different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing ValueError is not the same as flash-attention generation issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion and Qwen3VL loading are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs for Granite." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-token-field symptom, but for different models/configs and loading paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing model class and a Float8 storage TypeError are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token IDs lost on save/load is unrelated to MLukeTokenizer task failures." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype change and resume_from_checkpoint key mismatch are separate training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43575|issue:45405", + "issue:43334|issue:45759", + "issue:44464|issue:46424", + "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:45200|issue:45229", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:43540|issue:45200" + ], + "prepared_review_unit_hash": "81f3714cee8192d7a36c688af0d02f2e9fa2ba3f093c36ab66e75fc2cd07a5c9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated transformer bugs and feature issues (tokenizers, model loading, serving, attention, quantization, training, and CI). None of the soft pairs look like the same underlying defect, so there is no clear canonical issue in this set.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the issues are not duplicates and span unrelated code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for this cluster; the proposed pairs do not share one concrete root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP loading OOM for Qwen2-57B is unrelated to a PEFT version bump/release availability issue." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL loading is a different bug from AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version check issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field BEiT loading failure and Bark CPU offload device mismatch are different root causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and unexpected _is_hf_initialized init arg are distinct compatibility issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and Gemma4 multi-GPU OOM are separate problems." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU offload mismatch is not the same as a stale CI test in GraniteSpeech." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models differs from CLIP text-model structure inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM and Gemma4 device mismatch are different failure modes, not one bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are not the same as unexpected position-id key warnings." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load breakage are different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to quantized model persistence after save_pretrained/from_pretrained." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3-litetext memory overflow." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compile error is different from a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve-path failures." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is different from the AuxRequest import version check bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero-probabilities output." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope validation JSON-list handling are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and mm_token_type_ids defaults are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43232|issue:44849", + "issue:43295|issue:43873", + "issue:44521|issue:45290", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:39692|issue:46192", + "issue:43450|issue:43575", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:43550|issue:43844", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:38175|issue:43493", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:43653|issue:44112", + "issue:44792|issue:45563", + "issue:43452|issue:46512" + ], + "prepared_review_unit_hash": "c83b5fe02a2467992131a10dccebe7afaa7755aa61cc5eacf68dc4a9c72825f9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only look similar at a high level (loading regressions, tokenizer/config breakages, and model-specific bugs). I do not see any true duplicate pairs among the soft candidates, so all soft edges are rejected. The most representative issue is the broad `from_pretrained()` regression affecting non-persistent buffers.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43950 is the broadest and most core regression here: it describes a `from_pretrained()` loading bug that silently corrupts non-persistent buffers across models, with a clear repro and wide impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it targets a fundamental loading path, has a concrete failure mode, and is more generally applicable than the model-specific or documentation-style reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related regressions, but one is an import error for a missing helper and the other is a meta-device model-loading failure; different code paths and symptoms." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different problems: one is a dtype mismatch in bfloat16 inference, the other is tokenizer/save_pretrained failure for a specific Wav2Vec2 model." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom processor/tokenizer regression versus video processor batched-shape bug; both touch multimodal processing but not the same underlying defect." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Related to Gemma 4 multimodal/device behavior, but one is about missing `mm_token_type_ids` for text-only fine-tuning and the other is a PLE device-map mismatch in forward pass." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "One is a device placement bug during forward, the other is an API argument-handling issue in processor/tokenizer inputs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model input handling, but one is a regression around processor.tokenizer behavior and the other is an OmDet processor size mismatch." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after `sync_gpus` is unrelated to the Qwen3.5 `output_hidden_states=True` bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression versus offloading/quantization behavior; no same code path or concrete shared bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Pad-token config regression and a model-loading failure for a specific repository are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import-time `flash_attn` key error on Python 3.13 is unrelated to a backend mapping error for `tensorflow_text`." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors do not match the `return_tensors` / `text_kwargs` API regression." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug and Qwen2-57B TP OOM are different failure modes with different subsystems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/config regressions, but one is a missing pad token field and the other is a meta-device loading failure." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different models/features." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to the Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile/SDPA failure for Bamba is not the same as the DeepSpeed ZeRO-3 gradient increase issue." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocab are different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Import warning for trailing-slash local paths is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "`from_pretrained()` buffer corruption is a loader regression; CLIP text model structure inconsistency is a model API shape change." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release problems are different kinds of bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 HF-vs-JAX discrepancy are related by model family but not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Different model families and different missing attribute (`pad_token_id`) failures; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the GraniteSpeech stale CI device-override test." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus image-generation test is not the same as a stale warning in paged generate()." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading breakage and `from_config(dtype=...)` leaving stale config dtype are different loader API issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:43388|issue:43526", + "issue:43819|issue:44112", + "issue:41720|issue:46209", + "issue:38175|issue:45412", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:45520|issue:46170", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:43606|issue:45083", + "issue:43611|issue:46402", + "issue:44514|issue:44521", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "cbcc7d20883556a3a68f02305714ae6b07378cecc593ac68ea9083855cc14c95", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36316, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate soft edges are mostly superficial similarities across different Transformers subsystems (tokenizers, processors, model loading, training, CI, docs). I do not see any true duplicate pair here, so there is no clear canonical issue/PR for this cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: tokenizer spacing after added tokens vs output embedding reinitialized after resize when `tie_word_embedding=False`." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Unrelated failures: dtype drift between train/eval vs Qwen3 MoE memory usage." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Both are import/detokenization regressions, but they concern different symbols and code paths (`Qwen2_5_VLForConditionalGeneration` import vs DeepSeek detokenization)." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different label-handling issues: BeitImageProcessorFast label reduction vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Distinct multimodal bugs: `mm_token_type_ids` defaulting to zeros vs Qwen2.5-VL temporal position IDs scaling incorrectly." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch vs video processor batched-shape bug; not the same underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer breakages: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve label handling, but one drops last-batch tuple labels in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different model/runtime problems: DAC latent reconstruction mismatch vs stale device override test in GraniteSpeech CI." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime-related, but one is Qwen3 auto device mapping cuda assert on A800 and the other is FP8 inference on B200." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: SIGLIP2 zero probabilities vs RT-DETR memory not released after deletion." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing import utilities, but the missing helper (`is_torch_fx_available`) and the missing symbol (`is_falcon_mamba_ssm_available`) are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different shape/runtime failures: OmDet-Turbo processor output size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they cover different API removals (`pipeline()` vs `return_all_scores`)." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different config/model-loading regressions: multimodal `from_config` not unwrapping `text_config` vs CLIP text model structure inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty transcription after `align_special_tokens`." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Distinct DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; same broad area only by coincidence." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection losses: AMP/CUDA crash in LwDetrImageLoss vs D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Both are model/config issues, but one wrongly creates a sparse layer at zero sparse layers and the other is torch.compile+SDPA failure on Bamba-9B-v2." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/platform breakages: `flash_attn` KeyError on Python 3.13 vs Windows+ROCm torch.distributed dependency errors." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Not the same issue: missing `_flash_supports_window_size` import vs general Torch 2.10 incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Different config-state bugs: `from_config(dtype=...)` not unwrapping multimodal `text_config` vs `model.config.dtype` staying stale after construction." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different device/memory paths: CPU offload device mismatch in bark-small CI vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions: `base_model_prefix` handling in Transformers 5.0 vs Sam3Model text encoder weights not loaded in 5.10.1." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but one is batched `apply_chat_template` crashing with `padding=False` while the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both touch model/tokenizer configuration, but one is sparse-layer creation in SwitchTransformers and the other is BigBirdTokenizer mask-token registration/empty decode." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different GPU issues: Bamba torch.compile with SDPA vs GraniteSpeech stale device override CI test." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:45290|issue:46326", + "issue:44448|issue:44743", + "issue:46431|issue:46566", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:26413|issue:31501", + "issue:34689|issue:35141", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:45459|issue:46234", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:38175|issue:44493" + ], + "prepared_review_unit_hash": "03e9d1b3a7831825d415eae9017e92809ad7d9f6c1684deaa182d67f1e109369", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issues. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained regression report; the rest share broad themes at most, but not the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained regression also described in 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest overall issue candidate: it is a clear duplicate target, well-scoped, and representative of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer/chat templating, but the failures are different APIs and code paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different behaviors: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different subsystems and bugs: SwitchTransformers config vs BEiT legacy-field loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parse error and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different breakages." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 dtype regression is unrelated to a v5 translation-support message bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer GPU broadcast TypeError are different issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma fine-tuning token defaults and flash_attention sinkless-model crash are different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA-vocab merge collapse and category-count ceiling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Same broad model family only; the reported bugs are not the same underlying problem." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet loading/unpacking and GraniteSpeech CI device-override flake are different failures." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are offload-related, but they involve different modules, models, and failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and BEiT image processor label reduction are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are different forward/load problems." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different components and symptoms; not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training not starting." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression with the same v5.x failure; 45478 is a near-duplicate follow-up to 45310." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example problems are unrelated to position-id key warnings." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7 Flash loading failure are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different tokenizer/runtime regressions." + }, + { + "left": "issue:44855", + "right": "issue:45072", + "accept": false, + "reason": "Python 3.13 JIT parsing issue is unrelated to bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU concern and removal of is_torch_fx_available affecting trust_remote_code are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 are unrelated to position-id key warnings." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate call on issue:45310 / issue:45478 is grounded by the identical title and close timing, and the rest of the soft-edge rejections stay conservative. The only slightly strong phrasing is \u201cmore detailed,\u201d but it does not materially undermine the overall conclusion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:43550|issue:45083", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:27957|issue:34689", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:43746|issue:46209", + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:44977|issue:45563", + "issue:41720|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "5168a0141f6bfbfd7b29068d37e0863bc3f383a860e9c8d904efd5b56c03e90c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share broad Transformer/model-loading vocabulary, but each pair points to a different bug, model, or code path. I found no true duplicates to consolidate.", + "confidence": 0.12, + "canonical_issue_reason": "No single issue stands out as a canonical duplicate target; the items span unrelated regressions (tokenization, flash-attention, loading, training, multimodal, and serialization) rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: even the closest-looking pairs differ in concrete failure mode and affected subsystem, so choosing one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is a chat template crash with tool calls and no content, while the other is a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are different failures in different execution paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction returning only one label." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in post_init." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-with-slash import warning and tensor-parallel OOM are different problems with no shared code-path evidence." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence is a model regression, while the Qwen3.5 issue is a flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper-function bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation corruption in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different symptoms and causes." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/IndentationError from torch.jit.script parsing is not the same as missing decorator registration in Qwen3.5 kernels." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated regressions." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are different model/script problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change during eval is unrelated to undefined video-token helper names in qwen3_omni_moe." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading bug and FP8 inference failure on B200 are distinct loading vs hardware support issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing _flash_supports_window_size import is not the same as the transformers>=5.1.0 loading failure for physical-intelligence/fast." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom state, but one loses custom token IDs and the other loads the wrong custom module; different artifacts and failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and gradient-checkpointing-in-eval are separate behaviors with no shared underlying bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different performance/memory issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention failure is unrelated to a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 CUDA OOM are distinct hardware/runtime failures." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer is not the same as DeepSpeed Adafactor OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v4/v5 serialization differences, but one is generation output divergence and the other is lm_head.weight serialization depending on device; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue for Transformers 5.1.0 is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:42490|issue:43873", + "issue:45198|issue:45803", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43278|issue:43575", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:44871|issue:44977", + "issue:45372|issue:45406", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43381|issue:43701", + "issue:42915|issue:42994", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43421|issue:45491", + "issue:45440|issue:45593" + ], + "prepared_review_unit_hash": "da05ae1c09f5aac11d9d090103eb4e741c6c3723c6047c79480b17569bc91fd1", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37262, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft edges mostly connect unrelated model, tokenizer, export, and runtime bugs. I would not merge any of the proposed pairs. The clearest standalone issue in the set is the RT-DETR garbage-collection/memory leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45412 is the strongest standalone bug report here: concrete memory-leak behavior, clear impact, and multiple references. It is more representative than the other one-off, unrelated defects in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45412 has the best mix of clarity, severity, and corroboration (multiple inbound references), so it is the most suitable representative issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Gemma3n export guard/erfinv support vs flash-attention sink-less crash on s_aux=None." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import error is unrelated to a flash-attention AttributeError in sink-less models." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is a different bug from FuyuBatchFeature's bare except swallowing errors." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc-example/model mismatch are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token-count updates." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to Qwen2 TP loading OOM." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale paged-generate warning are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token configuration mismatch is not the same as a flash-attention generation regression." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import/load failure and the other is a missing _tokenizer AttributeError in serve." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading breakage and rope-validation list typing are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and Qwen VL video-input regression are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient-checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized-model saving failure are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d placeholder is unrelated to RT-DETR garbage-collection memory leak." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different defects." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer-error masking without protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different models and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading failure is unrelated to protobuf-dependent tokenizer error handling." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad inference results and RT-DETR memory leak are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests share a theme but not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings on GPU." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43994|issue:46369", + "issue:43575|issue:44387", + "issue:43526|issue:44186", + "issue:44442|issue:45072", + "issue:43824|issue:44279", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43761|issue:45859", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:33290|issue:34689", + "issue:45588|issue:45600", + "issue:33290|issue:35141", + "issue:43646|issue:44077", + "issue:44464|issue:45491", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:44062|issue:45907", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "a8f85c03f8b67d489364e22df4305bc18380e91dd866bbcb608bdb2d3f2e623c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36855, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly lexical similarity, not duplicate bugs. The paired issues usually share a model family or broad symptom (OOM, loading, flash-attention, quantization) but point to different code paths and fixes, so none should be merged as the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 long OCR input index error." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 OOM during tensor-parallel load is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 error messaging vs token embedding reinit after resize." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and Sam3-LiteText memory overflow are different bugs in different model paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is Qwen2 tensor-parallel loading and the other is int4 quantization memory regression." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to LayoutLMv2 tokenizer crashes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL shape mismatch are distinct model/load problems." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image processor label handling is unrelated to LWDetr float16 AMP crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL is unrelated to sliding_window behavior on Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and missing decorator for rotary-pos-emb registration are different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error messaging." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention model support and DeepSpeed Adafactor OOM are different problems." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to category-cardinality runtime error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model-loading regression are different failures." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less s_aux crash and removed Sam3LiteText auto_mappings entries are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model init breakage and patchtsmixer post_init policy are not the same concrete change." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window padding are distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval restriction and quantized offloading behavior are different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a specific vision-model break and the other is base_model_prefix handling." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepseekV3MoE divergence are different issues in different areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:43723|issue:45479", + "issue:43761|issue:44079", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:43232|issue:43388", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:43316|issue:45759", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:42796|issue:45290", + "issue:46234|issue:46291", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:43575|issue:43742", + "issue:43550|issue:43701" + ], + "prepared_review_unit_hash": "84e960f6eb64caa82243067919090210f707cac2f4069abd8c407d4bbb1d4dc8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated model-loading/configuration regressions across different subsystems. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges. The strongest representative issue is the FSDP CPU RAM-efficient loading regression because it has broad impact and substantial discussion.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43749 is the most representative: it describes a concrete, high-impact loading regression, has strong discussion/inbound references, and is broad enough to anchor nearby loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43749 is the best overall issue candidate because it is well-scoped, clearly reproducible, and appears to affect a core loading path with notable community attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but one is about Gemma3TextConfig fields and the other about Llama4Config pad_token_id; different model families and different missing attributes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "These are separate dependency/export problems: one is torch install extras not pulling TensorFlow, the other is a missing import_utils helper for Falcon Mamba." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is a BitNet weight-loading bug during accelerate loading; the other is an AutoTokenizer failure for a specific tokenizer class. Different code paths." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated bugs in different parts of the library." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel forward regression returning hidden_states=None; the other is ModelOutput key assignment behavior. Related area, but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "These affect different models and failures: patchtsmixer post_init validation vs a Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model implementation parity issue and a docs reference to removed pipelines are not the same underlying change or bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-state propagation in CLIPVisionModel and attention-kernel divergence under torch.compile are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a model-loading failure for a specific repo; the other is a backend registration error for tensorflow_text. Different root causes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and gather_for_metrics label truncation are different training/runtime bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading-related, but one is an FSDP CPU RAM-efficient loading regression and the other is a Qwen3-VL weight-shape mismatch; not the same failure." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A shape-mismatch load error and a save_pretrained checkpoint regression are distinct model lifecycle bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure and a bare-except bug in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config handling, but one is a simple API discrepancy while the other is about unwrapping text_config for composite multimodal configs; different models and logic." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different persistence bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config reload behavior, but the missing fields problem with trust_remote_code is not the same as GPTNeoX rotary_pct reverting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "An import-time Python 3.13 parsing issue and a DeepSpeed ZeRO3 deque error do not share the same code path." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA result divergence are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and an unrecognized model config error are separate problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency under compiled forward and cache lazy-init recompilation are related to performance/runtime, but not the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call assistant messages are different tokenizer/chat-template failures." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing import-utils availability helper and a kernels v0.15 version/revision import failure are distinct dependency checks." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py failing and Qwen2-57B-A14B-Instruct OOM under tensor parallelism are both runtime issues, but not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch installation are completely unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "An OOM with tensor parallel loading and a KeyError on MobileLLM-125M loading are different loading failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43295|issue:43825", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43650|issue:46202", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43452|issue:44496", + "issue:41950|issue:43475", + "issue:43540|issue:44514", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45127|issue:45200", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "1498e28d6cbf57c7af506f5ac87bf7785c87150bb1c77124ae4972f40745eeb4", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34766, + "estimated_input_tokens": 8692, + "estimated_eval_tokens": 17640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change; these are mostly unrelated issues that only share broad subsystem keywords. I\u2019d keep them separate and treat the video-regression issue as the clearest representative of the set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the strongest standalone bug report here: it states a concrete v5 regression, names multiple affected models, and describes a single shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it is specific, user-impacting, and framed as a clear regression with broad impact across related model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: FlashAttention/XLM-Roberta support vs Trainer distributed broadcast NoneType error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regressions around processors/pipelines, but one is a tokenizer/processor API break and the other is just an error-message mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint-key resume mismatch are unrelated code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior vs missing transformers.onnx import are unrelated issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3 config API discrepancy and image preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Eos-token config mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance and non-persistent buffer junk are different transformer-v5 issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend dependency packaging issue vs config API discrepancy; no shared bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is not the same as max_cache_length being ignored except for Quantized Cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor resolution mismatch and SAM3 LiteText memory overflow are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX config reload/default loss are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos-token config inconsistency is unrelated to sinq quantization save/load corruption." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Generic data request is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different SAM3 issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling bug is unrelated to Windows ROCm import/dependency problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file from_pretrained handling and missing model_type config are different loading failures." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and missing fpn_position_embeddings are distinct SAM3/video bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template padding crash are separate code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 and FlashAttention failure in Ministral-3 are not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is not the same as Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary-loss normalization are different training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43525|issue:43531", + "issue:44617|issue:45584", + "issue:44792|issue:45600", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:45381|issue:46369", + "issue:43673|issue:46421", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43644|issue:44913", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44877" + ], + "prepared_review_unit_hash": "f5e342db6e3258442c8e5f22d7d37ad78bb2f6139bfddbbd9b4bdb2f7346fd47", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is largely heterogeneous across unrelated models, configs, generation paths, docs, and tooling. The only plausible duplicate-like pair is the chunked-prefill/cache initialization regression.", + "confidence": 0.57, + "canonical_issue_reason": "issue:46421 is the best root-cause-oriented anchor for the chunked-prefill cache regression; it describes the underlying cache initialization problem more directly than the symptom-focused report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46421 is the strongest global issue candidate because it is recent, active, and framed at the mechanism level rather than as a narrow downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/generation behavior, but one is about missing cache in chunked prefill and the other is a Qwen3-5 recurrent-state reset bug; different code paths and models." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different problems: TensorBoard/TensorFlow backend detection vs a missing import_utils availability helper." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "One is a Beit semantic-segmentation legacy-field load failure; the other is save/load of custom modules. Related theme, but not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing pad_token_id attribute in Llama4Config is unrelated to a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and empty-transcription failure in Whisper are unrelated symptoms and subsystems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure vs removed Sam3LiteText config references; not the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload loss are different state/config persistence problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loading script issue is unrelated to loading the Phi-4 multimodal model." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Output embedding reinitialization on resize and trailing-slash import warnings are different loading behaviors." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video-position bug and Sam3LiteText memory overflow are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": true, + "reason": "Both describe the same chunked-prefill cache initialization regression in generation; one is a symptom-focused report, the other the likely root-cause framing." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3-Next tied-weights warning behavior." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states loss and MoE load-balancing loss omission are different model-output bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and a SigLIP2 pipeline output regression are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated model/processor issues." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoXConfig reload behavior are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count runtime limit are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "A pipeline top_k output-shape change is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure, but they involve different models and different failure modes; not a shared underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compile and a stale warning about num_return_sequences are different generation issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to a local dataset loading script problem." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility regression and Python 3.13 torch.jit import parsing failure are different compatibility issues." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and granite_speech strict-config loading are unrelated config-validation problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43673 \u2194 issue:46421, is plausibly the same chunked-prefill cache problem from two framings, and the rest are reasonably rejected as cross-model or cross-subsystem mismatches. The summary also matches the overall heterogeneity of 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": 21, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46489" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:46082|issue:46121", + "issue:44246|issue:45003", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44683|issue:45446", + "issue:41950|issue:44016", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:45632|issue:46421" + ], + "prepared_review_unit_hash": "3e5535fee804d6cdaf6685e9b7463f550379ad40e51e0d3c4202d18e2eaa8930", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad transformers themes, but they do not look like the same underlying bug or change. I would not consolidate any pair as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has multiple inbound references, and describes a concrete multimodal bug. Still, it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen/Qwen3.5 save behavior, but one is LoRA merge/tied embeddings collapse and the other is incorrect visual encoder keys in save_pretrained; different code paths and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to a local dataset-loading failure in an image classification script." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but one is assistant_mask generation and the other is vision_position_ids for video input; not the same concrete bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure in GraniteSpeech test setup is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers on v5+, but one is a generic tokenizer regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to /v1/responses KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label classification output bug is unrelated to loading a local dataset in a different training script." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression with images is unrelated to Gemma4 embedding resizing not propagating to output/embed weights." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU placement bug and Fuyu's bare except swallowing errors are different failures in different modules." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API behaviors." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are separate packaging/import problems." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings and Whisper empty-transcription handling are unrelated model-specific bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache-path collisions and a missing import_utils availability helper are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling in Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs AutoImageProcessor; not the same symbol or failure path." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "A model-specific image-processor import error is unrelated to missing layer_type_validation in configuration_utils." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter dict conversion with JSON-loaded lists are separate config-validation bugs." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns and unsafe sys.modules access are related to import mechanics broadly, but not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality RuntimeError and Whisper empty transcription are unrelated runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Backend packaging for pip install '.[torch]' and a vague dependency issue are not the same underlying problem." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code and unrecognized model_type are distinct config-loading failures." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4-multimodal load failure and stale Sam3LiteText mappings are different model/config breakages." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Phi-4 multimodal load failure are different models and likely different bugs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-test failure is unrelated to model loading problems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 and an incorrect version check for AuxRequest import are related to flex_attention, but not the same code-path bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression affect different models and different persistence paths." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenization/padding crash is unrelated to serve KV-cache tensor indexing." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Trust-remote-code cache collisions and chunked-prefill cache lazy initialization are both cache-related but not the same failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:46123|issue:46369", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:46082|issue:46399", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "58ed34a34b326d6a02ce467802c1c73913b3b20d650222b75553bc00fae31a68", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37233, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair looks like a true duplicate or mergeable PR-equivalent; the overlaps are mostly broad subsystem similarity (Qwen, cache, FlashAttention, configs) rather than the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "If forced to anchor a cluster, issue:35141 is the most specific and reproducible report, with a clear root cause around `post_init` reinitializing the output embedding after `resize_token_embeddings` when `tie_word_embedding` is false.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 has the strongest signal-to-noise ratio: precise failure mode, narrow code path, and a plausible fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention support for XLMRoberta is a different bug from embedding reinitialization after resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered `position_ids` buffer is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Missing cache in chunked prefill and `max_cache_length` only applying to quantized cache are different cache bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder title about data is not the same issue as `_torch_extract_fbank_features()` failure." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and fields; one is default initialization from `None`, the other is a dropped field under `@strict`." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "`_gpu_broadcast_one` rejecting `NoneType` is a distributed-training bug, not embedding resize reinit." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to token embedding reinitialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "MoE `sliding_window` handling and stale `auto_mappings.py` references are different problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A feature-length helper bug in qwen3_omni_moe is not the same as CPU/CUDA result mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version incompatibility and model-loading failure do not share the same concrete code path." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and decoder embedding resize propagation are different behaviors." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and incorrect torchvision requirement in PIL processors are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor label-reduction bug is not the same as a docs/behavior mismatch for `return_all_scores`." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and loading Ministral-3 with FlashAttention are different operations and failures." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is model-loading in v5 RC and the other is an `s_aux=None` crash; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache/pre-fill behavior and ANSI codes in loading reports are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for a pipeline option is not the same as model auto-loading failure." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure does not match cache-length configuration handling." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and dependency issue are different classes of problem." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Dropped results in the final partial batch and memory overflow are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols in different modules." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and `from_config` not unwrapping `text_config` are distinct loader-path issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a load regression for Qwen3VL MoE, the other a save_pretrained regression for Qwen3.5." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue is not the same as explicit torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize propagation and empty-transcription generation after token alignment are different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Ignored SGD args and a warning about `tie_word_embeddings` are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling has nothing to do with the unrelated placeholder title." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head-dim validation and Qwen3.5 kernel registration crash are different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue and an unreleased PEFT version bump are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "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:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:43577|issue:45216", + "issue:41950|issue:45020", + "issue:45103|issue:45372", + "issue:44351|issue:45278", + "issue:43295|issue:44779", + "issue:41950|issue:45823", + "issue:39692|issue:43901", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:44683|issue:45542", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:43653|issue:45593", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44261|issue:44263" + ], + "prepared_review_unit_hash": "e8e5e1533ad9b08dac67ccc2548ab5d61ad049fb2e92b60a3db811157e3ac135", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35647, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers issue reports (tokenizers, multimodal processors, configs, serialization, CI, and version regressions). None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45812 is the clearest high-signal standalone report: a broad silent v4\u2192v5 tokenizer regression with concrete impact across all Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the strongest combination of specificity, impact, and generality to serve as a representative issue for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve save/load or dtype-related behavior, but they affect different model families and different failure modes (Blip2 dtype mismatch vs Qwen3.5 checkpoint serialization)." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code compatibility regression. Same area, different underlying problem." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and a mistral_common import breakage are unrelated code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import is a specific symbol issue, while the other is a broad upgrade-related import breakage; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer API regression and DeepSeek tokenization incorrectness are separate failures in different paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification image-processor lookup and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs stale return_all_scores wording are different documentation problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load failure and Qwen3.5 save_pretrained key corruption are different stages and different concrete bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 inference and a Sam3Video CUDA OOM are not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling are completely separate." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma4 text-only mm_token_type_ids defaults are different model behavior issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage and an unreleased PEFT version bump are unrelated release/dependency problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different model families and likely different tokenizer code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dimension validation and stale config.dtype after from_config are different configuration semantics." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data request and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are different model-specific loading failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default sub-config initialization and Llama4Config missing pad_token_id are separate config bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks being all-zero and Qwen2.5-VL rope index scaling are unrelated multimodal behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Device-dependent lm_head serialization and Gemma4 resize_token_embeddings propagation are distinct model serialization/shape issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected argument handling are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 long OCR index errors are separate model-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching crash and list_repo_files revision forwarding are unrelated utility bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization lifecycle problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:45542|issue:45800", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43901|issue:44246", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:44295|issue:45397" + ], + "prepared_review_unit_hash": "e6bf04695a6be3850ada9523cdb692f634166c95854f93093412aff8ac07ac22", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36546, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster: the pairs mostly share broad subsystems or version/regression language, but they describe different bugs, models, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the set; the items are heterogeneous and do not collapse to one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45656 is the most concrete current bug in the set and the clearest candidate for a representative active report, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizer behavior, but one is an OOM with Adafactor and the other is a double-step bug; different symptoms and likely different code paths." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task failures and D-FINE auxiliary-loss behavior are unrelated model/task bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-ish issues, but one is stale auto_mappings config references and the other is leftover dummy classes; different fixes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files in processor.save_pretrained and a Chinese report about slower filtering after upgrade are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend installation issue vs torch/transformers version incompatibility; different environments and failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow from pip install .[torch] is unrelated to Python 3.9 support in Transformers 5.1.0." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are entirely different problem types." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression affect different models and code paths." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "A docs mismatch for return_all_scores is not the same as incorrect Siglip2 inference outputs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but Ministral FlashAttention failure and compiled flex_attention failure on newer torch are distinct bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model/config issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing generation cache in chunked_prefill and CLIPVisionModel hidden_states=None are separate regressions in different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-loading reports." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import dependency validation and Qwen3.5 rotary-pos-emb registration are different kernel-related failures." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and intermittent import slowness are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Python version support incompatibility are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is Llama4Config-specific and the other is trust_remote_code AutoConfig behavior; not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are separate runtime errors." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and undefined TensorFlow backend error are different import-time issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config saved with the wrong class and gemma-4 zero3 from_pretrained are different serialization/loading bugs." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version compatibility are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code leakage in loading_report and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdowns and unrecognized model config loading are unrelated issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crashing on future annotations and missing decorator registration for rotary-pos-emb are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning for num_return_sequences are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern a missing loss under a flag, but they involve different models and objectives, so they are not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "LoRA compatibility across hf4.x/main and Qwen3VL MoE loading on v5 are different version/model-loading regressions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and gemma-4 zero3 from_pretrained are distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:44734|issue:46424", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:45003|issue:45561", + "issue:45859|issue:46399", + "issue:43475|issue:46369", + "issue:43901|issue:45003", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43257|issue:45137", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "eca71f0e8facb1dd84f498ca04cee033702b9482ff1571f9be1655c3d0ec2d51", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36809, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-specific runtime bugs, config/schema issues, cache behavior, and performance reports. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue representative; the cluster is too diverse to collapse around one root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different Qwen problems: sliding-window behavior vs chat crash." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated bugs: Beit fast processor label reduction vs sys.modules access in modeling_utils." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipelines/features: video-classification processor lookup vs fbank feature extraction." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression is unrelated to Gemma eos_token_id configuration." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output cleanup is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache export issue." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different model/runtime paths: torch.compile+SDPA vs CPU/CUDA output mismatch." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache max length behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation crash is not the same as cache max_cache_length handling." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output changes are unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen import error and DeepSpeed/BertModel zero3 index error are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug is unrelated to xdist captured_info.txt race." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 rotary code, but one is CPU-offload incompatibility and the other is a registration/decorator crash." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision output attribute error and SAM3-litetext memory overflow are different failures." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss handling is unrelated to LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position-ids buffer error and Chinese report of tokenizer slowdown are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed issues: Qwen3 MoE weight conversion vs deque underflow in ZeRO3." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to removed is_torch_fx_available compatibility." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and sys.modules access are different loading-path problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron FA2 unsupported error is not the same as the generic Flash Attention 2 topic." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate and import latency are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-handling issues, but one drops a field and the other fails to unwrap text_config." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite_speech strict-loading failure and missing deepstack_visual_indexes are different config-schema problems." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and PPDocLayoutV3 CPU/CUDA divergence are different issues." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "trust_remote_code breakage from API removal is unrelated to Qwen3.5 rotary registration failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:43906|issue:46202", + "issue:44877|issue:46170", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44483|issue:46202", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:43232|issue:43673", + "issue:44749|issue:45310", + "issue:44623|issue:45656" + ], + "prepared_review_unit_hash": "02765609dac9fb36f369e74921285a4461ae7b660638ffe3b70cd3734bdf0c7c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37300, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the issues span unrelated tokenizer, generation, config, model-loading, and distributed/runtime bugs. No soft edge should be merged. If a representative is forced, issue 43646 is the broadest umbrella, but it still does not cover the rest.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous and the pairs are only loosely similar at a subsystem level.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, 43646 is the broadest general regression report, but it is not a true duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: DeepSpeed ZeRO3 deque IndexError vs stale Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a transformers>=5.1.0 model-loading failure; the other is tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but they hit different model families and different code paths (SAM3 attribute error vs Qwen3OmniMoe video ValueError)." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and a Windows ROCm torch.distributed import issue are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache/indexer state on second forward is unrelated to mm_token_type_ids default handling." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different concerns: Qwen3-Next tied-weights warning vs patchtsmixer forbidding optional post_init." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning is not the same bug as flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and DeepSpeed double optimizer.step are different distributed-training problems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to the broad ESM2 breakage report." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int in MoE is unrelated to missing chat template in processor.apply_chat_template." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Cache/indexer staleness is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are different bug reports." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows ROCm torch.distributed import errors are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tie_word_embeddings warnings are different loading issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline tokenizer roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different API issues." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm import problem." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention performance/compile behavior, but one is kernel divergence and the other is cache lazy-init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a broad slowdown after upgrade are different failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A generic Transformers 5.0.0 custom-init regression does not duplicate the ESM2-specific breakage." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrade is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Upgrade slowdown and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save_pretrained files is unrelated to the DeepSpeed double-step optimizer issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "fd4ec3cc96f35af14eb45a71c652f0bc093014675ce612856b1a0adc116e5abf", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36729, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate issue pair and several loosely related transformer/model-loading bugs that should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:42673 is the clearest canonical anchor: it has an exact duplicate in issue:43704 and a fuller discussion, while most other items are unrelated or only broadly similar.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best single issue to keep as representative because it is a concrete, well-scoped bug report with an exact duplicate and stronger signal than the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve model I/O, but one is quantized saving and the other is a Qwen2.5-GGUF load failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/decoding regressions, but they affect different code paths and models." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute on SAM 3 video output is unrelated to trust_remote_code dropping fields in AutoConfig." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings are unrelated to remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and a Sentence Transformers loading stall are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and different underlying API exposure issues." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: missing SAM 3 field vs wrong qwen2.5-vl video position ids." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but one reports from_pretrained failure and the other a missing vision config field." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "sentence-transformers import NameError and a Qwen3.5 kernel registration crash are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issue and mistral_common continue_final_message bug are different tokenizer problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is not the same as Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync issue and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect outputs under pipeline parallelism are not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different API regressions." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is not the same as Qwen3_5 image-induced infinite loop." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained error are adjacent but not clearly the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model variants and failure surfaces: Qwen3-VL-Moe bug vs Qwen3.5 MoE load error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Two import errors, but for different missing symbols and different regressions." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained failure are different problems." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO3 deque errors." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TF backend packaging issue is unrelated to missing image_utils exports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate call on issue:42673 / issue:43704 is supported by the identical title and higher discussion activity on 42673, and the other soft-edge rejections avoid overclaiming shared cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:42175|issue:45712", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44075|issue:46231", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:45405|issue:45712", + "issue:30333|issue:34689", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "593701627c610e8bb98df941ba1210286a5fd81c662eeac9d326dc52e1ce073a", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37221, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are unrelated bugs/regressions across different models, configs, tests, and docs. A small subset concerns tokenizer/v5 behavior, but none of the soft pairs look like the same underlying issue or a mergeable PR duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the set spans many unrelated subsystems, so it cannot be deduped to one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:42898 is the closest theme anchor because several other items are tokenizer/v5 regressions, but it still does not represent the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading vs pytest-xdist file-race in tests; unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging extras backend omission vs leftover dummy classes cleanup; different problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy BEiT preset loading vs test utility race on captured_info.txt; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race vs stale auto_mappings references; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support bug vs missing import from image_utils; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failure vs deepspeed Adafactor OOM; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs token-embedding resize reinit bug; not the same issue." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug vs pipeline final partial-batch handling; distinct failures." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch vs MoE load-balancing loss omission; different model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is add_special_tokens BOS/EOS handling; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config None default initialization vs Whisper word-timestamp decode crash; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model loading vs Gemma4 mm_token_type_ids defaulting; different issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default construction vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs InternVL2 meta-init incompatibility; distinct multimodal loading bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL export; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and code paths; not the same underlying fix." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docs parameter-name mismatch; not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs add_special_tokens behavior change; related domain, but different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer regression themes, but clean_up_tokenization_spaces and DeepSeek codec behavior are different failure modes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash vs auto_docstring future-annotations crash; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args ignored vs documentation parameter naming; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenization, but one is space-cleanup behavior and the other is Kimi-K2.5 codec handling; distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error vs deepspeed double optimizer step; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup regression vs processor.tokenizer/image-passing regression; same broad version area, different code paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs MLflow reporting failure; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pin issue vs dummy class cleanup; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting vs Llama 3.2 vision model loading regression; different bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs missing _tp_plan for Qwen3_5Moe; same family but not the same fix." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs dummy PT objects cleanup; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch on save_pretrained; different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45656", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:22355|issue:28282", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:46209|issue:46431", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44734|issue:46421", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "ca097c9ae9056261f27dec86428bd560c28694a7793abd80e6e11e1993abec41", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a heterogeneous grab-bag of unrelated Transformers bugs/regressions; none of the soft pairs look like true duplicates or the same underlying fix. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46305 is an active open report with strong discussion/inbound references and a crisp, reproducible bug description; among this mixed set it is the best anchor, though the cluster is not actually a duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46305 has the clearest current bug report and the strongest signal as an open, actively referenced issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems: MLflow job status reporting vs a Trainer signature regression." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated problems: MLflow reporting vs embedding reinit after resize." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed double optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization bug vs non-persistent buffer serialization bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import errors with different causes: missing transformers.onnx vs missing PyTorch." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output regression vs AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 model save behavior and the other is processor file emission." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and AutoTokenizer loading errors are different tokenizer bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import failures from different packages and code paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming sliding-window off-by-one are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class save metadata bug is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config validation, but they are different constraints and failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to streaming mask window sizing." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are distinct issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split-return bug is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression and FP8 B200 inference failure are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation bug are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is not the same as max_shard_size documentation/behavior question." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo and GLM-5 RoPE implementation issue are not the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Different generation/cache bugs: sync_gpus kwargs update vs max_cache_length honoring." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash and chunked-prefill recompilation are different cache problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading issue is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index overflow." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component family, but split return values vs missing ReLU are separate DSA-indexer defects." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision issue is unrelated to meta-init checkpoint incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys are different Qwen3.5/InternVL bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45278", + "issue:45310", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:22355|issue:27957", + "issue:43408|issue:46402", + "issue:42757|issue:45278", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:43576|issue:43784", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:44188|issue:44373", + "issue:42371|issue:44263", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "1fb361f47105c261bd86ab5cc9c02c393d7138695b317b7bba0d58f3a325707b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers issues; the soft links mostly reflect superficial similarity in wording (tokenizers, imports, version regressions, model-specific bugs) rather than the same underlying defect. I would not merge any of the soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs and regressions across imports, tokenizers, quantization, configs, and model-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest representative because it is a concrete tokenizer-regression report with cross-version impact and sits closest to several other tokenizer-related reports, though it is not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different failures: Sentence-Transformers loading hang vs SIGLIP2 zero-probability outputs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer junk in v5 vs an off-by-one streaming mask window." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are quantization/save-load issues, but they involve different quantization stacks and different concrete failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency complaint vs a SequenceFeatureExtractor.pad performance regression; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different model/problem: FineGrainedFP8 accuracy drift vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Code bug in GlmMoeDsaIndexer vs a docstring issue; not a duplicate." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different code paths: flash_attention_3 training degeneration vs NaNs on checkout/init." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions API rejection vs a Gemma4Processor attribute crash in serve; distinct failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols; same broad theme but not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific regressions: FP8 accuracy issue vs Qwen3-VL-Moe behavior." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence bugs affecting unrelated fields/models." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different symptoms: wrong model-type warning vs text encoder weights not loading." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Generic import failures after upgrade are too broad; these are not the same concrete missing-symbol bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error vs tokenizer spacing behavior; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different defects: FP8 accuracy issue vs an image-triggered infinite loop." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is offset mapping and the other is special-token insertion on a different model." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading bug vs wrong tokenizer decoder type in v5; different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Fine-tuning warning about tie_word_embeddings vs a streaming sliding-window off-by-one." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different model-specific issues: Flash Attention 2 support vs Sentence-Transformers loading hang." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (BPE markers vs version-to-version tokenization change)." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 problems: warning/model-type mismatch vs memory overflow." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Transformers env CLI breakage vs sentence-transformers import NameError; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Attention-related, but one is a Bamba torch.compile/SDPA failure and the other is API behavior of registered attention functions." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both involve initialization, but one is junk non-persistent buffers and the other is NaNs in classification heads." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different areas entirely: torch.compile attention-kernel divergence vs a docstring correction." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance vs a torch.split return-value issue; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config bug in MLA q_a_layernorm vs a docstring issue; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43122|issue:44779", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "a915efb201758ba6f8b4ab628f0df08e1a7da37f0c60da38f5ba14cb7ef20446", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36373, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports with some superficial textual similarity around tokenizers, imports, and model-family regressions. I found no soft pair that clearly describes the same underlying bug or change, so all candidate merges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44038 is the most central anchor in this set because it has the strongest connectivity to other candidates, but it still represents a distinct Qwen3-VL-Moe regression rather than a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44038 is the best single issue to represent the cluster only as a bookkeeping anchor; it is the most connected item, though the surrounding pairs are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained-related code paths, but one is a tokenizer mapping fallback bug and the other is an AutoProcessor kwargs plumbing issue; different failure modes and fixes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel generation output are unrelated bugs affecting different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a registered position_ids buffer, the other about tokenizer_config.json writing the wrong tokenizer_class; no shared bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hangs for Sentence Transformers and a MacOS bus error on a CLIP model are different runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "These are separate model-specific regressions: RoPE layer dropping vs a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and a broad set of import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "The first is a NameError during sentence-transformers import; the second is a CI break from removed Sam3LiteText config references." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenization and failure to load a specific tokenizer/model are distinct tokenizer issues with different symptoms." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failures and GLM-5 generation config validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is not the same problem as incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models is unrelated to loading a Phi-4 multimodal model." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are different API bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A discussion about the DSA indexer and GLM-5 RoPE implementation are not the same bug or change." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are separate tokenizer/template behaviors." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression across versions and zero assistant masks for multimodal inputs are different issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenization, but one is a version-to-version regression while the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are different model/config problems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification returning empty results in an example script is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading/compatibility issues and tokenizer save_pretrained metadata mismatch are different bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning and a missing fpn_position_embeddings attribute are separate SAM 3 Video problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failures and gguf_file breakage in AutoTokenizer/AutoModel loading do not describe the same code-path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "One concerns Qwen3-VL-Moe loading behavior; the other is about accessing a registered position_ids buffer." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe import/load regressions and FP8 save_pretrained behavior are different issues despite both mentioning MoE." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are unrelated import errors." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained checkpoint regression, the other is a from_pretrained error; same model family, but not the same concrete bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models and code paths; not a duplicate." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode in huggingface_hub and missing HybridCache in transformers are separate import problems." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and a multi-label classification example script issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype change between train and evaluate and incorrect pipeline-parallel outputs are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend support in an install extra is unrelated to Python 3.14 load failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43992|issue:44704", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:42222|issue:43441", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:44291|issue:45071", + "issue:42673|issue:43906", + "issue:44466|issue:46002", + "issue:43673|issue:46328" + ], + "prepared_review_unit_hash": "23fbb76892eba06c4507d1be33cb6b8e7683736a6297e1becbd05062d9e0b076", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36795, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated regression reports across tokenizers, model-specific failures, training, docs, and config validation. I found no soft pair that clearly describes the same underlying bug/change closely enough to merge; all candidate duplicate links are rejected.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set because it describes post-v5 import breakages, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally useful umbrella report among otherwise unrelated issues, though it is not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a SigLIP2 implementation discrepancy and the other is an image-triggered infinite loop; different failure modes and code paths." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad upgrade report, while 38617 is one specific missing import symbol; not clearly the same underlying bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "One is invalid GenerationConfig handling, the other is a RoPE implementation discussion; unrelated model behavior." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM threading is unrelated to BF16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is decoder type selection and the other is Deepseek tokenization output regression; too different to treat as one bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight during load and AutoProcessor kwargs not reaching cached_file are separate loading paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a missing image-patch helper are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to the SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same problem." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen MoE models, but they affect different models and surfaces (FlashAttention vs from_pretrained); no clear shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support breakage and an AuxRequest version check bug are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() failing after train() do not point to the same defect." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error; different directions and likely different fixes." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label behavior and pipeline() error-message wording are distinct issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak and Ministral tokenizer BPE marker handling are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning in paged generate() are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both concern tokenizers, but one is generic loading regression and the other is Qwen3 offset_mapping mismatch; insufficient evidence of one root cause." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention and causal masks built despite bidirectional mode are different attention bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling during from_pretrained and flash_attention.py crashing on s_aux=None are different null-handling issues in different modules." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough to merge as one defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a loading bug, while 5.4.0 PretrainedConfig type checking is a separate API validation issue." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The Qwen3ForCausalLM VRAM leak is unrelated to a reproduction of issue 38071." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights and NaNs in classification heads are unrelated model-state bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to SequenceFeatureExtractor.pad performance 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": 21, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:45362|issue:46328", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:43066|issue:43122", + "issue:42175|issue:42222" + ], + "prepared_review_unit_hash": "de1b7f38873e003a8056e998a6911214c61fd60d67484f5a43eac684c5114434", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35418, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports with similar wording (imports, tokenizers, configs, Qwen models, testing utils). The only clear near-duplicate signal is the repeated Qwen3.5 MoE from_pretrained report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report for the repeated Qwen3.5 MoE from_pretrained failure; issue:45478 reads like a later duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative because it has the clearest duplicate pairing and a concrete model-loading failure with a likely single root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different bugs: batched video processor output shape vs AutoProcessor crash without torchvision." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is invalid GenerationConfig and the other is flash-attention behavior for Qwen3.5; not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: PEFT version pinning vs a PyTorch version check for flex_attention import." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Different areas: testing_utils bug vs SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is training degeneration with FA3 and the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Related file area, but one is a generic testing_utils bug and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config, but one is PretrainedConfig type checking and the other is stale config.dtype after from_config()." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: wrong model-type warning for sam3_tracker vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated subsystems: vitpose model breakage vs BACKENDS_MAPPING missing tensorflow_text." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different bugs: tokenization changed across versions vs a noisy logging message." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: failure to run a script vs a testing_utils bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different issues: TF32 behavior warning vs MLA layernorm precision/config problem." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different topics: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Different scope: strict config loading vs a documentation parameter-name mismatch." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Different bugs: trailing-slash local model import warning vs VRAM leak in multi-threaded Qwen3ForCausalLM use." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime areas: tokenizer offset mapping vs FP8 inference on B200." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: missing configuration_utils import vs _torch_extract_fbank_features() bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "One is invalid GenerationConfig; the other is unrecognized model/config loading." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad post-upgrade import regression, but the former is a specific missing image_utils import; not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Different problems: TF32 control API messaging vs FineGrainedFP8 accuracy loss." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different defects despite same model family: missing projections in Qwen3Next vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: unused SGD args vs deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: vitpose model breakage vs undefined tf backend when only tensorboard is installed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is wrong decoder type in v5 and the other is a tokenization change across versions." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different dependency/backend issue vs vitpose model breakage; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:43673|issue:46123", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351" + ], + "prepared_review_unit_hash": "caf41ea48845e7f6aca82bacd93cd84214be64a9bf8de24d230fe4611ee96e8e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37394, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only superficially similar; they mostly span unrelated import errors, model-specific architecture bugs, and API regressions. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43097 is the best representative of the cluster because it describes a broad v5 regression with multiple downstream references, whereas most others are narrower model- or module-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest global representative: it is a concrete, widely impactful API regression report and has more evidence of reuse/impact than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: 43097 is about removal of tie_embeddings_and_encoder_decoder, while 44493 is about unexpected position id keys during model loading." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated model bugs: missing get_number_of_image_patches vs MLA q_a_layernorm rms_norm_eps precision mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both involve GLM-family internals, but one is torch.split return values and the other is RoPE implementation; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different precision problems: bfloat16 compile warning versus Blip2 dtype fields staying float32." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is unrelated to a small testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are API/type issues, but one is an import error for AutoImageProcessor and the other is broken PretrainedConfig type checking." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression and undefined tf backend error are different subsystems and root causes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing attn_qkv/attn_gate projections in qwen3next." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is NemotronHForCausalLM lacking support; different model implementations." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection is not the same as streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both touch GLM/DeepSeek-related math, but one is torch.split handling and the other is a dtype/transpose bug in deepseek-v4." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA ReLU omission and deepseek-v4 comb.to(dtype).transpose(...) are different implementation issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure is model-specific and separate from flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a loading shape mismatch and the other is a broader v5/Qwen3-VL-Moe bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal regression versus gguf_file breaking tokenizer/model loading; different failure modes and code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor is unrelated to a minor testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as the testing_utils issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different missing/incorrect methods: image patch counting versus torch.split return handling." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Nonexistent image_utils import and documentation mismatch in set_training() are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite loop on a specific image and sam3-litetext memory overflow are separate model/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision discrepancy from missing rms_norm_eps is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are different from-pretrained issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision causes processor loading crash; max_shard_size being 50GB is a separate save_pretrained design question." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors with different missing symbols and modules: layer_type_validation vs is_offline_mode." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as deepseek-v4 comb transpose/dtype bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is unrelated to the ReasoningEffort import breakage in Gemma 4 processor loading." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "v5 API removal and flash_attention.py crashing on s_aux=None are different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal regression is unrelated to quantized model save/load breakage with sinq." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is not the same as a config field being silently dropped by @strict." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen3 model families, but one is a broader transformers 5.0 bug and the other is a specific missing-projection issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing layer_type_validation versus missing HybridCache." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:45712|issue:46298", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683" + ], + "prepared_review_unit_hash": "034b16d65deeb294caa193122c0b1a7c6e193697466307a95d161c44c03733bc", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous set of Transformers bug reports and noise, not a real duplicate cluster. The soft-similarity pairs are mostly superficial (shared keywords like loading, saving, warnings, or attention) but describe different code paths and failure modes, so none should be merged. No PRs were provided.", + "confidence": 0.78, + "canonical_issue_reason": "No issue is a clear duplicate hub here; the set spans unrelated areas. If one must be selected as representative, issue 43873 is the broadest active bug report with the most discussion/inbound refs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative by activity and breadth, but it is still only a stand-in for a mostly unrelated collection of issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different loading bugs: local_files_only network leakage vs missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error with AddedToken special kwarg is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config deprecation/removal is unrelated to offloading failures under quantization." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() state bug is unrelated to importing Trainer breaking because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling in SDPA/FlashAttention is a different code path from cache lazy initialization recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Runtime video-model import crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs under 7B are unrelated to Bamba SDPA torch.compile failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different failure from saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bf16 compilation is not the same as an actual SDPA compile failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight on load is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure is unrelated to Qwen3_5 infinite-loop generation." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "v5 translation-task messaging is unrelated to Pipeline save_pretrained behavior." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they stem from different models and different config issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes failing checks are unrelated to noisy logging." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config flag is unrelated to a logging-only complaint." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention, but one is Nemotron FlashAttention2 support and the other is GPT2 attention scaling under backends." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support is unrelated to Python version compatibility." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to a deepseek-v4 tensor transpose/dtype bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend attention scaling is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import dependency issue." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are different directions and likely different underlying bugs." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend behavior is unrelated to zero-loss classification degeneracy." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption in Trainer is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend installation metadata problem is unrelated to importing Trainer breaking because of datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast returning only one label." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model path warning is unrelated to bf16 compile precision warnings." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bfloat16 precision is not the same as a torch>=2.9 flex_attention failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "faa375aa66e791baeb641a8327290910923008164a48c6f6ce4dff501215737b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "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 issues with only superficial overlap (imports, save/load, model-family regressions). I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. The broadest representative issue is the general upgrade/import regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the best umbrella-style issue here: it captures the broad post-upgrade import breakage pattern that several other reports superficially resemble, even though most are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative cluster anchor because it is broad and central to the shared theme of v5 import regressions; the others are narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "One is a missing internal import, the other is unwanted network access with local_files_only; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different failures: chat completions request handling vs processor batching with padding=False." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from stale auto_mappings references is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module mismatch and a DeepSeek tensor transpose bug are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention-related behavior, but the concrete regressions differ: missing attentions output vs ignored GPT-2 scaling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading regression and the other is fp8 support/inference functionality." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP output regressions, but they concern different returned fields and are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures with no clear shared broken code path." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are distinct save flows." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different request/templating bugs; only broad API surface overlap." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but for different configs/outputs and different model families." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "One concerns tokenization_spaces behavior changes, the other tokenizer decoder type; different regressions." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 config propagation bug is unrelated to importing Trainer and datasets dependency issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they target different models and different implementation problems." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resizing and Gemma4 bidirectional attention are separate features with separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; the shared symptom is too generic." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attn support for Nemotron and GLM-5 generation config validity are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization/loading bugs." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mention return_all_scores vs pipeline save_pretrained are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 configuration bugs; same broad area only." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4 config-related, but one is attention masking and the other is head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing attribute errors in different configs; no shared defect." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing attentions in CLIP output and incorrect Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation problems, but they affect different fields and models." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5-related loading, but one misses embed token weights and the other errors in from_pretrained; not clearly the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Noisy cache logging and broad import errors are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed trainer state mismatch and a cache-strategy typo are completely 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": 21, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "f343f0ae4dca14071503cc05adedfabde40222504b6c5292e2998144c33a3652", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated Transformers regressions (imports, tokenizer/model loading, tensor-parallelism, config mismatches, test failures, performance issues). None of the soft pairs look like the same underlying bug/change, so there is no strong duplicate merge candidate.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span distinct subsystems and failure modes. If a representative issue is needed, issue:43502 is the clearest standalone regression report with a concrete symptom and expected behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest representative issue: it is user-facing, specific, and has a clear repro/expected behavior, unlike several broader or more ambiguous reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different problems: optimizer arguments not being used vs Trainer import breaking due to datasets interaction." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/runtime errors, but the causes differ: compiled Python file handling vs a Python 3.13 @torch.jit.script parsing/IndentationError issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Unrelated model-loading/state_dict sorting issue vs a missing Qwen3.5 vision config field dropped by strict config handling." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same bug as PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model/pipeline symptoms and likely different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is a config attribute bug; the other is an FSDP2/PEFT optimizer state placement bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Separate test failures: missing set_seed in SamHQ integration tests vs xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration bug vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import speed, but one is a concrete import-* cleanup regression and the other is a vague intermittent import slowdown report." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict loading error vs incorrect visual encoder keys on save_pretrained; different lifecycle stages and symptoms." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM when loading a specific large model with tp are not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes, both only broadly from_pretrained-related." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad decoration on cache/layer updates is unrelated to Python version compatibility." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init eligibility are unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing AutoModel import error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP-related code, but one is about attentions output and the other about class structure consistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure modes; no shared code-path evidence." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to AddedToken keyword argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness vs loading a specific Phi-4 multimodal model are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test failures with no shared root cause." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seed flake vs auto_mappings referencing removed configs are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory regression and checkpoint reload incompatibility after upgrading versions are distinct bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to checkpoint reload failures after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug and missing tensor-parallel plan for Qwen3_5Moe are different subsystems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration does not match a dummy Conv2d implementation issue in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network behavior is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python import errors and slow filtering after upgrading to 5.3 are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Importing PreTrainedModel failing vs HybridCache import failure are distinct import/export regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "40306da8b366d15d7676f6f07b827a0394c0c317303168ed21cdb2d9b012e5db", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36686, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate. The items are mostly unrelated bugs, docs issues, import errors, and model/version-specific regressions, so there is no clear canonical issue for the cluster.", + "confidence": 0.78, + "canonical_issue_reason": "No clear canonical issue: the candidates span unrelated topics and failure modes, so no single issue covers the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the set is heterogeneous rather than one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different problems: MLflow reporting on failed training jobs vs tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a missing vision config field; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is about decorating cache update with no_grad and the other about sync_gpus/_update_model_kwargs ordering." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is unwanted API requests with local_files_only=True; the other is FP8 save_pretrained for moe models." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8-related but not the same bug: accuracy issue vs missing image-processor method causing an AttributeError." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers load hang is unrelated to confusing forward-argument documentation." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network/file access bug vs an unrelated placeholder issue title." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different models/checkpoints and likely different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-status reporting bug vs tensor parallel training bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are a different failure mode from PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file import/runtime errors vs saving Pipeline objects with save_pretrained." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different loaders and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub vs broken transformers env command in v5." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "v5 env command breakage is not the same as PretrainedConfig type-checking issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to the DSA indexer/ReLU discussion." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command vs missing Qwen2.5-VL export/import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about model.forward arguments vs an actual ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon issue is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command in v5 is different from Python 3.14 load failure." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing-export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs a docs mismatch for TextClassificationPipeline." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention implementation not using the interface; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/Qwen-related, but one is save_pretrained moe and the other is inference support." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init issue is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs a typo in cache strategies." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files vs a generic placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs tensorboard/TensorFlow backend initialization error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908" + ], + "prepared_review_unit_hash": "77ffe0e972addeb73704df9bd45e3878940dff1af86c0c5706d92397979f18ca", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39654, + "estimated_input_tokens": 9914, + "estimated_eval_tokens": 20084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions, model-specific bugs, and import/lazy-loading complaints. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so I would not merge any of the suggested pairs.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set: it is concrete, broad, and matches the recurring theme of v5 upgrade/import breakage better than the more vague or highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global issue candidate because it describes a broad, user-facing regression after upgrading to v5.5.0 and can plausibly subsume several related import-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: one is a Qwen3-VL-Moe bug report, the other is missing tensor-parallel planning for Qwen3.5 MoE." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated: Qwen3-VL 2D box hallucination/error vs a generic PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but one is a vague lazy-loading failure and the other is a specific sys.modules access issue; not clearly the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different model symptoms: 2D bounding-box output issue vs an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Different surface area: broken `transformers env` command vs checkpoint reload compatibility after upgrading." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific missing `pad_token_id` attribute on Llama4Config; the other is a vague broad complaint about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different issues: import-star performance regression vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility problems, but one is general checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different topics: FP8 support for Qwen3-VL/Qwen3.5 MoE vs a weight-conversion-script question for DeepSeekV4." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig missing `pad_token_idx` vs a broad statement that v5 breaks too many models." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Related only at a very high level; one is a concrete import-error report, the other is a generic broad complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-settings guidance is unrelated to a cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both are import-related, but one is import-time slowdown from `import *` and the other is a module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated: flaky SamHQ integration tests vs inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model/config warnings vs Liger Kernel not being applied under `model_init`." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Different bugs: Flash Attention 2 support gap for Nemotron vs Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI vs scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading performance, but one is intermittent slow import and the other is lazy loading not working properly; not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility failure vs Qwen3-VL 2D box output issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-check regression are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs inverse_sqrt scheduler kwargs bug; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific `position_ids` buffer read error vs a placeholder generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save/pretrained class mismatch vs a generic bug report; no duplicate signal." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: performance regression from imports vs missing `HybridCache` symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo is unrelated to `SequenceFeatureExtractor.pad` conversion overhead." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version support regression is not the same as a generic v5 breaks-many-models complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination is different from Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility issue vs module import failure; different underlying problems." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer `post_init` policy issue is unrelated to `_get_tied_weight_keys` crashing on list input." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied under `model_init` is a different problem from Flash Attention 3 causing degenerate training." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading behavior are not the same code-path problem." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation discussion is unrelated to Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue and tied-weight key crash are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not duplicate-quality evidence." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and inability to import Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect Qwen3VL timestamp calculation vs GLM-5 RoPE implementation discussion; different model/code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp bug is unrelated to inverse_sqrt scheduler kwargs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "a95f47a4c35cd8e1296210401f9657a40d10bd5a1a78f30324e3df0e8a466fac", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884283, + "estimated_input_tokens": 221071, + "estimated_eval_tokens": 442398 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39713, + "estimated_input_tokens": 9929, + "estimated_eval_tokens": 20114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5 / model-loading / tokenizer regression reports, but the soft pairs mostly point to different concrete bugs rather than true duplicates. I found no PRs, and no soft edge is strong enough to merge as the same underlying change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s main theme: many models breaking after v5.0. It\u2019s vague, but it best represents the repeated regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most globally representative issue for this set because it captures the recurring \u201cv5 breaks many models\u201d pattern across the cluster, even though it is not very specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different problems: import-star scan/perf issue vs VRAM leak in Qwen3ForCausalLM multi-threaded loading." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4-related, but one is gating logic and the other is a tensor conversion/transpose bug; not the same code path." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs a concrete model-loading regression for Llama 3.2 vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness is unrelated to forward-API documentation confusion." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation question." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a multi-thread VRAM leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5-breakage complaint vs a specific import failure for Qwen3_5ForCausalLM; not one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests vs incorrect Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math bug vs missing save_pretrained outputs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to a VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support issue vs DeepSeek-V4 weight-conversion question." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon mismatch vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import failures, but for different modules and likely different missing symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention unsupported warning for NemotronH vs module import failure for Qwen3_5." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related tokenizer-v5 complaints, but one is broad behavior drift and the other is a specific decoder-type mismatch; not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-signal issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is a placeholder/off-topic issue, the other is a broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the off-topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different crashes in different helpers: tied-weight key lookup vs chat-template tool-call handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config vs AttributeError in tied-weight key extraction." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs tied-weight key extraction crash." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs missing processor save_pretrained files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness vs tensor-parallel training bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support/inference request vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Loading slowdown is different from a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models vs FP8 inference support request." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights discussion vs RoFormer attention-interface issue." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value bug vs DeepSeek-V4 shared-expert gating bug." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint mistake vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Loss ignore_value bug vs kwargs not passed to loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs bug is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model families and unrelated defects." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "ignore_value handling vs a typo in quantization operation naming." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs bug vs ModernBERT norm_eps type hint." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint vs typo in quantization-related text." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm design question vs ModernBERT type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former runtime bug vs ModernBERT config typing issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "adcc355aceaa06bb962484a41e8de136ba7aa700ee29bf6f1c40a03ee89d1b4c", + "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": "The three issues are unrelated: truncation behavior in tokenization, ReduceLROnPlateau-like functionality, and Wav2Vec2 word time offsets. No duplicate cluster is present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different components; no shared bug or change path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation option request vs learning-rate scheduler feature request; unrelated." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler-like functionality request is unrelated to Wav2Vec2 word boundary timing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "4c6443b1e62e17a15eae7ccb7fc2ef5c629b5feab18f2a50d0f2b1f136d950c0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues describe different problems: tokenization parity, an auth/error-message problem when downloading private models, and a separate model-loading failure for bert-base-uncased. None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate: the issues target different failure modes and subsystems, so they should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the broadest, most user-facing model-loading report, so it is the best representative issue in this cluster, but not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch versus model-loading failure are different problems and do not look like the same code-path bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is a bad auth/error message for private model downloads; the other is a failure to load bert-base-uncased. Same general area, but 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": "issue", + "component_index": 4, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "84e302ca347416140b149dc72f9d8d468ded52181796a570de8fdf55e05ae80d", + "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": "The two issues are both community feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be clustered as one underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are for unrelated features (Flash Attention 2 support vs GGUF support).", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster, since the items do not describe the same underlying enhancement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested support targets and likely different code paths; they are not the same underlying feature request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "436e9cbed2a9deb275d5b818c95d9034efdf1f31e934cd73fa9f4868bb2ca344", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly unrelated i18n translation requests in different languages; many are only superficially similar because they use the same or placeholder issue template. I found one strong duplicate-like pair with identical Thai titles and matching body size, but the rest should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:27088 is the most concrete, fully specified translation request (Turkish) and is more representative than the placeholder/template-titled issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the clearest representative issue in this cluster because it has a specific language, a normal title, and active discussion; the others are either different languages or generic placeholders.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different issue topics/languages; the similarity is only the shared i18n translation template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language and no evidence they describe the same translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad docs-translation theme, but no sign of the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request and generic template title are not clearly the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; shared wording is too generic to merge." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation issues are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "No evidence of the same concrete translation task." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-related, but one is Romanian and the other is only a template-like placeholder." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request is not the same as the placeholder-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Shared template language is not enough to treat them as duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles/content; no concrete indication they are the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles/content; too little evidence for a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Identical placeholder title, but no body detail proving the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same generic template title alone is not enough to merge." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder title, but insufficient evidence that these are the same submission." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No meaningful overlap beyond both being issues." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No meaningful overlap beyond both being issues." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and identical body length strongly suggest the same underlying issue/duplicate submission." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the listed issues are translation requests or template-like placeholders, and the one accepted duplicate pair (issue:46222 / issue:46226) is supported by identical titles and identical body length. The remaining rejections are conservative given the lack of body-text evidence beyond shared templates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "5bb4488ac470a00f85a1a4367eae1c399abfd6c5aab10d6310ae358cd5ca3222", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a broad set of model-addition/support requests across unrelated architectures and modalities. The soft-similarity links are too generic to indicate duplicate bugs or mergeable PRs, so no pair should be collapsed.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: these items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3 TTS/ASR, Voxtral, EUPE), so there is no single duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue; this is a loose collection of distinct model-support requests rather than one underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 support; different models and code paths." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config request is unrelated to Qwen3-TTS audio support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions, not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR object-detection support vs DEIMv2 model support; distinct requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are unrelated model families/modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detection support vs weight-sparse transformer request; different changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-ASR audio model; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different modalities and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT model addition vs Qwen3-ASR support; unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support vs weight-sparse transformer request; different architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions, not one fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request is unrelated to weight-sparse transformer support." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model-architecture requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support vs Voxtral-TTS support; different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families/modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support are not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model support vs generic BERT-like RoPE request; too broad and not duplicate." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models vs Voxtral TTS support; different features." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related family names but separate capabilities/code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral-TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS audio support vs DeepSeek-OCR2 vision/OCR support; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to weight-sparse transformer support." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; same broad domain, different models and changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR audio support and EUPE perception encoder are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE model request; different architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-TTS are distinct audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR audio support vs DeepSeek-OCR2; different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "513db45ca1a146a2a0f6add0dc07f7fdaff0cd8ab434b3be91ffd3a64aa2c796", + "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 not duplicates: one is a docs request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. They describe different areas and different kinds of work.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "`issue:46443` is the better representative of the cluster because it is a concrete code-change issue; `issue:38740` is a docs-only request and unrelated to the Vision RoPE work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: a documentation request to add `pruna` versus a Vision RoPE refactor. No shared code path, filenames, or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "5b6bbfe75c51fef8b2c91eca44321f4d59067a20280b9e77ec7c94def23025dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about setting block decoding, while the other requests DeepSeek v3.2 support. They describe different features and different problem spaces.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the issues are unrelated and do not describe the same underlying bug or feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because the pair is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics: block decoding implementation vs. model/version support for DeepSeek v3.2. No shared 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": 9, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "0baf74f89b5a73aa7fc2ba7f16005a043afcf48cb3200e624f6284ddb84ea4cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are both Trainer-related, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "#43598 is the more specific and implementation-oriented request, centered on a concrete Trainer setting (`remove_unused_column`) and how custom trainers should control it.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is a better canonical issue because it points to a single, well-defined Trainer behavior change rather than a broader accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They involve different underlying behavior: column removal customization vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as 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": 10, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "523caf8cad38cf46b9785752e0552792aa98b27adf44bb28281904f0ba360e5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about different Qwen model families and different capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets and code paths: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Not the same bug or change, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "22bbcc1c332bccb3b741ec5cfb879a54623db317672ec225c671e67714dc6624", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Four issue stubs with almost no body content. Three share the identical generic title \"huggingface \" and one is unrelated-looking \"Fett\". There is not enough concrete information to confidently merge any pair as the same underlying bug.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 43845 is the cleanest cluster anchor: it is one of the identical \"huggingface \" reports and is the earliest of that repeated title group. The other issue \"Fett\" looks unrelated from the title alone.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue candidate for deduplication only because it matches the repeated title pattern and is earliest among the near-identical reports; however, the underlying problem is not described well enough to be strongly certain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles differ and there is no body detail or shared target evidence showing the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles differ and the available metadata is too sparse to establish a common underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Titles differ and there is no concrete bug description to justify treating them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but no substantive description or issue target evidence confirms they are the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but the records are too thin to safely conclude duplicate underlying content." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but there is insufficient evidence beyond textual similarity to accept a duplicate merge." + } + ] + }, + "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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "8f26ed1fa75610e03d7d0b5c015e8ce0adc5831f42e9eac795a28906dacade0f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated low-information issues. Three items share the exact spam placeholder title, but there isn\u2019t enough substantive content to treat them as the same underlying bug/report; the other two are clearly different topics.", + "confidence": 0.86, + "canonical_issue_reason": "No strong canonical issue exists. If forced to pick, 44371 is the least-bad anchor because it is the earliest of the identical spam-placeholder issues, but the set is not a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the earliest item and matches the same placeholder spam title as 44572 and 44573, so it is the best anchor only by chronology, not by substance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but no body detail or shared target to show the same underlying issue; treat as separate spam items." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam title alone is not enough to prove a duplicate report or the same underlying bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder versus a documentation enhancement request; clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder versus a distinct 'Google LLC' topic; no evidence of the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request does not match the spam-placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different issue types and no shared substantive content." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is still no concrete evidence they describe the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus distinct 'Google LLC' issue; not the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus distinct 'Google LLC' issue; no basis for duplicate merging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "4673900643cb57abf76e72d6c6d3168a78923a954590fcac1a139eeb64655cac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and very similar body lengths, but the packet does not include body text or other concrete overlap proving they are the same report. They look related or duplicated, but the evidence is not strong enough to treat them as confirmed duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "#45145 is the slightly better canonical candidate only because it was created earlier and has one inbound reference, but the packet does not prove it is the same issue as #45151.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative in this pair for the same tentative reasons: earlier creation and a small amount of linkage activity, not because the content is confirmed identical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Exact title match is suggestive, but the packet does not show identical body text or other distinguishing evidence that they are the same underlying issue; this is too weak for a duplicate merge decision." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The comparison is only partially grounded in the packet: the titles match and the bodies are similar in length, but the packet does not show identical body text or other evidence that the issues are the same. The soft-edge accept is therefore too strong, and the canonical/summary language overstates the evidence by saying the issues have the same body/content." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "af8b09f0e82f70810e46753262cce6b8a30ccd3bdca717266437ccd9730d5b72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one is a Gemma4 audio-module dtype/finfo failure on uint8 weights, the other is a BitsAndBytesConfig skip-module handling bug that drops the default lm_head exclusion. They are related only at the broad subsystem level and should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45674 is the better canonical representative because its title and failure mode are more broadly described around a configuration-level 4-bit inference regression, while 45672 is a model-specific audio-module dtype error.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best standalone issue for triage because it states the concrete config interaction and likely affects more than one model path; 45672 appears narrower and more specialized to Gemma4 audio modules.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an lm_head exclusion/AssertionError regression caused by llm_int8_skip_modules in BitsAndBytesConfig. Same broad 4-bit area is not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "cafbf2a717d779a7ce3f788dc45655945664f7fa8c6cc67d74ba551594ae68f9", + "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 have only weak textual similarity and no shared content, targets, or context; they look like unrelated records rather than duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different person names and different dates with no body, links, or shared context; not enough evidence that they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "ba59f0affb3964dc7e7c607bca8e23fa31c42c41896cec5649dab31af0637f9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: both are empty, unrelated personal-name/date titles with no body, no shared targets, and no code or product context.", + "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": "Only weak title similarity; the issues contain no description, targets, or evidence of the same underlying bug/request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "656c4d45931f96a1c033578efc4b8df352224bcdbe7cf578bde14acc16290319", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 45810 is the more concrete, narrowly scoped request; issue 46295 is broader and unrelated to the model-class feature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "The titles describe different problems: adding a specific model class vs enabling FP8 training support. There is no shared underlying bug or change request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "5722bad71c65613a3f076b6689acbb1dd132569a0addc0a539308bbec0d9b2ac", + "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": "This cluster is noisy: 45870/45871 are an exact duplicate pair, 45872/45873 are another exact duplicate pair, and 45869 is unrelated.", + "confidence": 0.94, + "canonical_issue_reason": "45870 is the best anchor if one issue must represent the cluster: it has an exact duplicate (45871) and is the most generic, while 45872/45873 are a separate exact-duplicate request and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the most suitable keep-as-canonical issue because it is the earliest clean duplicate in the most self-contained pair; the other exact pair is a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promo vs. an example request; same domain but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle promo vs. an example request; not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title/body pattern and same example request; looks like an exact duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are about DataForge/financial data, but one is a prediction example and the other adds a scraping service; different request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Prediction example vs. scraping-service request; related theme, but not the same bug/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Exact duplicate of the example request vs. a different scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Exact duplicate of the example request vs. a different scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title/body pattern and same DataForge scraping-service request; looks like an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles and body lengths, while 45869 is materially different. The canonical choice of 45870 is reasonable as the earliest anchor among the duplicate example-request pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "2db926bd9b58bd43ec3cac1c93b3df19cbae9690a77f8572ed350e3d78003726", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they point to different failure modes: one reports shape corruption in early initialization, the other a `KeyError` for a missing `linear_attention` cache path. Similar area, not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical representative because it describes the bug more generally and concretely: static cache early initialization corrupting linear-attention shapes and causing a runtime error.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone issue: it gives the clearest symptom chain and likely broader applicability beyond a single model instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the reported errors differ materially (`wrong shapes` vs `KeyError: 'linear_attention'`), so they are not clearly 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": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "fec883056b26a37c8ab778c8da8b6ff78d86e4f0655572509e409833b79bad70", + "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": "The two issues are highly similar and likely duplicates of the same Wav2Vec2CTCTokenizer v5 bug. Issue 46552 is the better canonical thread because it is open and already has inbound references.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46552 is the better canonical tracker because it is open and already has inbound references, and it appears to be the active thread for this highly similar report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the strongest overall issue candidate: it is open, referenced, and matches 46551 on title/body size and apparent bug description, so it is the best place to continue discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same-length body, with soft-similarity evidence pointing to the same tokenizer special-token bug; this looks like a likely duplicate rather than a distinct report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-call is plausible and 46552 is a reasonable canonical thread because it is open and has inbound references, but the writeup overstates the evidence by calling the issues an \"exact same\" or \"same wording\" report. The packet only supports very high similarity (identical titles, same body length, soft_similarity), not exact body equivalence. Please phrase it as a likely duplicate / highly similar issue rather than asserting identity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "b501fa43e6bafd2fcb884a6c19277d92341b59b1c37eeeadfcf6d653695ccfa4", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning new models, docs, and separate fixes. The only true duplicate-like pair is the two `fixed_cross_entropy` patches, which both add the same missing `cross_entropy` kwargs on the same code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR because it directly targets the reported issue, modifies the shared loss helper, and is the more explicit fix variant of the duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the only real overlap in this set: it links the issue and implements the cross-entropy kwargs fix in the common helper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features in different subsystems: adding a new video model vs adding an executorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch tokenization/model support, but one adds Mistral tokenizer methods and the other adds a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated tokenizer API work vs an executorch export test; no shared bug or code path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes for multimodal models vs adding a new language model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs fix and MobileLLM addition are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different fixes in different areas: cross-entropy kwargs vs Mistral4 test/model cleanup." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A test-only executorch change is not the same underlying change as adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs fixing config resolution order in `modeling_utils.py`; different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and a model-creation skill are not the same bug or feature." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes do not match a weight-renaming cleanup across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat-response parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different problems: Mistral4 tests vs config attribute resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model fix PR is not the same underlying change as a new-model creation skill." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model implementation and the model-creation skill are not duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch the same helper to forward supported `nn.functional.cross_entropy` kwargs (`weight`, `label_smoothing`) on the same loss path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like pair is PR 43251 and PR 43254: they touch the same file, target the same issue, and both add the missing `cross_entropy` kwargs on the same helper. The other pairwise rejections are also appropriately cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "c472012d6d29fef6d067738c81f8068218f5e6ba95c2b492a531d628e629f02c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct VibeVoice PRs: one implements the core model integration, the other adds a realtime variant plus acoustic tokenizer. They overlap heavily in filenames, but they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the more canonical base implementation: it is non-draft, has extensive review activity, and focuses on the core VibeVoice integration rather than a follow-on realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall representative of the cluster because it is the foundational VibeVoice implementation and appears substantially more mature than the draft realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not treat as duplicates: #40546 implements the core VibeVoice model stack, while #42781 adds VibeVoice Realtime and an acoustic tokenizer. Shared auto/config/docs files reflect reuse, but the underlying feature set and code path are different." + } + ] + }, + "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": "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": "5be9f0753fdc58a89bc5a761c437388ab5c6a817f7624525c71e156d3535ae2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the more focused, self-contained change and better represents its own feature area; PR 40755 is a separate TimesFM feature and not a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the stronger representative because it is narrowly scoped to a single model capability and has a clear code path, whereas PR 40755 covers a different subsystem and a broader feature addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "They touch different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug or mergeable common fix is evident." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "25564ed1bd0a1deadaf443435e2f791b602016f7d1ac6c3574e1aed9f9d6edfb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, and Kimi2-6). They share framework boilerplate and auto-registration files, but they target different model families and different codepaths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the most substantial representative of the cluster, but only as a broad model-addition example; it is still unrelated to the other two beyond shared infrastructure edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families and implementations: DeepSeek OCR vs Isaac. The overlap is limited to generic docs/auto-mapping/model registry boilerplate, not the same underlying bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families: Isaac vs Kimi2-6. Shared filenames are generic integration points, but the PRs add distinct models with separate configs, processors, and model code." + } + ] + }, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "8f712009b5a0f3aa833f6d30a6416a824747376fa4fcdfe3f632cd29b445e792", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both workflow-maintenance PRs, but they target different action families and different upgrade goals: Node 24 compatibility for core GitHub actions vs. general/latest-version bumps for Docker and other workflows. They are related, but not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it has a clear, specific theme: upgrading GitHub Actions for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better standalone PR to keep because its intent is explicit and broader in scope; PR 42976 is a separate maintenance pass focused on action version bumps, especially docker/build-push-action.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: they update different actions and solve different problems (Node 24 compatibility vs. latest-version Docker/workflow action bumps)." + } + ] + }, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562" + ], + "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" + ], + "prepared_review_unit_hash": "c1773509553c69e3fefcf8398bf91f5b0ff817249eedd99e5f610774d137c0af", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17573, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17573, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct model-addition PRs that only overlap on shared integration touchpoints like docs and auto registries. They do not fix the same underlying bug/change, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate additions for different models (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), not one duplicated change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 (Add Molmo2) is the strongest representative by scope and review depth, but it is still unrelated to the other PRs as a duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo) with distinct configs, modeling, processors, and tests; shared auto/docs files are just standard model-registration overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are separate model integrations with different code paths and artifacts; not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap in docs/auto registry files is too broad to indicate duplication." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different model versions with different files and behavior; they are related by naming, not by being the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different models and code paths; shared repository plumbing does not make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model integrations; they share generic auto/docs edits only." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions with different implementations and test surfaces, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "845ba6d2eaba62f52553d123738b5048b9457a61d1fda118c629ca3813069532", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only loosely similar by broad areas like tests, generation, or Whisper, but they do not appear to fix the same underlying bug/change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the most coherent single bugfix in the set: it targets a concrete dequant/loading path with focused code changes across related implementation files. The others are mostly test-only, docs/typo cleanup, CI infra, compatibility aliases, or unrelated subsystem fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best representative of a substantive code-path fix. It has a clear technical scope and is more likely to be the primary change than the surrounding noise from test, doc, or maintenance PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests/Whisper-adjacent code, but #43291 fixes Whisper tokenizer decode behavior while #43665 is a generic test file edit with unrelated assertions. Not the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer decoding vs fp8 dequant/loading are unrelated code paths and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "They both mention Whisper, but #43291 is a tokenizer decode fix and #46380 is a generation/watermarking validation change with broad test updates. Different underlying issues." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility aliasing for tie_weights is unrelated to a typo-cleanup PR spanning many files." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "#43665 is test-only noise, while #46539 fixes CI memory behavior for Phimoe integration tests. Not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "A generic failing-test edit is not the same as a dequant fix in core model loading and FP8 integration." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "#43665 only alters tests; #46380 changes generation validation and related model code. Different fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test file assertions vs code/doc typo cleanup are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading logic is unrelated to CI runner CPU-memory limiting for Phimoe tests." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "They touch different subsystems and bug classes: FP8 dequant/loading versus generation config validation and Whisper test adjustments." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "A focused dequant bugfix is not the same as a broad typo cleanup PR." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Docs doctest cleanup and code typo fixes are both maintenance-oriented, but they are not the same underlying change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation/test fixes are unrelated to CI memory-limit changes for Phimoe integration." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "#46380 is a functional generation/config fix; #46579 is a general typo cleanup across many code files. Different work." + } + ] + }, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "f21b490035b4268938a8533d95f130e4f7d76c68ef5e0ee2a8d256eb1c890b8a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with only weak overlap in a Vit test file, but they target different changes: one is a setup/version-repo-bot tweak, the other is CI/workflow and testing utility plumbing. Not a duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better anchor because it is the more substantial, internally coherent change set and has clearer code-path context than the small setup/version test PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the most representative artifact in the cluster: it touches the actual CI/testing workflow code rather than a narrow setup/version tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the overlap is incidental. #43488 changes setup/version/dependency metadata and a Vit test, while #43532 changes CI workflows, testing utilities, and the same test file. They do not fix 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": "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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "96371984cea7538732e19f53fc26d265fdaf997ba928099871a2505dab0e84ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure/doc updates, but they target different tasks, models, and code paths, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: these are separate feature additions for different segmentation tasks and model integrations.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader/more comprehensive representative of the cluster because it adds a larger segmentation pipeline with more model and test coverage, but it is still not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation, with different pipeline modules and model/test targets." + } + ] + }, + "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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "6ff0dec18c6bd698068b6871f3e5bd7b482b3d0509d9d2f9026cef48ec6d0062", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: loss scaling in `training_step` vs. signature-column inspection for column filtering. They are not duplicates and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: PR 43651 changes gradient-accumulation loss scaling, while PR 43663 refactors model signature column filtering for custom trainers/PEFT. Same file/subsystem only; not the same underlying fix and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "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": "e8062a5976207c71626b2130baa9ea83ce7b835b769fe6902dc7bfc98fa5e071", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both address typing/runtime annotation issues, but they appear to fix different NameError scenarios in `src/transformers/cli/serve.py` rather than the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the clearest representative: it directly targets a concrete runtime NameError around `TypeAdapter` when pydantic is absent and has the most explicit bug-specific title/diff.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the stronger standalone fix because it addresses a specific failure mode with a narrow code change and explicit dependency-conditional typing workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They share `serve.py` and `TypeAdapter`-related typing cleanup, but the fixes are for different problems: #43656 focuses on annotation evaluation/import typing changes, while #43842 fixes a `TypeAdapter` NameError when pydantic is not installed. They are not the same concrete bug and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "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": 14, + "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:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "8c45d97df29764bc2aa2a5cc556f6903c5da2fc4390efc7be718ce6081bc6c11", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors to standardized output tracing/capture decorators. Most PRs share the same pattern but are not duplicates because they target different model code paths; the only true near-duplicates are the GPT-J/CodeGen variants and the GPT-Neo variants.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical anchor: it explicitly targets issue 43979 and cleanly captures the GPT-J/CodeGen output-tracing refactor in the core model files.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the most representative substantive PR in the cluster because it ties directly to the tracking issue and covers the concrete shared output-tracing code path rather than just the broader refactor theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same refactor theme, but different model families/files; not the same underlying code change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing migrations, but they touch different architectures and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet vs EfficientNet; same pattern, different concrete implementation." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor in 44722." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; not the same bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are different code paths despite similar tracing cleanup." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing versus MGP-STR; different models and changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and implementations; only the refactor style is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same model family and likely the same concrete code-path change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same refactor pattern only." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo refactor is separate from GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; same pattern, different model." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated beyond the refactor pattern." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different models and changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models and code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM do not share the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different architectures." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different architectures." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44076", + "accept": false, + "reason": "TextNet and ImageGPT are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; the later PR overlaps the same concrete change set." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path and could be combined." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT versus ResNet/EfficientNet is only pattern-level similarity." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are unrelated model paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary overall: the packet supports a cluster of model-specific standardized output-tracing refactors, with the clearest overlap around GPT-J/CodeGen and GPT-Neo. The conservative false/true pair judgments are also consistent with the listed diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "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:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "74c408b024dbfa67b9e03c2e31c58e475f6edbc805ea85be81fb2af85eb667f6", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors toward standardized output capture/tracing, but they target different architectures and code paths. They are related by theme, not duplicates; none of the soft edges should be merged under strict PR duplicate criteria.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative because it is the only one with an explicit issue target and a clear, focused refactor title tied to one model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best overall representative: it is well-scoped, has an explicit linked issue, and clearly documents the output-tracing refactor pattern for one concrete model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and files (FocalNet vs ImageGPT). Both are standardized output-tracing refactors, but they affect separate forward paths and are not the same underlying fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate architectures with different forward signatures and tests; this is the same refactor pattern, not the same concrete bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different model implementations and output-tracing plumbing. Similar goal, but not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet are unrelated code paths. The overlap is only the standardized output-capture migration pattern." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct models with different output collection behavior. They are not the same bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both refactor output handling, but they modify different model-specific forward paths and APIs, so they should not be treated as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 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": "f55992ab8b865351b7312f1d3fd0d484160f38c8ce15dc337127d6d20601f4f0", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a family of per-model output-tracing refactors, not true duplicates. The PRs share wording and helper usage, but they target different model implementations and code paths, so they should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative standalone PR in the set: it makes a broader tracing change across two closely related model files (mamba and falcon_mamba) and introduces the tracing plumbing more clearly than the single-model refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 has the strongest standalone signal for this cluster because it is the broadest concrete output-tracing refactor among the candidates, but it still is not a duplicate of the other model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and code paths; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but for unrelated models; the diffs do not fix one shared bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations with only superficial similarity in helper usage." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone vs mamba/falcon_mamba: different model code paths, so not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model architectures; same refactor pattern is not enough to merge as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model stacks; these are separate refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths and outputs; no shared underlying bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything family: same broad tracing cleanup, but not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different architectures and filenames; not the same concrete code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "These touch unrelated encoder-decoder models, so they are not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor theme overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different output signatures; not mergeable as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs mamba/falcon_mamba: separate code paths and separate changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; same helper migration pattern does not make them duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; no shared bug or shared patch target." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations; the tracing cleanup is analogous but not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; not a single underlying issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and outputs; same theme, different fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba tracing changes are unrelated to SuperPoint's output refactor." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and model internals; not the same concrete problem." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model paths; only the refactor label matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model implementations with separate changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet vs CodeGen: same output-tracing motif, but different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision-Encoder-Decoder are different models; not one shared bug fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stack and different model family; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything refactor and SuperPoint refactor are separate changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; 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only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech-Encoder-Decoder vs DPR are unrelated changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; not the same underlying bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different forward/output behavior; no duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated implementations, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "51a6b3eede3520df8b6f4539e6eef3a2fe0d8b76dc7d82d53491997abc024fe4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only generic Transformers scaffolding files and docs registry edits, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner representative of the cluster: it has an explicit issue target, a focused new-model integration scope, and less overlap with the other PR beyond shared framework plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best single PR in this cluster to keep as the representative artifact, but only because it is more self-contained and explicitly tracked; it is not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these add different models for different use cases (PenguinVL vs Voxtral TTS) with different codepaths and files. The overlap is limited to shared auto-registry/doc/model boilerplate, which is too broad to indicate 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": 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": "cad6edba5e8452d1ae4633f0ae06b1a04d91d9dde75b0bf47f3a2eb46fe66bbe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related at the theme level (module/kernel fusion) but they implement different layers: one adds a generic Module Fusion API, the other wires up a specific n-to-1 kernel-fusion path via KernelConfig and integration changes. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the broader foundational change: it introduces the new `module_fusion.py` API and test coverage for the general fusion mechanism, making it the better representative of the shared module-fusion theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the more concrete end-user feature, but it is narrower and depends on integration points in `modeling_utils`, `kernel_config`, and `integrations`; it is less suitable as the cluster representative than the generic API PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related area, but not the same underlying change: #44979 adds a general module fusion API, while #45363 implements a specific KernelConfig-driven n-to-1 kernel fusion workflow. Different code paths and different mergeable scopes." + } + ] + }, + "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": "865a9b2c0420aacdb6eec7f9a9de773cb6d3f6e3db1c3dc8bd5dad16e7e09834", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds a regression test.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical representative because it contains the same code fix as #45086 plus an added test, making it the more complete patch for the same underlying AttributeError.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best PR to keep because it addresses the same concrete code-path bug as #45086 and includes test coverage, while still being a plausible single merged change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file; #45317 is effectively an expanded version of #45086 with added tests, so they could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "6cdbc8ca5e2b7e561794db428592c4fd0874007326d550fde2da819a8bf51447", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two separate Nemotron themes: a NemotronH refactor/split into dense+sparse variants, and a Nemotron ASR streaming addition. The PRs overlap on some auto/doc registry files, but they do not look like the same underlying change set, so I would not merge any soft edges.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate spans the whole cluster; if one PR must be picked, 46565 is the broadest and most complete ASR-streaming variant, but it is still a different change from the NemotronH refactor work.", + "best_issue_reason": null, + "best_pr_reason": "46565 is the most comprehensive single PR in the set, covering the larger ASR-streaming follow-up with the widest file impact; the others are narrower or belong to a different Nemotron branch of work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Same model family, but 45115 is a conversion-mapping/weight-rename refactor while 45569 is a broader NemotronH architecture split into dense/sparse with docs and tests. Not the same concrete change." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "These target different features: NemotronH refactor versus Nemotron ASR streaming. Shared auto/docs files are too generic to indicate a duplicate." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-related, but they add different model variants (Nemotron ASR vs Nemotron 3.5 ASR) and are not the same code-path 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": 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": "cbe12ce414db3a9fc616f93a893a5d984d267aab7225b884e1b5fd63a6b73644", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related parts of a heterogeneous-model feature, but they are not duplicates: one introduces per-layer configuration plumbing, while the other adds broader modeling/runtime support on top of that configuration work.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 45333 is config plumbing only, while PR 45332 adds model/cache/masking changes and tests; they are complementary, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the more representative end-to-end feature PR because it includes the concrete model/runtime behavior, not just the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Different scope and code-paths: 45333 adds heterogeneous per-layer config support, while 45332 adds heterogeneous model/runtime support and cache logic. They share helper files but do not fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "45f4074e1b4d145787bca7ec709032c84b8282274f7bff134ff6418c9057bfc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both typing-related, but they are not the same change: one is a broad type-checking sweep over many transformers files, while the other adds shared typing aliases/protocols and adjusts a smaller set of typing-sensitive code paths.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better representative of a concrete typing-infra change; PR 45415 is a much broader repo-wide type-checking pass and not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the most self-contained and specific PR in the cluster. 45415 is more of a mechanical type-checking expansion across many files, so it is less suitable as the canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: 45415 is a broad typing cleanup across many modules plus pyproject ignores, while 45425 adds type aliases/protocols and targeted typing fixes in a different set of code paths. Shared filenames are incidental, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "6aa2dbfeaf25a495fc4fcb029938eb135eaafc04f8ff9572a43cbb81451985a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: #45513 fixes multi-token cached forward behavior in Qwen3.5/Olmo hybrid linear attention, while #46084 fixes use_cache handling for seq_len > 1 in Mamba2. They address different model families and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45513 is the broader representative item in this cluster, covering the cached-forward bug across multiple related model implementations and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest standalone PR candidate because it is tightly scoped, has an explicit linked issue, and fixes a concrete cache-path bug in one model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different architectures and fix targets: Qwen3.5/Olmo hybrid linear attention cached forward vs Mamba2 use_cache with seq_len > 1. They do not appear to be the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c8ff9bdb980d4afb32718d6426161a546abe1210656e87ff65534c2e098d413a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both EP-related PRs, but they fix different bugs in different loading paths: #45548 strips serialized distributed_config and adds has_ep for accelerate/ZeRO-3 loading, while #45662 prevents MoE expert tensors from being overwritten during distributed post-shard wrapping/FSDP2. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR here: the two PRs address separate EP-loading failures with different root causes and code paths.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the more concrete standalone fix, with a specific overwrite bug and targeted changes across the loading path; #45548 is a different issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Shared EP context and one common file are not enough; #45548 targets serialized config/has_ep handling for ZeRO-3 loading, while #45662 fixes expert tensors being overwritten after post-shard wrapping in a different distributed path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e1a5ac9230995bc0d1a429d0ae556440ada11b004cfea815bcfae4c8a0374b5f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same captured_info / xdist collision bug around patched testing debug logs; PR 45645 looks like the broader superset and most likely canonical PR.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs and matches the underlying xdist/captured_info failure mode they are fixing.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it appears to include the helper fix in `testing_utils.py` plus the CI/workflow changes needed to collect multiple `captured_info*.txt` files, making it the broader end-to-end fix.", + "best_issue_reason": "Issue 45561 is the only clear issue anchor and directly describes the common bug both PRs are trying to resolve.", + "best_pr_reason": "PR 45645 is the best representative because it covers the same core xdist-safe captured_info change as 45639 and adds the related artifact-collection adjustments needed for CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They target the same concrete bug path: xdist-safe handling of captured_info debug output. 45645 appears to subsume 45639 by including the same testing_utils fix and adding the workflow-side handling for multiple output files." + } + ] + }, + "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-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "840178e070cb0ca5047d5967298628cda7c302673fff02feaacab2bb982a8247", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7523, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7523, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is an AutoModel registration tweak for GLM-ASR, while the other two add attn_implementation dispatch for different model families. The RecurrentGemma and BLIP-2 PRs are superficially similar but target distinct code paths and should not be merged together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46401 is the strongest representative of the attn_implementation dispatch work because it covers multiple BLIP-family models and includes code plus tests/docs, making it the most substantial standalone change in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the best single PR to keep: it is a clear, self-contained feature implementation with broader model coverage and higher review activity than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: AutoModel mapping for glmasr vs attn_implementation dispatch for RecurrentGemma. No shared concrete bug or code path." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated scope: one adds a model registry entry, the other changes attention-dispatch support across BLIP models. Not the same underlying fix." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both concern attn_implementation dispatch, but for different model families and implementation paths. Same broad theme, not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "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": "029f9c5b677847d4c06e22a4453e197e045cee3045d26cf85eab16ca294fa241", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both linter-rule driven model changes, but they address different code paths and different rule families: TRF003 forward/return-dict handling vs TRF018 weight initialization. The overlap in touched model files is incidental, not a duplicate change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the cleaner representative for the cluster because it is a narrowly scoped fix around forward signatures and return behavior; however, it is not the same change as 46259.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best single representative of this cluster because it is more focused and self-contained, but it should not be treated as a duplicate of 46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: they implement different linter rules and fix different underlying problems. 45720 changes forward return-dict/tuple behavior, while 46259 updates _init_weights initialization patterns; shared model filenames are not enough to merge them 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": 27, + "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": 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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "c762ef54ed0c95fd5876a277e404c374a58d0bec6d0006a5b713fc09baab3a62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is a broad CI/model/config test-related change, while the other is a ViT test migration. They do not address the same concrete bug or change and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR emerges because the PRs are about different changes: #45932 is a broad testing/CI/model config patch, while #46100 is a ViT test migration.", + "best_issue_reason": null, + "best_pr_reason": "#46100 is the cleaner representative PR in this cluster: it has a narrower, coherent purpose (test migration) and less unrelated noise than #45932.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the diffs target different workstreams. #45932 mixes CI secrets plus model/config changes across many files; #46100 only adds/migrates ViT tests. They are not the same underlying fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "848f366904c00e9ed9c65ffc4855bf3e78a86fefa5ae8a20e682d1cca3c8213d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar (adding SDPA/attention dispatch support), but they touch different model families and code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2 all add attn_implementation support in different model implementations, so they do not fix the same concrete bug/change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the cleanest representative of the pattern: a narrowly scoped, model-specific SDPA dispatch addition with accompanying tests/docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are about attention dispatch, but CTRL and T5 are separate model implementations and do not share the same concrete code path or mergeable fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL support and wav2vec2-family support are distinct model-specific changes; same broad theme, but not the same underlying change." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 and wav2vec2 are unrelated model paths; they should not be merged as duplicates just because both add SDPA dispatch." + } + ] + }, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "7c7cbf1bea6c91dcd8ab045bf699e5defac404757060b5acf2b2eef62233264b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the distributed stack overlap on several files, but they target different changes: one is focused on EP/Trainer integration, the other is a broad distributed branch base. They are not the same concrete fix/change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader, more central integration branch for the distributed subsystem and touches the shared infrastructure files, so it is the better cluster anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best representative of the cluster because it is the more foundational distributed change set; PR #46126 is a narrower feature integration on top of that area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They overlap in distributed code, but the PRs are not the same underlying change: #46126 adds EP + Trainer integration, while #46269 is a much broader distributed branch base. Shared files alone are not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 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-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "eb715316fac71afa136a77f23a4e2da2577fb08f0c5b4ace7681befc6983e61b", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23353, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23353, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are small workflow-maintenance PRs, mostly across different files. The only notable overlap is the pr-ci-security-gate workflow, but those PRs implement different security-gate changes rather than the same fix, so there are no true duplicates here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate canonical. If one must represent the cluster, 46554 is the most substantive workflow-security change, but it is not the same change as the other workflow PRs.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the best representative because it makes the clearest concrete hardening change in the shared security-gate area; the other PRs are either unrelated workflow tweaks or different implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior changes; only broad CI-maintenance similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edit versus a security-gate workflow tweak; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI update is unrelated to the pr-ci-security-gate workflow change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files with unrelated shell quoting/CI behavior changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Both touch workflows, but one updates self-comment CI and the other updates SSH-runner; distinct changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening and benchmark trigger changes are different workflow behaviors." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and goals: SSH-runner hardening vs anti-slop permissions refactor." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH-runner changes are unrelated to assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; not the same code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH-runner update is unrelated to the pr-ci-security-gate permission/approval changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but one is anti-slop permissions and the other is benchmark dispatch handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows with no shared change target beyond repository CI plumbing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions change and build-ci shell quoting are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but different workflows and different fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark dispatch are separate workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "No shared underlying bug; one targets reviewer assignment, the other build-ci trigger parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-ci message parsing are different changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow edits, but they address different CI entry points and problems." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci environment parsing and security-gate workflow changes are not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits; same broad area only." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different pr-ci-security-gate implementations: one adds checkout/diff checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds direct security checks while the other swaps to a reusable workflow with explanatory notes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but they implement different security-gate structures and are not mergeable as one change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci shell quoting and pr-ci-security-gate restructuring are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening and reusable security-gate workflow changes are distinct." + } + ] + }, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "de97c2de36151a6a56246f7c6fa158ea2626b7b030205f9c523a04ac27e146be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both replace file-open source inspection with safer source access, but they target different modules and different behaviors, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is canonical for the cluster: #46152 changes import_utils source resolution for reading its own module files, while #46207 changes modeling_utils attention-implementation detection. They are related only at the pattern level, not the same code-path bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() on source files, but they fix different code paths in different modules with different purposes. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "3f684dc3b2575a7cf04494e147d61d5e3a5ed3330265e991ba157142d45ed9e9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are clear duplicates of the same StaticLayer type-hint fix; the cache max-len config PR is a separate generation behavior change and should not be merged with them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earlier, direct fix for the StaticLayer get_seq_length type annotation, with the same issue target and identical code change as #46474.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest representative of the duplicate pair because it is the cleaner, earlier formulation of the same fix; #46474 is redundant, and #46436 addresses a different bug in static cache length handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different underlying problems: #46436 changes static cache max length selection in generation logic, while #46474 only adjusts StaticLayer.get_seq_length type hints." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both modify cache_utils.py with the same get_seq_length return-type annotation fix for StaticLayer and target the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The 46173/46474 pair is supported as the same type-hint fix with the same issue target and identical diff, and 46436 is clearly a separate generation-cache behavior change in a different file. The soft-edge verdicts are conservative and match the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 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": "69ba8ae6a8eb3d829c194bd78ab5016eb40ed8faccb567ca0fed4fa8f1d18519", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the right side of the sliding-window mask for Moonshine streaming. PR 46546 is a broader superset because it also fixes Gemma 4 and adds tests, so it is the better representative PR.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the broader, more complete change: it includes the same Moonshine streaming boundary fix plus a companion Gemma 4 fix and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 best represents the cluster because it carries the same core Moonshine streaming bug fix while also covering the related Gemma 4 instance and validation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete bug: the right-window boundary in `sliding_window_mask_function` was off by one in Moonshine streaming. PR 46546 contains the same Moonshine fix, so these can plausibly be merged into one change, even though 46546 also includes Gemma 4 and tests." + } + ] + }, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "94d34352e26c7e1ca2b9bd2f14f18cb180e26e48896cf208e7da69aa67641adf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, while the other adds a new HunYuan VL model implementation, docs, and tests. They do not fix the same code-path problem and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the stronger standalone PR because it is a full model addition with docs and tests; PR #46376 is a separate draft infrastructure change and not a duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different goals and code paths: continuous batching/multimodal runtime support versus a new HunYuan VL model integration. They do not appear mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "1dd5b4269fcef1cf5be660398a845489484f384eae318d9ed3fb8c3c9db0f115", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer work items, but they are not duplicates: one PR \u0641\u0642\u0637 moves the existing MistralConverter into the new integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. Shared files reflect a common subsystem, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader, more substantive Mistral tokenizer change and appears to subsume the new tokenizer support work; PR #46603 is mainly a refactor/move of the existing converter.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best representative of the cluster because it implements new behavior rather than only reorganizing code, making it the more meaningful anchor for this Mistral tokenizer area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "They touch the same Mistral tokenizer files, but #46603 is a converter move/refactor and #46604 adds tekken tokenizer detection/conversion/save functionality. Different concrete changes and not plausibly one merged PR duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/manifest.json b/snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f4c828dc5a4e1ba0364030a6976b74a72521e370 --- /dev/null +++ b/snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260612t180035z", + "artifacts": { + "hybrid": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-12T18:05:46Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260612T180035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260612T180035Z/manifest.json b/snapshots/20260612T180035Z/manifest.json index d979859302c48f4857fba6a2e4724404f6f5b2fd..ad87e6538858a1f54a6325f52a793fe692b5b720 100644 --- a/snapshots/20260612T180035Z/manifest.json +++ b/snapshots/20260612T180035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 796 }, "extracted_at": "2026-06-12T18:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260612t180035z", + "runs": { + "hybrid-model-20260612t180035z": { + "analysis_id": "hybrid-model-20260612t180035z", + "artifacts": { + "hybrid": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/manifest.json", + "model": null, + "published_at": "2026-06-12T18:05:46Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260612T180035Z", "watermark": {