diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e4335bc6d20ce8849e6e261de24ad6066a117609..3d87195e746811a80dbd5abecaaaf7b5af4991e9 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": "20260611T000026Z", - "generated_at": "2026-06-11T00:10:24Z", + "snapshot_id": "20260611T060033Z", + "generated_at": "2026-06-11T06:04:32Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 77cdf431e30f06987c487a0fdc3103f1e5ed2174..3ee3a5f2e0d6d313212141c50f8de81126c91c22 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": "20260611T000026Z", - "generated_at": "2026-06-11T00:10:24Z", + "snapshot_id": "20260611T060033Z", + "generated_at": "2026-06-11T06:04:32Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -439,8 +439,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -825,8 +825,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1141,8 +1141,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1477,8 +1477,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1761,8 +1761,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2074,8 +2074,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2413,8 +2413,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2734,8 +2734,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3065,8 +3065,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3408,8 +3408,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3730,8 +3730,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4056,8 +4056,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4374,8 +4374,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4686,8 +4686,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4987,8 +4987,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5313,8 +5313,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5589,8 +5589,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5872,8 +5872,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6172,8 +6172,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6501,8 +6501,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6802,8 +6802,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7096,8 +7096,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7422,8 +7422,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7741,8 +7741,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8019,8 +8019,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8317,8 +8317,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8615,8 +8615,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8937,8 +8937,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9241,8 +9241,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9588,8 +9588,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9886,8 +9886,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10170,8 +10170,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10461,8 +10461,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10758,8 +10758,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -11063,8 +11063,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -11367,8 +11367,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -11643,8 +11643,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -11955,8 +11955,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -12274,8 +12274,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -12600,8 +12600,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -12915,8 +12915,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13239,8 +13239,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13558,8 +13558,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13870,8 +13870,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14195,8 +14195,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14507,8 +14507,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14807,8 +14807,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15140,8 +15140,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15466,8 +15466,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15788,8 +15788,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16117,8 +16117,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16471,8 +16471,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16861,8 +16861,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -17267,8 +17267,8 @@ "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": [ @@ -17345,8 +17345,8 @@ "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": [ @@ -17416,8 +17416,8 @@ "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": [ @@ -17479,8 +17479,8 @@ "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": [ @@ -17709,8 +17709,8 @@ "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": [ @@ -18031,8 +18031,8 @@ "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": [ @@ -18094,8 +18094,8 @@ "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": [ @@ -18157,8 +18157,8 @@ "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": [ @@ -18220,8 +18220,8 @@ "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": [ @@ -18283,8 +18283,8 @@ "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": [ @@ -18383,8 +18383,8 @@ "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": [ @@ -18508,8 +18508,8 @@ "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": [ @@ -18628,8 +18628,8 @@ "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": [ @@ -18691,8 +18691,8 @@ "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": [ @@ -18754,8 +18754,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18817,8 +18817,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18880,8 +18880,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18998,8 +18998,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -19102,154 +19102,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "93b0b80457dcbee5e494069d7467228c45d19048c1615ef51205244f63671c36", + "prepared_review_unit_hash": "f2cdf9608292aa59b7e5ad65a47b6420eeee708206932d6c8600c03c83578573", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38083, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38089, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38083, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38089, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft duplicate pair is credible: the two `fixed_cross_entropy` PRs are the same fix in the same file. The rest are unrelated model additions, refactors, or tests and should remain separate.", - "confidence": 0.97, + "summary": "The cluster is mostly heterogeneous; only the fixed_cross_entropy pair (43251/43254) looks like the same underlying bug fix. Everything else spans unrelated model additions, docs, tests, or refactors.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative: it explicitly targets issue 43240, fixes the concrete `fixed_cross_entropy` kwargs path, and is the clearer primary implementation of the change.", + "canonical_pr_reason": "PR 43251 is the strongest representative of the only true duplicate pair: it directly targets issue 43240 and patches the core loss helper with the same kwargs-forwarding fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only true duplicate pair because it has the explicit issue target, a direct code-path fix, and clearer linkage to the underlying bug than the near-duplicate 43254.", + "best_pr_reason": "PR 43251 is the clearest concrete fix in the cluster, with an explicit issue link and the most direct implementation of the cross-entropy kwargs pass-through.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model integration vs an ExecuTorch dynamic-shape test; different code paths and different changes." + "reason": "Unrelated PRs: VideoPrism model addition vs an Executorch export test; different code paths and goals." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions vs adding a new MobileLLM model; unrelated changes." + "reason": "Different tokenization bugfix vs adding a new model; only loosely related to token/model infrastructure." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs export test coverage; not the same underlying bug or change." + "reason": "One is a Mistral tokenizer method fix, the other is an export dynamic-shapes test; not the same change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness/autoloading work vs a new model implementation; separate changes." + "reason": "Processor robustness cleanup across several models vs adding MobileLLM; too broad and not the same underlying bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; unrelated." + "reason": "A loss-helper kwargs fix and a new MobileLLM model are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper fix vs Mistral4 test/model work; different code paths." + "reason": "Cross-entropy kwargs forwarding vs Mistral4 test/model changes; different subsystems and problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 test/model work; not duplicates." + "reason": "Executorch dynamic export test vs Mistral4 model/test fixes; no shared concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test vs new MobileLLM model code; unrelated." + "reason": "Export dynamic-shapes test and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs config-resolution refactor; different scope and bug." + "reason": "New MobileLLM model vs config-resolution order fix; different functionality and code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-interface refactor; unrelated." + "reason": "New model addition vs Falcon output-interface refactor; not the same bug or change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; not the same underlying change." + "reason": "Falcon refactor vs model-creation skill/draft tooling PR; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor vs Mistral4 fixes; different models and code paths." + "reason": "Falcon output-collection refactor and Mistral4 fixes are separate model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work vs CLIP-family `layrnorm` rename; unrelated." + "reason": "Mistral4 tests/model wiring vs a CLIP-family typo rename; different models and fixes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model work vs chat-response parsing updates; different subsystems." + "reason": "Mistral4 fixes vs chat parsing/serve update; unrelated areas of the library." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model work vs TDT loss kernel integration; unrelated." + "reason": "Mistral4 test work vs adding a TDT loss kernel; different feature areas." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work vs config-resolution ordering fix; different bug and code path." + "reason": "Mistral4 fixes and config-resolution order fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 work vs model creation skill PR; clearly unrelated." + "reason": "Model test fixes vs a model-creation skill/docs PR; not a duplicate change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model addition vs model-creation skill/docs; the latter is tooling, not the model change itself." + "reason": "A new model implementation and a meta skill/tooling PR do not fix the same bug." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same `fixed_cross_entropy` helper in the same file to pass supported kwargs to `nn.functional.cross_entropy`; these are duplicate implementations of the same fix." + "reason": "Both PRs fix the same concrete cross-entropy helper path in loss_utils.py by forwarding supported kwargs to nn.functional.cross_entropy, and they could plausibly be merged into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, 43251/43254, is supported by the shared issue target, same file, and near-identical `fixed_cross_entropy` changes. The other pair verdicts are conservative and their reasons stay within the evidence shown." + "feedback": "The summary is grounded in the packet: 43251/43254 share the same issue target (43240), the same file, and the same cross-entropy kwargs-forwarding bugfix. The other pairwise verdicts are conservative and do not overstate similarity. The cluster-level summary also stays appropriately cautious about the rest being heterogeneous." }, "evaluator_used": true, "retried": false, @@ -19276,7 +19276,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "f76745643bd23e87982111ad8a14e23e030886e606327a97ba98da3b91feba83", + "prepared_review_unit_hash": "911c2ea0e3b1d3c1dd1c2f71bb137c9cba51814a3a92f214974d2fc4dde1e5da", "component_budget": { "node_count": 2, "item_count": 2, @@ -19298,18 +19298,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs for the VibeVoice model family, but they are not duplicates: one is the base VibeVoice implementation, the other adds a realtime variant plus acoustic-tokenizer support.", + "summary": "Two related VibeVoice PRs, but they target different scope: the base VibeVoice implementation vs a later realtime extension with acoustic-tokenizer work. They overlap on shared model plumbing, yet not on the same concrete change set, so they should not be merged as duplicates.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the original, broader VibeVoice implementation and the natural anchor for the cluster; 42781 is a later extension rather than the same change.", + "canonical_pr_reason": "PR #40546 is the better canonical PR: it is the main implementation of VibeVoice, appears more mature, and represents the core feature rather than a follow-on realtime variant.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative because it introduces the core codepath and model docs, while 42781 is a follow-on realtime-focused expansion.", + "best_pr_reason": "PR #40546 is the best overall PR candidate because it is the primary, broader VibeVoice addition. PR #42781 is narrower and more specialized around realtime/acoustic-tokenizer behavior.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files are not enough to make these the same PR: 40546 implements the base model, while 42781 adds realtime-specific functionality and acoustic-tokenizer pieces. They are related, but not the same concrete fix/change." + "reason": "Reject: they share VibeVoice files, but #40546 adds the base model and docs while #42781 adds realtime-specific and acoustic-tokenizer changes. The concrete code paths and mergeable scope are different, so this is not a duplicate PR pair." } ] }, @@ -19339,7 +19339,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "b6c55fec6ea56ca3b235b2393d2bc00a51700f2c54360e8ac613aa2970fff852", + "prepared_review_unit_hash": "f27c223443e7da9573be418fa9c1b716353b78acd8a3de14b0698ee4a95cd72a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19361,18 +19361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not share the same bug, code path, or fix target, so this is not a duplicate cluster.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not represent the same underlying bug or change, so they should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the better standalone PR to highlight because it is a focused model-capability addition with clear model, auto-model, and test coverage; PR 40755 is a separate forecasting feature in a different subsystem.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and code paths: TimesFM covariate forecasting vs. DINOv3 image classification. They cannot plausibly be merged as one fix/change." + "reason": "Different models, different code paths, and different feature goals; they are not the same fix and would not be merged as one PR." } ] }, @@ -19467,12 +19467,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "c05bae6b6e01ccf19753a826d35b2e0195eb4f330f0157b7bb4797b52399c357", + "prepared_review_unit_hash": "5bf0b08997383f528d54a75d9701353e501ec9aa6bf97451775f0afbae894909", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10433, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19480,7 +19480,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10433, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19489,24 +19489,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers integration scaffolding, but each targets a different model family and code path, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share Transformers boilerplate but implement different model codepaths and docs, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR introduces a different model package and associated docs/auto-registry changes, so they should not be collapsed together.", + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it is a substantial model addition with the broadest implementation footprint and the most discussion, but it is still distinct from the other two model-introduction PRs.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a true cluster representative; 45630 is the broadest implementation-wise, but it is still unrelated to the other two model additions.", + "best_pr_reason": "PR #45630 is the best single representative because it is the most fully developed and central-looking of the three, though it does not subsume the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model families (DeepSeek OCR vs Isaac) with different model/config/processing code; shared registration and docs plumbing is not enough to make them the same change." + "reason": "Different models and different implementations (DeepSeek OCR vs Isaac). Overlap is only in shared scaffolding like auto mappings and docs, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 add different models and touch different underlying implementations; they are not the same bug or patch and would not be merged as one PR." + "reason": "Different model additions (Isaac vs Kimi2-6) with different model-specific files and codepaths. Shared framework registration files are not enough to treat them as one PR." } ] }, @@ -19536,7 +19536,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "031bb66bc5b9b37f1ed2c3adfd25c0434b4f8cc47e2fa96ef134c4e1633c238f", + "prepared_review_unit_hash": "691c4f8e322457bf075bd82ac07523dde2639d4540e32c0625dd7796d22f9b35", "component_budget": { "node_count": 2, "item_count": 2, @@ -19558,18 +19558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related GitHub Actions maintenance PRs, but they address different upgrades and should not be merged as duplicates: one is a broad Node 24 compatibility bump across many workflows, the other is a narrower Docker action version update.", - "confidence": 0.94, + "summary": "Two open PRs both update GitHub Actions versions in workflow files, but they target different actions and different maintenance goals: one is a broad Node 24 compatibility sweep, the other is a general latest-version bump focused on docker/build-push-action and a few other workflows. They overlap in files but do not look like the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative because it is the broader, more explicit upgrade effort for GitHub Actions Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the broader, more specific maintenance change: it explicitly targets Node 24 compatibility and updates multiple core workflow actions. It is the better canonical representative if one must be chosen, but it is not a duplicate of PR 42976.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest cluster representative due to its wider scope and clearer umbrella purpose compared with the narrower Docker action version bump in 42976.", + "best_pr_reason": "PR 42975 is the best standalone candidate because its title and diff describe a coherent, clearly scoped upgrade theme across many workflows. PR 42976 is narrower and centered on a different action family, so it is less representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different changes: 42975 updates multiple GitHub Actions to versions compatible with Node 24, while 42976 only bumps docker/build-push-action and a few related workflow actions to newer versions. They touch overlapping files but not the same underlying fix." + "reason": "Reject: both are workflow dependency upgrades, but they change different action ecosystems and are not the same fix. 42975 is about Node 24 compatibility across many GitHub Actions; 42976 updates docker/build-push-action and a few other actions to latest versions. Shared workflow files alone is not enough to merge them as duplicates." } ] }, @@ -19606,7 +19606,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "70ab2aad60f2ce56ca99b688e5196947106c33a2b2e111b1076386a3329f5d72", + "prepared_review_unit_hash": "dd6b8e660f8f27298e3cc39c216f47f76c29a9663a948393bb54f7e5d3b77093", "component_budget": { "node_count": 4, "item_count": 4, @@ -19628,48 +19628,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition efforts that only overlap on shared Transformers scaffolding (docs, auto mappings, package exports). They do not look like the same underlying change, so none of the soft edges should be merged.", - "confidence": 0.98, + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM) that only overlap on generic onboarding files like docs and AutoModel registration. They are not duplicate fixes/changes to the same concrete code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains distinct additions for ViT NEPA, Molmo, Molmo2, and CTSM, so there is no single duplicate change to canonize.", + "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest representative by breadth and maturity: it has the largest review activity and the broadest implementation/test surface, but it is still a distinct model addition rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative PR, 43451 (Molmo2) is the most extensive and most reviewed, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 43451 looks like the most complete and well-reviewed of the set, with substantial implementation coverage across modeling, processing, video, docs, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared files are only framework registration/docs, not the same code-path fix." + "reason": "Different model families (ViT NEPA vs Molmo). Shared files are just generic model-registration and docs boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model implementations with only generic auto/doc overlap." + "reason": "Different additions for different models (ViT NEPA vs Molmo2). Overlap is limited to shared auto/doc plumbing, so they are not mergeable as one fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are separate model additions; overlap is limited to common Transformers plumbing." + "reason": "ViT NEPA and CTSM are unrelated model additions; the common files are standard integration points, not evidence of the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are different models with different configs/processors/tests; not the same underlying change." + "reason": "Molmo and Molmo2 are related in naming but are distinct architectures with separate model, processor, and test implementations; this is not the same PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different models and code paths; shared edits are only broad package/auto-mapping updates." + "reason": "Molmo and CTSM are different models. Their shared edits are generic registry/docs updates, which is too broad to treat as a duplicate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated additions; the similarity is superficial and not mergeable as one PR." + "reason": "Molmo2 and CTSM touch some of the same integration files, but they implement different model families and different code paths, so they should not be merged." } ] }, @@ -19712,94 +19712,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "ed419e285bb40e318d817cc8fb1791e0746e1e8abf2f5fc50b06c648923163be", + "prepared_review_unit_hash": "d8c604c7cf7279ec9f5b4281944d1dda5858ecfc0ac348228a58b475a911d0ec", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16422, - "estimated_input_tokens": 4106, - "estimated_eval_tokens": 8468 + "serialized_chars": 16416, + "estimated_input_tokens": 4104, + "estimated_eval_tokens": 8464 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16422, - "estimated_input_tokens": 4106, - "estimated_eval_tokens": 8468 + "serialized_chars": 16416, + "estimated_input_tokens": 4104, + "estimated_eval_tokens": 8464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicates here; the PRs are all separate fixes across unrelated models/test suites, with one substantive code fix standing out.", - "confidence": 0.87, + "summary": "These PRs are mostly unrelated and were only softly linked by generic \"fix\"/\"test\" similarity. The only substantive code fixes are in different subsystems, so they should not be collapsed as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the strongest representative: it fixes a concrete fp8 dequant/loading path bug in core model loading and fine-grained FP8 integration, with supporting tests and targeted code changes.", + "canonical_pr_reason": "If one PR must be used as the anchor, 46380 is the strongest representative because it fixes a real runtime validation bug in generation code and includes corresponding test coverage, unlike the test-only or placeholder PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best global choice because it addresses a specific runtime code-path defect rather than only adjusting tests, and its diff is cohesive and technically substantive.", + "best_pr_reason": "46380 is the best overall PR candidate: it addresses a concrete code-path defect, is clearly fix-oriented, and is more merge-worthy than the mostly test-scaffolding changes. The other PRs either target different bugs or are not substantive fixes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:46541", "accept": false, - "reason": "Whisper tokenizer/test changes vs trainer batch-size tests; different subsystems and different failure modes." + "reason": "Whisper tokenizer decoding vs trainer item-count tests; no shared underlying bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-oriented, but one is Whisper tokenization behavior and the other is unrelated CLIP/ViT test edits; no shared underlying bug." + "reason": "Whisper decoding fix vs placeholder test edits in CLIP/ViT; unrelated changes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic vs fp8 dequant/loading path; unrelated code paths and models." + "reason": "Whisper timestamp decoding vs FP8 dequant/loading changes; different subsystems and defects." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer fixes vs generation watermarking/config and broad generation-test updates; not the same bug." + "reason": "Whisper tokenization fix vs generation watermarking/validation fix; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Generic CLIP/ViT test edits vs PhiMoE integration-test changes; different models and different purposes." + "reason": "Placeholder test-only PR vs PhiMoE integration-test change; no common underlying fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-file churn in vision models vs a concrete fp8 loading/kernel fix; no same underlying change." + "reason": "Test placeholder edits do not match the FP8 dequant/runtime fix; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated model test adjustments vs generation/watermarking bug fix; not mergeable as one PR." + "reason": "CLIP/ViT test placeholders are not the same change as generation validation and whisper-related runtime fixes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading fix vs PhiMoE integration test setup; different components and no shared bug." + "reason": "FP8 quantization/dequantization fix vs PhiMoE test harness change; different code paths and problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both touch large areas, but they fix different concrete issues: fp8 loading/padding versus generation watermarking validation." + "reason": "Both are real fixes, but one is FP8 dequantization while the other is generation-config validation; too different to merge as one PR." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config validation fix vs PhiMoE integration-test changes; unrelated code paths." + "reason": "Generation config validation fix vs PhiMoE integration-test adjustment; not the same underlying bug." } ] }, @@ -19829,12 +19829,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "a1d9ce8bc1c2ebaf0559613211f2413c1fac86cdc34e0e107881af94e0216f47", + "prepared_review_unit_hash": "dc2238b9eea0c85ee82f194cbb7512564c276ddd85e737f6fd1ab103e83f1e7d", "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 }, @@ -19842,7 +19842,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19851,18 +19851,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #43488 is a setup/version/dependency tweak for repo-bot testing, while #43532 changes GitHub workflow and testing utility code. The shared Vitest file is incidental.", - "confidence": 0.98, + "summary": "Two open PRs that both look like intentional bot-test placeholders, but they exercise different areas and do not appear to fix the same underlying problem. The only overlap is a shared test file, which is incidental.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these changes target different code paths and would not be merged into one PR.", + "canonical_pr_reason": "PR 43532 is the broader representative of the cluster: it changes multiple workflow/test-related files and appears to be the more substantial placeholder. PR 43488 is a narrower setup/version-format probe.", "best_issue_reason": null, - "best_pr_reason": "No good global best PR for this cluster; the PRs are unrelated and neither subsumes the other.", + "best_pr_reason": "PR 43532 is the better cluster representative because it has the larger and more varied diff, while 43488 is a small, single-purpose change. Neither is a strong duplicate target for the other.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: #43488 updates setup/versioning and a test dependency, while #43532 rewrites CI/workflow and testing utility behavior. Shared test filename is not enough." + "reason": "Reject: these are different bot-test PRs with unrelated changes. 43488 tweaks setup/version and dependency tables; 43532 alters CI workflows, testing utilities, and notification code. Shared Vit test file is not enough to indicate the same underlying bug/change." } ] }, @@ -19892,7 +19892,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "24e903f445016db11887da0251505dd80b64dde424325b571b42be545f96fbd1", + "prepared_review_unit_hash": "64f2848c8385a508e12634148d75303657da2a7e0f2d02ac8411e25e73bb7de2", "component_budget": { "node_count": 2, "item_count": 2, @@ -19914,18 +19914,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related pipeline additions, but they are different features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. The shared docs/registry/test scaffolding is boilerplate, not evidence of the same underlying change.", + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share similar scaffolding and documentation changes, but they target different tasks and model paths, so they should not be merged as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 target different segmentation pipelines and should remain separate.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If a representative is needed, 43613 is the broader PR, but it is still not a duplicate of 43612.", + "best_pr_reason": "PR 43613 is the broader/more representative change, with more model coverage and task wiring, but it is still a separate feature from PR 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. They share framework/docs plumbing, but not the same underlying bug or change, so they should not be merged as duplicates." + "reason": "Different underlying feature work: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same PR." } ] }, @@ -19955,7 +19955,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b4e9101463235f8c36da8ffe86148e211231b1d27b9bed3ce78a4dc14b932af8", + "prepared_review_unit_hash": "9560df71809eef7bbacc6f7ffbe173df3ab092d66fb33cdf42415b62886edee5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19977,18 +19977,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py`, but they address different trainer code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicates and should not be merged together.", - "confidence": 0.95, + "summary": "The two PRs both touch `trainer.py` but change different trainer extension points: one alters gradient-accumulation loss scaling, the other factors out signature-based column filtering. They are not the same underlying change or bug fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate changes in the same file, but they fix different behaviors and do not represent the same underlying bug or feature.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more concrete behavior change in the cluster (loss scaling in `training_step`), but it still does not subsume PR 43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: 43651 alters gradient accumulation loss scaling via `_loss_is_scaled_for_ga`, while 43663 adds `_get_signature_columns` to change trainer input-column filtering. Same file only, not the same fix." + "reason": "Different code paths and goals: `_loss_is_scaled_for_ga` affects training loss normalization, while `_get_signature_columns` affects dataset column filtering. Shared file alone is not enough to treat them as duplicates." } ] }, @@ -20018,12 +20018,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "d119c3bf0a5873262c2fb1982b9c715dea3366a053e16cb65955e062a459249c", + "prepared_review_unit_hash": "93c162a90f89cc1f884e091868ec8866707688f70a05d5febb912d0f9fdcda84", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20031,7 +20031,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20040,18 +20040,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs touch the same CLI file but appear to fix different NameError/type-annotation problems, so they should not be deduplicated.", - "confidence": 0.89, + "summary": "Two PRs touch the same CLI file but fix different TypeAdapter-related issues: one is a typing/annotation cleanup, the other addresses a runtime NameError when pydantic is missing. They should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more concrete fix: it directly guards the TypeAdapter import/annotation for environments without pydantic, matching the explicit issue target and narrow failure mode.", + "canonical_pr_reason": "PR #43842 is the more concrete fix: it directly handles the missing-pydantic TypeAdapter NameError by importing TypeAdapter only under TYPE_CHECKING and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the strongest standalone candidate because it targets a specific runtime import-error path in the CLI and has the clearest bug-to-fix correspondence.", + "best_pr_reason": "PR #43842 is the best candidate in this cluster because it targets the actual runtime failure described by its title and diff, rather than a broader typing refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file, but different underlying bugs: #43656 updates future-annotation/type-hint usage more broadly, while #43842 fixes TypeAdapter being unavailable when pydantic is not installed. They are not the same concrete change and would not be merged as one PR." + "reason": "Reject: these are different underlying changes. #43656 modernizes annotations in serve.py, while #43842 fixes a runtime TypeAdapter NameError when pydantic is not installed. Same file, but not the same bug or mergeable as one PR." } ] }, @@ -20243,349 +20243,463 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "3392d99fdb1cb7f41cddf1e2d0bb4ae8b5e329f08c46017e66ec3a39a16f0f34", + "prepared_review_unit_hash": "6dfe1c561e626714b610e8c8a10c3510f47a25d1ec560bee1293e11957f6c95e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84890, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75089, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75087, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a batch of model-specific output-tracing refactors. I only accepted soft edges where the two PRs touch the same concrete model/code path; cross-model similarity and shared umbrella references were not enough.", - "confidence": 0.87, - "canonical_issue_reason": "No standalone issue artifact is included. The closest umbrella is #43979, but only a subset of PRs explicitly link it; the rest share the broader output-tracing refactor theme without proving they all belong to one issue.", - "canonical_pr_reason": "PR 44066 is the clearest representative of the tight GPT-J/CodeGen subgroup: it changes the same concrete output-tracing code path and explicitly points at the umbrella tracking issue used by that subset.", - "best_issue_reason": "No issue node is available to select. If one were needed, #43979 best matches the subset of PRs that explicitly reference it and the broader output-tracing refactor theme.", - "best_pr_reason": "PR 44066 is the strongest single representative of the actual duplicate subgroup because it spans the shared GPT-J/CodeGen path and is the most umbrella-like of the same-model refactors.", + "summary": "This cluster is mostly a theme cluster around standardized output-tracing refactors across many different models, not one duplicate set. The clear duplicate subclusters are GPT-J/CodeGen and GPT-Neo; most other pairs only share the same tracking issue or broad refactor pattern and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present in the cluster; 44722 is the best canonical PR anchor for the strongest duplicate subcluster because it overlaps the same GPT-J/CodeGen output-tracing changes seen in 44066 and 44085 and is the latest/broadest version.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best overall PR representative: it is the clearest, most complete instance of the duplicated GPT-J/CodeGen refactor and subsumes the same concrete gptj.py output-tracing work.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; same refactor theme is not enough." + "reason": "Different model families; they only share the broad output-tracing theme and the same issue target." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Cvt/FNet and DeBERTa-v2 are separate model refactors." + "reason": "Different concrete model/code paths; shared issue target alone is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing change family on the same concrete file path." + "reason": "Same GPT-J output-tracing refactor in the same file path; overlapping standardized capture_outputs/can_return_tuple migration." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are different model implementations." + "reason": "Different model families and implementations; same issue target is not enough." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different concrete changes." + "reason": "Different model families; only the refactor theme matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model changes." + "reason": "Different model families/code paths; same tracking issue is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different models and forward paths." + "reason": "Different model families and concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate code paths." + "reason": "Different models; only the standardized output-tracing pattern overlaps." }, { "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": "Same GPT-Neo output-tracing refactor in the same model family/file set; one looks like a revision of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "Different model families and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen; same issue target but different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." + "reason": "Different model families and refactors; no shared concrete code path." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different code paths." + "reason": "ResNet vs GPT-J; only the high-level refactor theme overlaps." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." + "reason": "Different model families/code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate refactors." + "reason": "Different model families; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model changes." + "reason": "Different model families and files; only broad refactor similarity." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models/code paths." + "reason": "Different model families; shared issue target is too broad." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying change." + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated refactors." + "reason": "Different model families and code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "Different model families; same output-tracing theme only." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model changes." + "reason": "GPT-Neo vs GPT-J; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated models." + "reason": "Different model families/code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MPT are different implementations." + "reason": "Different model families and refactor scope." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models; same refactor pattern only." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated code paths." + "reason": "GPT-2 vs MGP-STR; no shared concrete code path." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models." + "reason": "Different model families and code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model changes." + "reason": "ViLT vs Flaubert/XLM; only a broad output-handling theme overlaps." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different concrete refactors." + "reason": "GPT-2 vs GPT-J/CodeGen; not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are not the same code path." + "reason": "GPT-Neo vs MPT; different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated code paths." + "reason": "SegFormer vs LongT5; same issue target but unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families/code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; not a duplicate." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT; only broad refactor similarity." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; different concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; not the same code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT; only the abstract refactor theme overlaps." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT vs LongT5; different models and code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT; not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model refactors." + "reason": "MPNet vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; same theme, different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; not the same underlying fix." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are separate model changes." + "reason": "RegNet vs SegFormer; same issue target but different models." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated concrete changes." + "reason": "RegNet vs MPNet; different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "MPT vs ImageGPT; not the same change." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model refactors." + "reason": "TextNet vs Flaubert/XLM; only the output-tracing theme matches." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different models." + "reason": "MPNet vs LongT5; different models and implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are separate changes." + "reason": "RegNet vs GPT-Neo; same issue target only." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated refactors." + "reason": "RegNet vs LongT5; not the same concrete bug/change." }, { - "left": "pull_request:44074", - "right": "pull_request:44076", - "accept": false, - "reason": "TextNet and ImageGPT are different model implementations." - }, - { - "left": "pull_request:44018", + "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are not the same code path." + "reason": "RegNet vs MPT; different model families." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model changes." + "reason": "SqueezeBERT vs MPT; different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different code paths." + "reason": "SqueezeBERT vs VisualBERT; broad pattern only." }, { - "left": "pull_request:44010", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and GPT-J/CodeGen are unrelated refactors." + "reason": "GPT-Neo vs SpeechT5; different models/code paths." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different models." + "reason": "RegNet vs TextNet; not a duplicate change." }, { - "left": "pull_request:44044", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and Flaubert/XLM are unrelated changes." + "reason": "RegNet vs SpeechT5; only the generic refactor theme overlaps." }, { - "left": "pull_request:44044", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different code paths." + "reason": "MPT vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo; same theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; not the same code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs SegFormer; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTaV2; broad refactor similarity only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet; unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing family on the same files; plausible duplicate merge." + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping gptj.py/codegen.py edits; 44722 looks like the later, broader instance." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file path." + "reason": "Same GPT-J output-tracing refactor in the same file path; 44722 subsumes the same decorator migration." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J vs SpeechT5; no shared concrete code path." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Cvt/FNet and RegNet are different model changes." + "reason": "Different model families; shared tracking issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Cvt/FNet and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 vs ViTS; same refactor theme only." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most soft-edge decisions are conservative and the accepted pairs are plausibly mergeable within the same model/code path. However, the canonical issue reasoning overstates the evidence: the packet shows only some PRs explicitly link #43979, not all of them. Please soften that claim and keep the issue-language limited to the linked subset or the broader cluster theme." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The duplicate subclusters identified for GPT-J/CodeGen and GPT-Neo are supported by shared file paths and closely overlapping refactors, while the rest are correctly treated as broad theme matches or shared-issue-only overlaps." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20620,70 +20734,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "cab81ec9285b39a00589d340c5ee17ff63df3c2a8d10ee220b3ad662e3a341be", + "prepared_review_unit_hash": "c8fd3b7042141bf01ccef2d1e7d0c09705843966c5723e42eba1d630686f628f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84890, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific PRs in the same broad standardized-output refactor wave, but they touch different model implementations and code paths, so they are not duplicates and should not be merged together.", - "confidence": 0.94, + "summary": "These PRs are all model-specific migrations to standardized output tracing/capture_outputs. They share a refactor theme, but each changes a different model code path, so they are not duplicates. No soft pair should be merged.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best representative: it has an explicit issue target, a clear model-specific refactor, and a substantial output-tracing change in one concrete code path.", + "canonical_pr_reason": "PR 44129 is the best representative of the cluster: it is a concrete output-tracing refactor, has an explicit issue target, and is scoped as a model-specific implementation rather than a broad or speculative change.", "best_issue_reason": null, - "best_pr_reason": "44129 is the most representative cluster member because it is the most explicit about the underlying task and reads like the clearest standalone instance of the standardized output-capture migration.", + "best_pr_reason": "PR 44129 is the strongest standalone PR in this set because it is clearly tied to a tracking issue and presents a focused, self-contained refactor of one model's output capture behavior.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing migrations, but they apply to different models (FocalNet vs ImageGPT) and different forward paths; not the same bug/change." + "reason": "Different models (FocalNet vs ImageGPT) and different forward paths; same refactor theme, but not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but VisualBert and TextNet are separate implementations with separate output semantics and tests." + "reason": "Different models (VisualBert vs TextNet). Both standardize outputs, but they modify separate implementations and are not mergeable as one fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert: different model code paths and not plausibly one merged fix." + "reason": "MPNet vs VisualBert are unrelated code paths; shared output-tracing refactor pattern is too broad to treat as a duplicate." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model implementations; this is only the same migration pattern, not the same underlying change." + "reason": "Different model implementations with no shared concrete bug; same capture_outputs migration pattern is not enough for duplication." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model files and architectures; same broad cleanup, but not duplicate work." + "reason": "RegNet and SqueezeBert are distinct models; these are parallel refactors, not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These target different models and forward signatures; they share a refactor style, not a concrete shared defect." + "reason": "SqueezeBert vs SpeechT5 are different code paths; both touch output tracing, but they are separate model-local migrations." } ] }, @@ -20766,292 +20880,292 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "e1ab94b2a043fab16650b1e9cf7758a6a29970d14c00c959700b3e6ff389ac48", + "prepared_review_unit_hash": "5af0b922b836b791f4793831a522e743b5aa5c046cbf7e9bd09c1c98fdddc28e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41327, - "estimated_input_tokens": 10332, - "estimated_eval_tokens": 20920 + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41327, - "estimated_input_tokens": 10332, - "estimated_eval_tokens": 20920 + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates; they are separate per-model refactor PRs that all follow the same output-tracing/can_return_tuple pattern across different architectures.", - "confidence": 0.97, + "summary": "These PRs are thematically similar refactors around output tracing / `can_return_tuple`, but they target different model implementations and code paths, so they are not duplicates and should not be merged together.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative here: it applies the output-tracing refactor across the Mamba family and includes the supporting capture/output-recording plumbing.", + "canonical_pr_reason": "44003 is the broadest representative of the shared refactor theme, since it updates two closely related model files and adds the new output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative of the cluster because it is the most complete instance of the recurring refactor pattern and changes both model code and shared output-capturing infrastructure.", + "best_pr_reason": "44003 is the best single representative PR for this cluster because it most clearly shows the common tracing refactor pattern while spanning more than one model file.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model code paths and files; not the same underlying change." + "reason": "Different architectures (`timm_backbone` vs `upernet`); same refactor theme, but not the same underlying change or code path." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); similar output-tracing cleanup only." + "reason": "Separate model families; both adjust output handling, but they are independent refactors." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Same generic tracing refactor, but unrelated model implementation and code path." + "reason": "`timm_backbone` and `univnet` are unrelated code paths, so this is not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different plumbing; not a single fix that could plausibly be one PR." + "reason": "Both are output-tracing refactors, but they apply to different model stacks and are not mergeable as one concrete bugfix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Both are tracing-related, but they affect different model families and different internal execution paths." + "reason": "Different models (`timm_backbone` vs `rwkv`); similar plumbing, but not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models and different output-capturing details; only the refactor style is shared." + "reason": "`mobilenet_v1` and `univnet` have different output contracts and code paths; not a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations; same broad cleanup theme is not enough for duplication." + "reason": "These are separate model-specific refactors, not the same underlying bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families with distinct forward methods; not the same concrete bug/change." + "reason": "Different model families; both refactor output tracing, but do not fix the same concrete issue." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model targets and code paths; similar decorator/tracing refactor only." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated code paths; not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrapper model; not the same underlying change as MobileNetV1." + "reason": "Different encoder-decoder stacks and separate implementation changes; not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are refactors, but they target unrelated model code and do not fix the same concrete behavior." + "reason": "`vision_text_dual_encoder` and `univnet` are distinct model implementations; similar refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model architectures and forward paths; only the tracing pattern matches." + "reason": "Different model code paths, so these are not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and output types; not one mergeable bug fix." + "reason": "Both are tracing refactors, but for different models and different output types." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "Vision-text dual encoder vs vision-encoder-decoder are separate code paths, so this is not a duplicate." + "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are related in name only; the fixes are independent." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate models with separate output plumbing; same refactor style only." + "reason": "`univnet` and `upernet` are unrelated architectures; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and implementations; not the same underlying issue." + "reason": "Different model families and different forward signatures; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Unrelated model code paths despite the shared output-tracing refactor theme." + "reason": "Separate code paths with the same refactor style, but not the same underlying issue." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV touch unrelated execution paths; not the same fix." + "reason": "`upernet` and `rwkv` are unrelated implementations; not mergeable into one PR." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different tracing behavior; no duplicate relationship." + "reason": "These are independent model-specific output-tracing changes, not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different plumbing changes; only superficially similar." + "reason": "Different model stacks (`univnet` vs `mamba`); same theme, not same bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and code paths; not one underlying bug or change." + "reason": "Unrelated model code paths; this is not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families; shared refactor theme is too broad to merge as duplicates." + "reason": "Different subsystems and different forward-path changes; not a duplicate." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different models with distinct forward implementations; not the same code-path problem." + "reason": "`mamba`/`falcon_mamba` refactor vs `superpoint` refactor; similar goal, different implementation and code path." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-family refactor vs CodeGen cache/output refactor are different concrete changes." + "reason": "`mamba` and `codegen` are separate model families; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model targets and different behavior changes; not a duplicate fix." + "reason": "Different architectures and forward logic; only the refactor pattern is shared." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations and output semantics; only a shared refactor theme." + "reason": "`univnet` and `codegen` have unrelated output semantics, so not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated code paths, so this is not the same underlying change." + "reason": "Separate model-specific refactors; no shared underlying bug." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and code paths; similar output-tracing wording only." + "reason": "These touch different model families and different output-handling paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers and different files; not the same bug/change." + "reason": "Both are tracing refactors, but for different model wrappers and different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything vs Speech Encoder-Decoder are unrelated implementations; same refactor pattern only." + "reason": "Different encoder/decoder model families; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and forward paths; not mergeable as one PR." + "reason": "`depth_anything` and `superpoint` are unrelated models, so this is not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths and different output-capturing mechanisms; not a duplicate." + "reason": "Different model stacks and different output contracts; no single shared bug." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Separate models with separate refactor scopes; too broad to treat as the same change." + "reason": "`depth_anything` and `dpr` are distinct implementations; same refactor idea only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-encoder-decoder and RWKV are unrelated code paths; no duplicate fix here." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and different output behavior; not the same underlying bug." + "reason": "Different model wrappers with independent output-tracing updates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; shared tracing refactor is not enough to accept." + "reason": "Same theme, but separate model implementations and fixes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different concrete model changes with no shared code path." + "reason": "`vision_encoder_decoder` and `dpr` do not share the same concrete bug or code path." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated; similar refactor style only." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different execution paths; not a duplicate." + "reason": "Different architectures and forward-path changes; no same underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model code paths and output semantics; no single underlying fix." + "reason": "These are separate model-specific refactors, not the same fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated architectures; same refactor theme only." + "reason": "`superpoint` and `rwkv` are different code paths; similar pattern does not make them duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different concrete behavior changes; not the same PR-worthy fix." + "reason": "Different model families and different implementations of output handling." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV output-recording changes are separate from DPR's wrapper refactor; not the same underlying change." + "reason": "`rwkv` and `dpr` are unrelated implementations; not the same underlying change." } ] }, @@ -21081,12 +21195,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "9d758703b84a061e8777621978a13b87b1188accd7ea678248df1071f98012de", + "prepared_review_unit_hash": "ef9f99e284883c85b7ced5fffe07e190b851a1f572cca88e0b8bd337a535a341", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21094,7 +21208,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21103,18 +21217,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR #44662 adds PenguinVL, while PR #45401 adds Voxtral TTS. They share only common Transformers scaffolding (auto registries, docs, model package plumbing), not the same model or code-path fix.", - "confidence": 0.97, + "summary": "Two open model-implementation PRs for different new models (PenguinVL vs Voxtral TTS). They share the usual Transformers scaffolding (docs, auto registrations, model package files), but they target unrelated architectures and code paths, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: the two PRs implement different model integrations and should remain separate.", + "canonical_pr_reason": "PR 45401 is the more targeted and better-scoped change: it explicitly links to issue 45027 and adds a complete Voxtral TTS implementation with conversion, generation, processing, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the better representative of the set because it has an explicit issue target and a focused single-model scope.", + "best_pr_reason": "PR 45401 is the strongest representative of the cluster because it has an explicit issue target, a narrower purpose, and clearer end-to-end integration for one specific model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS) with only shared integration boilerplate; they do not fix the same underlying problem." + "reason": "Different models and different concrete implementations. The overlap is only generic Transformers boilerplate (docs, auto registries, package layout), not the same underlying bug or change." } ] }, @@ -21144,7 +21258,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "92fb08c3d8c9e3a7685735b61da9f57a4292ebfa148a0b19d0d31b0d90fc0c5b", + "prepared_review_unit_hash": "c76741b7a152150219ffe856b919074670da3cd8d04d253100900353286c8703", "component_budget": { "node_count": 2, "item_count": 2, @@ -21166,18 +21280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to fusion, but they target different layers and are not the same change: one adds a standalone Module Fusion API, while the other wires n-to-1 kernel fusion into KernelConfig/model loading. I would not triage them as duplicates.", - "confidence": 0.9, + "summary": "These PRs are both about fusion, but they implement different layers: #44979 adds a generic module-fusion API, while #45363 wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look like the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, user-facing fusion feature: it integrates KernelConfig into model loading and adds an end-to-end example, whereas #44979 is lower-level API scaffolding for module fusion.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative of the cluster because it captures the broader end-user workflow and actual integration path; #44979 looks like an enabling library/API layer rather than the main feature.", + "best_pr_reason": "#45363 is the more cluster-central integration change: it connects fusion into model loading and runtime behavior. #44979 is a lower-level API foundation, but the two are not duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the general fusion theme, but #44979 defines a module fusion API and #45363 implements n-to-1 kernel fusion through KernelConfig; different code paths, different deliverables, not one mergeable fix." + "reason": "Different concrete change paths: #44979 introduces a standalone module fusion API in a new file, while #45363 implements kernel fusion plumbing via KernelConfig and integrations. They are related conceptually but not the same fix and would not plausibly be merged as one PR." } ] }, @@ -21207,7 +21321,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "873fef7dae20efd36c01a3dc7c9f5e0bd1ca368c879b8788e5d4e07de790138c", + "prepared_review_unit_hash": "a42de31ea7e6ec328e3cbd770fb41a81f959f528808a3c72cb3f7ccb100aa65e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21229,18 +21343,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path for the same issue target. The second PR is the stronger canonical candidate because it includes tests and slightly broader validation.", - "confidence": 0.97, + "summary": "Both pull requests address the same Mistral regex AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete variant because it also adds tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR: it addresses the same bug as #45086, adds test coverage, and appears to be the more complete fix for the same code path.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same code path as 45086 and adds test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall representative of this fix cluster because it is the same bug fix with accompanying tests and more discussion/activity.", + "best_pr_reason": "PR 45317 is the best PR candidate: same bug fix, same file, same issue target, and it includes validation tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file, with the same issue target; the second PR is a direct extension of the first and could plausibly be merged as one change." + "reason": "Same underlying AttributeError in `_patch_mistral_regex` with the same code change on the same file and shared issue target #45081; 45317 appears to be an expanded version with tests." } ] }, @@ -21270,7 +21384,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d62a3163e61bc7c77896e772646d368c6bc5738995c9b1327f360e083ed395a1", + "prepared_review_unit_hash": "86d9e2e4c8bd51d5f8ef710bcf9bcc1d96c518089e5d29d923db8998be200c9b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21292,18 +21406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH workstreams but not the same PR: one focuses on conversion-mapping/inheritance refactors, while the other splits NemotronH into dense/sparse implementations with docs and tests. The soft similarity is too broad to treat as a duplicate.", - "confidence": 0.88, + "summary": "These two pull requests are thematically related to NemotronH, but they target different changes: one is a narrow checkpoint-conversion key mapping refactor, while the other is a broader model split into NemotronH Dense/Sparse with docs, auto-mapping, and tests. They should not be treated as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR because it is broader and more complete: it introduces the dense/sparse model split, updates auto-mapping and docs, and includes tests. PR 45115 is narrower and mainly refactors inheritance and checkpoint conversion mapping.", + "canonical_pr_reason": "PR 45569 is the broader, more user-visible NemotronH restructuring PR: it introduces the dense/sparse model packages, updates auto-mapping and docs, and includes tests. If one PR had to represent the cluster, this is the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best overall representative of the cluster because it covers the main architectural change and supporting integration work, whereas PR 45115 is a smaller refactor around conversion mappings and model inheritance.", + "best_pr_reason": "PR 45569 is the best representative because it covers the main architectural change and downstream integration work, whereas PR 45115 is a smaller conversion-mapping adjustment that appears to support a separate code path.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They touch overlapping NemotronH files, but the changes are not the same underlying fix/change: 45115 adds checkpoint conversion and inheritance refactors, while 45569 splits NemotronH into dedicated dense/sparse models with docs and tests. They would not plausibly be merged as one PR." + "reason": "Different underlying changes: 45115 only adds NemotronH conversion-key renames for checkpoint loading, while 45569 refactors the model into nemotron_h_dense/sparse and updates docs/tests. They are related but not the same fix and would not plausibly be merged as one PR." } ] }, @@ -21333,12 +21447,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "33fe1576bf31c650a9eb3ea28af030e798afcb6d63e946f26175403b3b373dc9", + "prepared_review_unit_hash": "bff5b95abc5ecdf73d9081e4fdcbb21e326d0287509c135c610eec382aecc8dd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21346,7 +21460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21355,18 +21469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related pieces of heterogeneous-model support, but they are not duplicates: one introduces per-layer config plumbing, while the other wires heterogeneous behavior into modeling/cache/masking paths. They share infrastructure, yet target different concrete changes.", - "confidence": 0.91, + "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer config plumbing, while PR #45332 is a much broader end-to-end heterogeneous model support change that also touches modeling, cache, masking, and integrations. They overlap in shared infrastructure, but they are not the same concrete fix/change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support across modeling, cache, masking, and tests, so it is the more representative PR of the overall feature area.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change and the more representative artifact for the heterogeneous-model support work; PR #45333 is a narrower config-only subset.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best single representative because it covers the larger end-to-end heterogeneous modeling change rather than only config plumbing.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous support stack and subsumes the per-layer config work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same underlying change. 45333 is focused on per-layer configuration support in PreTrainedConfig, while 45332 uses heterogeneous config in cache/modeling/masking code paths to enable heterogeneous models. They could land independently and would not plausibly be one merged PR without broadening scope." + "reason": "Do not merge as duplicates: #45333 is only per-layer configuration support, while #45332 extends into runtime/modeling behavior and cache handling. They share files, but they address different scopes and could be merged separately." } ] }, @@ -21396,7 +21510,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "9f0a7300f65e1eb4919dca49e2f6e0f466ddd5497003f1702def67c2cc619f93", + "prepared_review_unit_hash": "6edfd9acb7eec14f8339e83c8dd9c69dd078ec019b3fecac94fe256f3ee70e34", "component_budget": { "node_count": 2, "item_count": 2, @@ -21418,18 +21532,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds typing protocols/helpers and model-specific adjustments. The shared files are incidental overlap, not duplicate intent.", - "confidence": 0.91, + "summary": "These PRs are both typing-related, but they are not the same change. PR 45415 is a broad type-checking sweep across many transformers modules plus pyproject config, while PR 45425 adds internal typing protocols and targeted fixes in a smaller set of files. The overlap is thematic, not a shared concrete bug or patch.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused and self-contained PR, centered on adding typing helpers/protocols and related model integrations. #45415 is much broader and looks like a separate type-checking rollout rather than the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative of this cluster because it has a clear, narrow purpose. #45415 is a large sweep across many files and should not be treated as the same underlying fix/change.", + "best_pr_reason": "45425 is the better representative of a focused typing-infra change. 45415 is much broader and mixes repo-wide type-checking config with many file edits, so it is less suitable as a canonical representative of a single underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related and share a few files, but #45415 is a broad type-checking pass across many modules, whereas #45425 adds specific typing protocols/helpers for model integration. They do not fix the same concrete code-path problem and would not naturally merge into one PR." + "reason": "Reject: both are about typing, but they target different problems and code paths. 45415 is a broad type-checking pass across many files; 45425 introduces typing protocols and specific annotations/fixes in different modules. They would not plausibly merge into one PR as the same change." } ] }, @@ -21459,7 +21573,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "02836845fe0c03a928b3cf6544603b42242bb77ac024b2567a81c950765d93c3", + "prepared_review_unit_hash": "afed749889bef7fa490c5638f00b40bb869f141270a80e1c2b8db541f635bdaf", "component_budget": { "node_count": 2, "item_count": 2, @@ -21481,18 +21595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs deal with cached forward paths, but they target different model families and different bugs: Qwen3.5/GDN multi-token cached forward vs Mamba2 use_cache with seq_len > 1. They are not duplicates and should stay separate.", - "confidence": 0.95, + "summary": "These are two separate pull requests for different model families and different cache-forward bugs, so they should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45513 is the broader representative if a canonical PR is needed: it fixes the multi-token cached-forward bug across several Qwen3.5-family model files and includes targeted tests. PR 46084 is a separate Mamba2 cache-state fix.", + "canonical_pr_reason": "PR 46084 is the clearest standalone bug fix: it has an explicit issue target, a single concrete code path, and a narrowly scoped seq_len > 1 cache handling change.", "best_issue_reason": null, - "best_pr_reason": "PR 45513 is the best cluster representative because it covers the more general cached-forward correction across multiple related implementations; PR 46084 addresses a different code path in a different architecture.", + "best_pr_reason": "PR 46084 is the strongest canonical candidate because it is issue-linked and tightly scoped to one specific cache/use_cache bug; PR 45513 is broader and spans multiple model files.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs and code paths: Qwen3.5/GDN linear-attention cached forward versus Mamba2 use_cache handling for seq_len > 1. Similar cache terminology is not enough to treat them as the same change." + "reason": "Different models and different defects: Qwen3.5 GDN linear attention cached forward vs Mamba2 use_cache with seq_len > 1. They do not look like the same underlying change." } ] }, @@ -21522,12 +21636,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "e0e118697029ce199807c39b608b9ed367a208a355e0fa1931830d65f3540155", + "prepared_review_unit_hash": "feca6cc6da2348f89216bab91d64b425d7b66bb2536d6907fbcdf1203de2245b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21535,7 +21649,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21544,18 +21658,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on EP/distributed model loading, but they appear to address different failures and code paths, so they should not be merged as duplicates.", - "confidence": 0.92, + "summary": "Both PRs are about expert-parallel loading behavior, but they target different failure modes and code paths: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes EP + FSDP2 where experts get overwritten by rank-0 broadcast. Related area, not the same underlying change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative: it targets a specific EP/FSDP2 overwrite bug in model loading and includes coordinated fixes across loading and MoE paths, whereas 45548 is a narrower Accelerate/ZeRO-3 serialization/loading tweak.", + "canonical_pr_reason": "PR 45662 is the better representative because it addresses the broader and more concrete expert-parallel parameter loading bug, with changes across loading and MoE/tensor-parallel code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best standalone candidate because it fixes a concrete, reproducible loading corruption path with clearer scope and broader code impact.", + "best_pr_reason": "PR 45662 is the strongest standalone candidate in this cluster: it targets a specific expert-overwrite bug during distributed loading and has the wider supporting edits needed for that fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: both involve expert-parallel/distributed loading, but 45548 fixes config serialization and EP detection for accelerate/ZeRO-3, while 45662 fixes rank-0 broadcast overwriting experts during FSDP2 loading; these are different bug mechanisms and not one mergeable PR." + "reason": "Same general EP loading area, but the concrete bugs differ: ZeRO-3/accelerate launch vs FSDP2 rank-0 broadcast overwriting experts. They are not clearly the same fix and would not be merged as one PR." } ] }, @@ -21585,12 +21699,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a2ddc72f01d69bda1dcdcc531954bc8dd7b4fe521aded03a0864de0fa39d9e2f", + "prepared_review_unit_hash": "f75ef8ce2238695f81766ee047fae45866f123fde1b0beee3987fa81c93f2648", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21598,7 +21712,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21607,18 +21721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision in patched-testing captured_info artifacts, with PR 45645 extending the core fix into CI log aggregation and notification handling. They share the same issue target and overlapping testing_utils/test changes, so they are likely duplicate/sibling fixes for one underlying bug.", + "summary": "Both PRs address the same underlying xdist collision problem around captured_info artifacts in testing_utils. PR 45645 is the broader, more complete supersets-fix, adding CI log handling for multiple captured_info files, while 45639 is the narrower core fix.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe artifact fix plus the surrounding CI handling needed to consume multiple captured_info files.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe output-file change plus the downstream CI/workflow adjustment needed to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the most complete and user-facing version of the fix; PR 45639 is a narrower subset of the same underlying change.", + "best_pr_reason": "PR 45645 is the strongest overall fit for the cluster: it directly fixes the collision bug and also preserves debug log visibility in CI, making it the most complete implementation of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision problem for captured_info artifacts, same explicit issue target, and overlapping code/tests in the same file. The extra workflow/notification changes in 45645 are compatible extensions of the same fix." + "reason": "Same concrete bug: xdist-safe handling of captured_info artifact writes/reads. 45645 appears to extend 45639 rather than address a different change, so they are plausibly one combined PR." } ] }, @@ -21651,7 +21765,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "c95105f6594f45f42576f23c1c07bbc9b00870b5199cbeb8473a5178009efe68", + "prepared_review_unit_hash": "3f3277441e326f9eadb2583daaea251a5e9b794356b5c58c8f5b35a413b181df", "component_budget": { "node_count": 3, "item_count": 3, @@ -21673,30 +21787,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains one unrelated AutoModel mapping fix and two similar but model-specific attn_implementation support PRs. The RecurrentGemma and BLIP-2 PRs share a feature theme, but they modify different model code paths and should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are not duplicates: one PR is an AutoModel registry nudge for glmasr, and the other two add attn_implementation dispatch to different model families (RecurrentGemma vs BLIP-2/InstructBLIP). The latter two are thematically similar but fix different code paths and should remain separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46401 is the strongest representative of the repeated attn_implementation-dispatch pattern: it covers a broader set of BLIP-family models and includes matching model/test updates. PR #46320 is the same kind of feature work but for RecurrentGemma, and PR #45670 is unrelated.", + "canonical_pr_reason": "No true canonical PR for duplication here; 46320 and 46401 are parallel feature PRs for different model families, and 45670 is unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR #46401 is the best overall representative because it is the most complete instance of the attn_implementation dispatch change among the related PRs. PR #46320 is closely related in theme but fixes a different model family\u2019s code path, and PR #45670 is a separate AutoModel registration nit.", + "best_pr_reason": "46320 is the closest representative of the cluster\u2019s shared theme (attn_implementation dispatch support), but it is still not a duplicate of 46401 and should not subsume it.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: one adds a model mapping in AutoModel, the other implements attn_implementation dispatch for RecurrentGemma. Shared theme is too broad to treat as duplicate." + "reason": "Different changes: glmasr AutoModel registration vs RecurrentGemma attention-implementation dispatch. No shared concrete code-path bug." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated scopes: AutoModel registry update versus BLIP-family attn_implementation dispatch support. Not the same underlying bug or change." + "reason": "Unrelated scope: AutoModel mapping change vs BLIP-2/InstructBLIP dispatch support across multiple files." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attn_implementation support PRs, but for different model families and different code paths. Similar feature work is not enough to merge as duplicates." + "reason": "Both add attn_implementation support, but for different model families and different implementations/tests; they are not the same underlying fix and would not plausibly merge into one PR." } ] }, @@ -21726,7 +21840,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "adfd5c704c95b6dad334a6d23e40d53aedb47e2fcf2901c0345cae989681c44d", + "prepared_review_unit_hash": "b8d10fb269ce89c2c2e366065f0898a52664030bdc79ea32df6a2e94a75a4d37", "component_budget": { "node_count": 2, "item_count": 2, @@ -21748,18 +21862,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both linter/modeling-rule work, but they target different rule families and different code paths: TRF003 tuple-return handling in text/audio models vs TRF018 dead do_* flag consumption in image/video processors. They are not duplicates.", - "confidence": 0.97, + "summary": "These are unrelated PRs: one implements a tuple/return_dict behavior fix across model forwards, while the other adds a new modeling linter rule and updates many processors/docs. The shared filenames are incidental overlap in the Transformers codebase, not the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 45720 implements TRF003 across model forward methods, while 46259 introduces TRF018 for processor flag usage; they address unrelated underlying changes.", + "canonical_pr_reason": "PR 45720 is the more concrete, code-path-specific change: it modifies model forward signatures/behavior to support returning tuples consistently. It is a focused functional fix rather than a broad rule/documentation update.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good duplicate representative for the other because the fixes are in different subsystems and would not plausibly be merged into one change.", + "best_pr_reason": "PR 45720 is the best representative of the cluster because it has the clearest single bug-fix intent and a narrower, well-defined runtime behavior change. PR 46259 is primarily a new lint rule rollout across many files, which is broader and less like a duplicate of the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different concrete behavior: tuple-return support in model forwards vs processor do_* flag consumption. Not the same underlying bug/change." + "reason": "They address different underlying problems: 45720 fixes forward/tuple return behavior in model code, while 46259 adds a linter/modeling rule about dead boolean flags in image/video processors. Shared files are only broad Transformers model overlap, not the same concrete change." } ] }, @@ -21855,7 +21969,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "061a5099eaa17f18e6c709650ed73f4e8485677cb4fd9adb446a3d5954a58d7c", + "prepared_review_unit_hash": "4df70536ec7020173986cb044baae9922667d8ae083a1a77fd2fc8ad02c5da63", "component_budget": { "node_count": 2, "item_count": 2, @@ -21877,18 +21991,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a broad telemetry/model-implementation change, the other is a ViT test-only migration with intentional failing assertions.", + "summary": "These are two unrelated open PRs with superficial title/similarity overlap only. One is a broad do-not-merge testing/workflow change, the other is a test-only migration PR with intentional failing assertions; they do not fix the same concrete problem and should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:45932 is the more substantive and representative PR in the cluster; it changes actual workflow/model code, while pull_request:46100 is a narrow test-only edit with obvious placeholder failures and is not a good canonical representative.", + "best_pr_reason": "PR 45932 is the more substantive artifact, but it is still just a non-production testing/workflow PR and not a good canonical representative for a duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "These PRs are unrelated. 45932 touches CI secrets and multiple model/config files; 46100 only edits a ViT test file and injects dummy failing assertions. They do not address the same underlying bug/change and would not plausibly be merged as one PR." + "reason": "Not the same underlying change: 45932 alters CI/workflows and model code, while 46100 only edits a single ViT test file with intentional assertion failures. Similarity is superficial, not a mergeable duplicate." } ] }, @@ -21921,52 +22035,52 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "d2e78f3f6dddce8c18525486154634b8603f8fa2c69d3ba653ca889b9f58e4dd", + "prepared_review_unit_hash": "ea2153e4be4c69e3010f662ccf2b6bc179c12b5d261fa28c4cfa9c5a0e189cc2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, - "estimated_input_tokens": 2021, - "estimated_eval_tokens": 4298 + "serialized_chars": 8412, + "estimated_input_tokens": 2103, + "estimated_eval_tokens": 4462 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, - "estimated_input_tokens": 2021, - "estimated_eval_tokens": 4298 + "serialized_chars": 8412, + "estimated_input_tokens": 2103, + "estimated_eval_tokens": 4462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are model-specific SDPA dispatch enablement changes for different architectures. They share a theme and similar phrasing, but they are not the same concrete code-path fix and would not naturally collapse into one PR.", - "confidence": 0.91, + "summary": "All three pull requests are related to adding SDPA dispatch support, but they target different model families and code paths. They are similar feature rollouts, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest and most representative of the cluster, covering multiple model families and tests for SDPA dispatch, so it best serves as the canonical PR among these related-but-distinct changes.", + "canonical_pr_reason": "PR 46196 is the broadest implementation, covering multiple speech model variants and their shared dispatch plumbing, so it is the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the strongest cluster representative because it spans the widest set of affected models and shows the common SDPA dispatch work more comprehensively than the single-model PRs.", + "best_pr_reason": "PR 46196 looks like the most comprehensive candidate for the underlying SDPA-dispatch effort, with the widest scope and strongest chance of serving as the umbrella change for this feature rollout.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different model implementations (CTRL vs T5) with separate code paths; same feature theme, but not the same bug/change and not a single plausible merged PR." + "reason": "Both add SDPA support, but CTRL and T5 are different architectures with different attention implementations; these are related feature PRs, not the same concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL-only SDPA dispatch work is distinct from the multi-model wav2vec2/SeamlessM4T changes; they do not fix one shared concrete code path." + "reason": "CTRL causal LM dispatch and the audio model dispatch work in 46196 affect different code paths and model families, so they should not be merged as duplicates." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a separate model-family implementation from the wav2vec2/SeamlessM4T PR; related topic, but not duplicate enough for merge." + "reason": "T5 SDPA dispatch is a distinct seq2seq implementation from the speech-model changes in 46196; same theme, but not the same underlying change." } ] }, @@ -21996,7 +22110,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "3a0c625fdb3b9b6b1f20c8bffb4727909f14d379c0969be91fd9c49556856b30", + "prepared_review_unit_hash": "e379ac31530034908d0be4e12ed5b79f5fe90e83779b662572abafc223855f25", "component_budget": { "node_count": 2, "item_count": 2, @@ -22018,18 +22132,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap in distributed/TP files, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a much broader distributed branch-base PR spanning FSDP, tensor parallel, MoE, loading, and CI. The shared filenames alone are not enough to merge them as duplicates.", - "confidence": 0.93, + "summary": "These PRs overlap in distributed files, but they are not the same change: #46126 is a focused EP/Trainer integration patch, while #46269 is a much broader distributed-branch base touching many unrelated areas. I would not merge them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader, more central distributed-infra branch and is the better canonical representative of this cluster\u2019s general theme; PR #46126 is narrower and feature-specific.", + "canonical_pr_reason": "#46269 is the broader umbrella PR for the distributed branch and includes the shared distributed code areas, so it is the best representative artifact for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best overall PR candidate because it has the wider scope and subsumes more of the shared distributed infrastructure work, whereas #46126 is a targeted EP integration change.", + "best_pr_reason": "#46269 is the more central/representative PR because it spans the distributed branch base; #46126 is a narrower EP integration change and does not appear to be the same concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the overlap is only at the subsystem/file level. #46126 implements EP + Trainer integration, while #46269 is a large distributed branch-base PR touching many unrelated areas; they do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + "reason": "Shared filenames alone are not enough: #46126 adds EP routing and Trainer integration, while #46269 is a broad distributed base with many additional unrelated modifications. They do not look like the same underlying fix and would not plausibly be merged into one PR." } ] }, @@ -22077,124 +22191,124 @@ "pull_request:46502|pull_request:46504", "pull_request:46503|pull_request:46504" ], - "prepared_review_unit_hash": "0736b46485a3fa62592d3fba83a67c6bbfa33f0acf67eaba4d6e094085503d31", + "prepared_review_unit_hash": "cc4dd1734bd47b461a9898995de196ffaf5fe23ca4d54c809631d8ca451db64e", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14225, - "estimated_input_tokens": 3557, - "estimated_eval_tokens": 7370 + "serialized_chars": 14224, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14225, - "estimated_input_tokens": 3557, - "estimated_eval_tokens": 7370 + "serialized_chars": 14224, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are small, unrelated workflow maintenance PRs. They share only superficial similarity from the generic 'chore: update ...' pattern, but each changes a different GitHub Actions file and a different behavior. No duplicate pair is convincing.", + "summary": "All six PRs are small workflow-only maintenance changes, but they target different GitHub Actions files and different concrete behaviors, so this cluster is similarity-only rather than true duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each PR fixes a different workflow path or security/trigger behavior, so none can represent the others as a duplicate.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is globally best for duplicate triage; they are separate, self-contained workflow changes with different underlying problems.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated fixes: stdin handling for self-comment CI vs safe commit-message handling in build-ci-docker-images." + "reason": "Both touch shell invocation in workflows, but one passes PR text via stdin to a script and the other changes commit-message grep handling; different workflows and different bugs." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and concerns: self-comment CI CLI invocation vs SSH runner hardening and env cleanup." + "reason": "Different workflow files and problems: self-comment CI input handling vs SSH runner hardening and token sanitation." }, { "left": "pull_request:46138", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and behavior: self-comment CI message piping vs benchmark workflow dispatch trigger." + "reason": "Unrelated changes: stdin handling for a comment-processing script versus adding workflow_dispatch to benchmark scheduling." }, { "left": "pull_request:46138", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files; one updates self-comment CI command plumbing, the other changes anti-slop permissions." + "reason": "Different workflows and fixes: comment parsing in self-comment CI versus permission scoping in anti-slop." }, { "left": "pull_request:46138", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and code paths: self-comment CI script invocation vs assign-reviewers checkout ref selection." + "reason": "Different code paths: one updates a comment-processing workflow, the other changes checkout ref behavior in assign-reviewers." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + "reason": "SSH runner security/pinning changes are unrelated to benchmark workflow trigger expansion." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different files and purposes: SSH runner security changes vs anti-slop workflow permission scoping." + "reason": "One hardens SSH runner secrets and download integrity; the other adjusts anti-slop job permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows: SSH runner secret handling vs reviewers workflow checkout base ref." + "reason": "Different workflow concerns: environment sanitization in SSH runner versus checking out the base ref for reviewer assignment." }, { "left": "pull_request:46432", "right": "pull_request:46504", "accept": false, - "reason": "Different files and behavior: SSH runner download/checksum changes vs build-ci-docker-images commit-message parsing." + "reason": "Different underlying issues: SSH runner token/security handling versus safe commit-message parsing in build-ci-docker-images." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they address different jobs and unrelated logic: anti-slop permissions vs benchmark trigger conditions." + "reason": "Both are workflow tweaks, but one is permission scoping and the other is a trigger condition change; not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow changes in different files: anti-slop permissions vs assign-reviewers checkout ref." + "reason": "Different workflows and symptoms: anti-slop permissions versus assign-reviewers checkout target." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and concerns: anti-slop permission scoping vs build-ci-docker-images shell safety." + "reason": "Permission change in anti-slop is unrelated to shell-safe commit-message handling in build-ci-docker-images." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow behavior: reviewer assignment checkout base ref vs benchmark manual dispatch enablement." + "reason": "Checkout base ref for reviewer assignment is unrelated to enabling benchmark workflow_dispatch." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files and code paths: assign-reviewers checkout config vs build-ci-docker-images commit-message grep safety." + "reason": "Assign-reviewers checkout behavior and build-ci commit-message parsing are different code paths and bugs." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both touch workflows but fix unrelated mechanisms: benchmark trigger conditions vs build image tagging logic." + "reason": "Benchmark trigger expansion is not the same underlying problem as safer COMMIT_MESSAGE parsing in build-ci-docker-images." } ] }, @@ -22224,12 +22338,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "eacb985fb54d679490750d724669b4b581c10b6a87b7b725467704d8b0ca9e76", + "prepared_review_unit_hash": "aceb4deb67f6d2a3178a1037b83d2875daef735e0ef587bd09b8b5d1d401a6cf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22237,7 +22351,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22246,18 +22360,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs try to remove direct file-open source inspection, but they target different code paths and different bugs: one in import-utils path resolution, the other in model attention-implementation detection. They are related by technique, not the same change.", - "confidence": 0.87, + "summary": "Two PRs that both modernize source-reading, but they fix different code paths in different modules, so they are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better canonical PR for this cluster because it has the more concrete, self-contained behavioral fix and includes tests; PR #46152 is a separate utility refactor in a different subsystem.", + "canonical_pr_reason": "pull_request:46207 is the more canonical PR because it targets a specific source-reading check in `_can_set_attn_implementation`, includes a concrete behavioral fix, and is backed by tests.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest representative because it addresses a specific runtime source-inspection failure mode in a user-facing code path, whereas PR #46152 is narrower and more infrastructural.", + "best_pr_reason": "pull_request:46207 is the best representative of the cluster: it is a narrowly scoped, concrete bug fix in the actual code path being changed, whereas pull_request:46152 is a different utility-level change in another module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() for reading source, but they fix different code paths: import_utils traversable resolution vs modeling_utils attention-implementation detection. They do not look mergeable into one PR." + "reason": "Both reduce reliance on `open()` for reading source, but they touch different files and different mechanisms (`import_utils` traversable resolution vs `modeling_utils` inspect-based source lookup). They do not look like the same underlying bug and would not plausibly merge into one PR." } ] }, @@ -22289,52 +22403,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "78637131bec863adaf7c62c221cb5572e4b8dd21bdd23a978366911ba27245cf", + "prepared_review_unit_hash": "b41e13f2ce63846115f21f5edd52f783f18c77a3265aed3c26edd86e83e49cbe", "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": "Two PRs are clear duplicates of the same StaticLayer type-hint fix; the generation cache max-len PR is unrelated and should stay separate.", + "summary": "Two PRs are duplicates of the same StaticLayer type-hint fix in cache_utils; the generation cache-length PR is a different change and should remain separate.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the cleanest representative: it has the explicit issue link to #45987 and the same exact cache_utils type-hint change as #46474.", + "canonical_pr_reason": "PR 46173 is the best canonical representative: it is the earlier, explicit fix for the StaticLayer.get_seq_length annotation, directly links the target issue, and its diff matches the later duplicate almost exactly.", "best_issue_reason": null, - "best_pr_reason": "PR #46173 is the best single PR to keep because it precisely matches the underlying fix, has the issue linkage, and is fully equivalent to #46474.", + "best_pr_reason": "PR 46173 is the clearest cluster anchor because it directly addresses the underlying bug, has the issue link, and its patch is the same as the later duplicate PR.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different bugs: #46436 changes generation cache sizing logic in generation/utils.py, while #46474 only adjusts StaticLayer.get_seq_length type hints in cache_utils.py." + "reason": "Different fixes: 46436 updates static cache max-length handling in generation/utils, while 46474 only changes the StaticLayer.get_seq_length type annotation in cache_utils. They touch different code paths and are not mergeable as one PR." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both touch src/transformers/cache_utils.py, target issue #45987, and make the same get_seq_length return-type annotation update." + "reason": "Same underlying change: both modify StaticLayer.get_seq_length in src/transformers/cache_utils.py to widen the return type to int | torch.Tensor, with nearly identical diffs and the same issue target." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s conclusions are grounded in the packet. PR #46173 and #46474 have the same diff in src/transformers/cache_utils.py, share issue target #45987, and are reasonable duplicates of the same type-hint fix. PR #46436 is separate: it targets a different issue, touches different files, and addresses cache max-length behavior rather than the StaticLayer type-hint change. The verdicts are conservative and supported by the evidence." + "feedback": "The summary and pairwise verdicts are grounded in the packet. PR 46173 and PR 46474 share the same issue target, same file, and effectively the same diff, so treating them as duplicates is conservative. PR 46436 changes a different code path in generation/utils, so rejecting that pair as a single-PR merge is also conservative." }, "evaluator_used": true, "retried": false, @@ -22424,12 +22538,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "408772ae08f1138d014566263c8eaa9e6b6f316fffe54c8ecf839145bb0d7576", + "prepared_review_unit_hash": "4631927ae45073300c60dec3c9a3fe2b37c4eadea2626b526d66019bf629c628", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4787, + "serialized_chars": 4786, "estimated_input_tokens": 1197, "estimated_eval_tokens": 2650 }, @@ -22437,7 +22551,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4787, + "serialized_chars": 4786, "estimated_input_tokens": 1197, "estimated_eval_tokens": 2650 }, @@ -22446,18 +22560,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Moonshine streaming sliding-window right-boundary off-by-one bug (`<` to `<=`) in the same code path, with 46546 adding tests. They are effectively duplicate change proposals.", + "summary": "Both PRs fix the same Moonshine streaming sliding-window right-boundary bug (changing `< right_window_size` to `<= right_window_size`) against the same target issue; 46546 is the stronger PR because it includes the test file as well.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "46546 is the more complete representative of this fix: it changes the same boundary condition in both Moonshine streaming implementations and also adds a test file, making it the stronger canonical PR.", + "canonical_pr_reason": "PR 46546 is the better canonical representative: it contains the same code fix as 46310 plus a test file, and is the later, more complete patch for the same issue target.", "best_issue_reason": null, - "best_pr_reason": "46546 is the best PR choice because it contains the same concrete bug fix as 46310 plus test coverage, so it is the most actionable and complete version of the change.", + "best_pr_reason": "PR 46546 best captures the underlying change because it fixes the boundary condition in both model implementations and adds tests, making it the most complete solution for the bug.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying off-by-one right-window boundary fix in the same Moonshine streaming mask function; 46546 is essentially the same patch plus tests." + "reason": "Same concrete bug fix in the same code path: both change the Moonshine streaming right-window boundary from `<` to `<=` in the mask function and target the same issue; 46546 just adds tests." } ] }, @@ -22487,7 +22601,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "d79162a1c34f795a01a8c2dba3b85864d57c2ee410756350a66805a0d5127766", + "prepared_review_unit_hash": "800eea6dd585393407451970d4c599ff2a7c59ee558a66da70edb03d7f9b6e91", "component_budget": { "node_count": 2, "item_count": 2, @@ -22509,18 +22623,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal continuous batching infrastructure, while the other adds the HunYuan VL model, docs, and tests.", - "confidence": 0.95, + "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support in generation internals, while the other adds a new HunYuan VL model package, docs, auto-mapping, and tests. They do not target the same bug or change set.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the clearer canonical PR because it is a self-contained model addition with docs and tests; PR 46376 is a draft infrastructure change with a much broader, unfinished scope.", + "canonical_pr_reason": "PR 46417 is the better representative because it is a self-contained model addition with clear scope and no signs of being a draft work-in-progress, whereas PR 46376 is a draft infrastructure feature.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the best overall PR in this cluster because it is more complete and reviewable, while PR 46376 is a draft framework expansion rather than a finished change.", + "best_pr_reason": "PR 46417 is the most canonical item in the cluster due to its complete, identifiable feature area (new model integration) and broader artifact set, making it the cleaner representative despite the cluster not containing duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous batching multimodal support vs. a new HunYuan VL model package/docs/tests. They are not plausibly mergeable into one PR." + "reason": "Different underlying changes: 46376 modifies continuous batching/runtime cache and scheduler logic for multimodal support, while 46417 adds a HunYuan VL model implementation, docs, mappings, and tests. No shared concrete code-path problem." } ] }, @@ -22550,7 +22664,7 @@ "soft_pairs": [ "pull_request:46548|pull_request:46549" ], - "prepared_review_unit_hash": "73ad037452e857f44a743842e9155d2c118b5f7e82ae5b2f07b9500644d83e9e", + "prepared_review_unit_hash": "e399786fd10c2d4ec2be499c9df3797fecad51064bf8173fd226cf580275665e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22572,18 +22686,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are near-perfect duplicates: same title, same file (README.md), and the diff preview is identical. They should be clustered together as the same docs-only change.", + "summary": "Two open PRs are effectively duplicates: same title, same README.md-only diff, and near-identical metadata. They should be triaged as one change, with the older PR as canonical.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46548 is a good canonical representative because it is the earlier of the two and appears byte-for-byte identical in scope to PR 46549.", + "canonical_pr_reason": "PR 46548 is the better canonical PR because it was created slightly earlier and is indistinguishable from PR 46549 in title, scope, and diff.", "best_issue_reason": null, - "best_pr_reason": "PR 46548 is the best cluster representative: it cleanly captures the shared README formatting edit, while PR 46549 adds no distinct scope.", + "best_pr_reason": "PR 46548 is the best representative of the cluster: it has the same concrete README formatting edit as PR 46549 and is marginally earlier, making it the cleaner canonical choice.", "soft_edge_verdicts": [ { "left": "pull_request:46548", "right": "pull_request:46549", "accept": true, - "reason": "Same title, same target file, and identical diff preview indicate the same underlying README formatting fix." + "reason": "Exact same title and same README.md diff preview; both appear to propose the same documentation-only formatting change and could be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b1a2a7f0cadabb265f7041aa30b8114f16f27914..ee462128b7619dbc03bab1fd6400664ecd443c27 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260611t000026z", + "analysis_id": "hybrid-model-20260611t060033z", "archived_artifacts": { - "hybrid": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260611T000026Z/analysis-runs/hybrid-model-20260611t000026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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"duplicate_pr_numbers": [ + 46549 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46548-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..3ee3a5f2e0d6d313212141c50f8de81126c91c22 --- /dev/null +++ b/snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22712 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260611T060033Z", + "generated_at": "2026-06-11T06:04:32Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:45237|issue:46015", + "issue:43866|issue:46402", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "d5ab2fd2a4d0e41e4a196a4469777a7878af309751e57d40df5b30aa3145cbd4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46530, + "estimated_input_tokens": 11633, + "estimated_eval_tokens": 23522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate subgroups: the DeepSpeed ZeRO-3/BERT initialization pair and the torch 2.4.1 compatibility pair. Most other soft-similarity pairs are related only at a broad subsystem level, not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45800 is the best representative of the clearest duplicate subgroup here: it states the version-compatibility problem directly and cleanly subsumes the shorter duplicate report 46515.", + "canonical_pr_reason": null, + "best_issue_reason": "45800 is the strongest issue candidate overall because it is specific, clearly scoped, and has an obvious duplicate in 46515; the rest of the cluster is too mixed to serve as a single canonical theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and bugs: AMD GPU failure vs MPS histogram op on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated model/runtime issues; no shared concrete code path." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and mechanisms." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models/examples and different failure modes." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Same general MoE area, but not the same bug or code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export path and different failure cause." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "No concrete overlap beyond being model/runtime bugs." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both touch docs/examples, but they are different documentation problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they remove different documented entry points." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different features: ONNX export vs GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume behaviors and no shared failing code path." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different tensor-shape masking bug vs device-mapping mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve IndexError, but the model paths and root causes differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training resume issue vs ZeRO-3 BERT init bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and unrelated code paths." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different model/input mismatch and different tensor indexing failure." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: mask/index error vs tensor-parallel MoE issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different training resume and example-broken reports." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template bug vs training resume issue." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BERT initialization bug; the non-pretrained BERT variant is the same underlying failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE-related inference, but not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms: detokenization bug vs LoRA merge/save output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issue vs LoRA save/reload inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape failures, but on different training stacks and code paths." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed training errors, but the concrete bugs are different." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model class, but distinct failures: CPU offload incompatibility vs uninitialized buffer after materialization." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and unrelated failure mechanisms." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different bugs: config attribute missing vs tokenizer patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate of the same issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is device mapping and the other is reverse-embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Version incompatibility and model runtime failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training symptoms and different affected models." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different backend-specific failures." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT packing issue vs MPS histogram backend error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both are performance/runtime issues, but they do not share the same concrete cause." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collectives bug vs Trainer API signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue vs GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different model code paths and different tensor errors." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime failure vs documentation issue; no shared bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption vs missing text encoder weights loaded; different root causes." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility failures and different affected layers." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicates are well supported by the titles/body context: 43596/43638 are the same DeepSpeed ZeRO-3 BERT index error, and 45800/46515 are both torch 2.4.1 incompatibility reports. The rest of the soft pairs are rejected in a restrained way without overstating similarity, and the summary appropriately treats the cluster as mostly heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue: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:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "581c79d46751178e8bcb692311385179e96255bc13aae1f0fac0cde12530a58b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39730, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous model/runtime regressions with one clear tokenizer-regression cluster; only the AutoTokenizer wrong-ID reports look like true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes the cross-model AutoTokenizer wrong-ID problem, which is the best representative of the only clearly overlapping thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue representative because it spans multiple affected models and captures the shared tokenizer regression better than the model-specific crash reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: vLLM model load on 4.53.0 vs a pytorch build/distributed-flag compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same error shape, but different models and repros; not enough evidence of one underlying ZeRO-3 bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error vs Qwen3 auto-device-map CUDA assert; unrelated root causes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs complaints, but they cover different docs and different API changes." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure modes: device mismatch vs video-token/template mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU/model support issue vs table-question-answering task crash; no shared bug." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is not the same as Gemma4 forward device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior is unrelated to Qwen3.5 video/chat template failures." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression vs outdated RAG docs; unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 incompatibility are different code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying tokenizer regression: both report wrong AutoTokenizer token IDs in v5 across affected models." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint is a different problem from NemotronH implementation support." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed/pytorch build break." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they involve different models and likely different config paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors under different training/loading scenarios; too little evidence of one shared bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash do not share the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading failures with different symptoms and likely different root causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and PretrainedConfig/pydantic regression are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert loading bug is not the same as the torch 2.4.1 / transformers 5.8.0 compatibility issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime issue is unrelated to the PretrainedConfig field regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a Transformers chat crash and the other is streaming chat/completions failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different models and subsystems; no common underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute error and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure is unrelated to an MPS histogram op missing for Int." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error is a different code path from the MPS histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different symptoms: torch dynamo grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking with TRL are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path break for GenerationMixin is unrelated to a Gemma3 config regression." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they arise in different model/loading contexts and are not clearly the same defect." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch/transformers compatibility complaint is unrelated to the Gemma4 device-mapping bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "vLLM loading failure and GGUF architecture support request are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation issue are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and TP-only GPT-OSS MoE issue are not the same code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming API failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (45812/45920) is a conservative duplicate call backed by matching AutoTokenizer wrong-ID regression titles. The remaining rejections are appropriately cautious 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": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "74ee94ae4799235810beed924e5e389f20969f7f242ef0c8ed7fb625ed195628", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No PRs are present. The cluster is mostly heterogeneous, but there is a clear duplicate subgroup around the v5 non-persistent-buffer corruption regression, plus one likely duplicate pair around input-validation error messages.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the broadest, clearest statement of the non-persistent-buffer regression and best captures the main duplicate subgroup around this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best global representative because it states the underlying regression succinctly and matches the confirmed duplicate cluster most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized type handling vs a pydantic field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different topics: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding_window issue vs pydantic model field breakage." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is Mistral-3 dtype mismatch and the other is Qwen3.5 video-template token mismatch; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Different root causes: remote_code regression vs torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths and errors: 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 around template/token alignment in v5.3.0." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the mask-shape mismatch and ZeRO-3 zero-size tensor issue are different bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 complaints, but one is about poorer embeddings and the other about broken AutoModel/pipeline behavior; not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen3.5 multimodal initialization bugs: text_config unwrapping vs uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes: FSDP weight dimensionality vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and issues; no shared underlying code-path is evident." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated issues: gpt-oss perplexity vs GLM5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model notebook regression and flash-attn fallback gating are separate problems." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but the titles point to different failure mechanisms and no shared concrete bug is clear." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Different scope: one missing lm_head tying in Mistral3, the other tied-weights issues in translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different subsystems: FineGrainedFP8Config vs flash-attn2 fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation tied-weights are different issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both concern the shared input_ids/inputs_embeds validation logic producing misleading or incorrect error messages." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions in different models; same broad area but not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: TRL SFT embedding unpacking vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and docs referencing a removed command are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different issues: DeepSeek-Coder detokenization regression vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs and model families." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression corrupting non-persistent buffers, phrased from different entry points." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is a text-embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression, with 43950 giving a more specific from_pretrained symptom." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly identifies the heterogeneous cluster, avoids inventing PRs, and keeps the main duplicate subgroup centered on the non-persistent-buffer regression. The accepted soft pairs are mostly conservative given the titles and similarity signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "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:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "863c5eb29836d13b62414b3c319130de77773fa43ebd434d0c86b061b693c54f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37999, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous, but the DeepSeek tokenizer pair is only a likely thematic match, not a proven duplicate. I\u2019m treating 45920 and 46489 as related regressions in the same area, but not the same bug or mergeable fix.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer regression cluster: it describes wrong token IDs across multiple model families in v5, including DeepSeek-family reports, but the evidence is still too high-level to collapse the DeepSeek-Coder v1 report into the same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue representative because it captures the broad v5 tokenizer regression pattern affecting several model families, rather than a narrower model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures and code paths: autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 Flash Attention crash from 3D position_ids." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are bitsandbytes/storage-related, but they are distinct incompatibilities with different error surfaces and likely different root causes." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related DeepSeek tokenizer regressions, but the titles and descriptions do not establish the same underlying bug or a single fixable code path. Keep this as similarity, not a duplicate." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Completely different problems: a corrupted Ovis2 checkpoint vs a generic logging/noise issue when loading models." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related to model materialization/buffer handling, but one is a general non-persistent-buffer corruption regression and the other is a specific Qwen3_5MoE uninitialized-memory read." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different classes of issues: SigLIP2 embedding quality vs tokenizer behavior changes across versions." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported symptoms differ too much to confidently treat as the same bug without stronger code-path evidence." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failures: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a Flash Attention memory crash and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/training, but one is gradient checkpointing not taking effect and the other is increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different Gemma/Qwen code paths and different failure modes; no clear shared underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an explicit HF-vs-JAX discrepancy; too broad to merge confidently." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated loading issues for different models; no shared bug or code path is evident." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs early-stopping metric configuration; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load noise vs a specific tokenizer-loading failure for sleng-bert." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different training/memory symptoms on different model families; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is a specific missing-fields config issue and the other is a broad umbrella report; not enough to treat as the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen/Gemma-style loading with DeepSpeed/weight issues, but the concrete errors and code paths are different." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue vs Gemma4 PLE device mismatch; unrelated implementation bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared underlying change is clear." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class vs bitsandbytes Int8Params constructor incompatibility; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading failure for a specific model vs flash-attn2 fallback gating; different subsystems." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading failures, but they affect different models and have different concrete errors." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code regressions vs Gemma4 device-map mismatch; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping/model-registration edge case vs broad remote_code regressions; not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device mismatch under auto sharding; different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback checks; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x vs a warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is ids-to-tokens and the other tokens-to-ids; different functions and likely different fixes." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer problems, but one is a LlamaTokenizer pre-tokenizer override issue and the other is a separate DeepSeek-Coder v1 output regression tied to a prior PR gap." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer codec issue; too different to merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the summary is grounded and the false-pair rejections are conservative. However, the accepted 45920\u219446489 soft edge is too strong for the packet: the titles show related DeepSeek tokenizer regressions, but the evidence does not establish the same root cause or a clear duplicate/mergeable bugfix. Keep that pair conservative as a likely-but-unproven similarity, so I can\u2019t accept the cluster as summarized." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43742", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45399", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43742|issue:45399", + "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:42947|issue:45923", + "issue:43257|issue:45305", + "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:44863|issue:46402", + "issue:24643|issue:30064", + "issue:43596|issue:46515", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589" + ], + "prepared_review_unit_hash": "6500ccc079c9542cd491f5df8d72cd22e1d711615f5e8799ed3e4064118b2f80", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, spanning unrelated loading, training, audio, and model-specific bugs. The clear duplicate subgroups supported by the titles are the v5 docs/pipeline-removal reports, the `_is_hf_initialized` loading incompatibility reports, and the generic mask-shape IndexError reports. No single canonical issue fits the whole cluster.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster because it contains several distinct bug families; the only clear duplicate subgroups are 43827/44509, 43872/44291, and 41093/44805.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too mixed for one representative, though 44509, 44291, and 44805 each cleanly represent their respective duplicate subgroups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: tokenizer/key loading vs flash-attn fallback gating." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same underlying v5 docs cleanup: removed pipeline tasks still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Unrelated model tie-weight bug vs non-persistent buffer corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` constructor-arg incompatibility when loading with init-empty/init weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different issues: FP8 config failure vs bitsandbytes/_is_hf_initialized incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both touch Whisper/audio code, but the titles do not establish the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: trainer signature mismatch vs tensor-mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is a missing support flag." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are weight conversion vs gradient averaging." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different failure modes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same broad ZeRO-3 area, but different Qwen variants and different missing-weight reports." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated architectures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: RLHF NaNs from position ids vs flash-attention s_aux handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask-shape IndexError signature; likely the same underlying bug report." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Related video-input regressions, but the titles point to different symptoms and models." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated GGUF architecture support vs float8 storage lookup error." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs in different model families." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: ZeRO-3 empty-indexing crash vs torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different subsystems: GGUF architecture support vs sliding-window logic." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but FSDP2 shared-state rebuilding and device-map mismatch are distinct bugs." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio inference issues: track leakage vs empty-transcription generation failure." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated from_pretrained buffer regression vs OCR long-input index error." + }, + { + "left": "issue:43366", + "right": "issue:43589", + "accept": false, + "reason": "No such pair in the cluster; if meant 43531, it is still unrelated to GGUF support." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: architecture support vs float8 storage type lookup." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly conservative, but the writeup is internally inconsistent: it marks 43872/44291 as a duplicate pair in the soft verdicts, yet the best-issue/canonical summary says the only strong duplicate subgroups are the docs and mask-shape pairs and says \u2018at most\u2019 only 43827/44509 and 41093/44805. That omits a clearly supported duplicate pair from the packet. Please align the summary with the accepted soft-edge verdicts and keep the duplicate claims limited to what the titles actually support." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:44560|issue:45685", + "issue:44683|issue:46515", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:46459|issue:46512", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "6dd3c2bb8dcdc6c2cd2a17158edb443351c86346a8c3a2886ebfa5c9821bd3f4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37641, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous Transformers v5 regression cluster, with a few clear duplicate pairs around custom-model init, SigLIP2 output corruption, and non-persistent buffer handling.", + "confidence": 0.36, + "canonical_issue_reason": "43632 is the broadest framework-level regression in the set (_is_hf_initialized / v5 initialization behavior) and is the best umbrella representative for the cluster, even though many other items are model-specific outliers.", + "canonical_pr_reason": null, + "best_issue_reason": "43632 is the clearest high-signal root-cause-style report; the others are mostly narrower symptoms or unrelated model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different subsystems: Qwen3-VL video embedding StopIteration vs an MPS histogram int support error." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch compatibility issues, but they concern different versions and code paths (compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility)." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export breakage for a specific class vs a meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and meta-device loading are distinct code paths and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5 custom-model initialization regression; the notebook case looks like a subset of the general bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/kernel failures: SDPA torch.compile issue vs flash-attention illegal-memory-access on Qwen3.5." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated symptoms: video embedding StopIteration vs TRL SFT unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different topics entirely: a 3d_parallel script failure vs GGUF gpt-oss support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device_map forward mismatch is unrelated to a torch 2.4.1 compatibility report." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and a Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES logic is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video embedding StopIteration and mask-shape IndexError are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same broken-output symptom; these look like the same underlying regression." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Initialization-flag regression vs a long-input OCR index error are different failures." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they target different models and likely different validation rules." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed zero3 indexing with BertModel is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel initialization bug is unrelated to the tokenizer mapping regression." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and a mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Offload loading failure and Strix Halo mmap OOM are different memory-related problems with different causes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but 39692 bundles docs mismatch plus quantization failure, so it is not clearly the same concrete bug as zero-probability outputs." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are near-exact duplicates: both report non-persistent buffers being filled with junk in Transformers v5." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA qwen3_moe compatibility across HF versions is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device_map cuda assert and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is ignored dtype during composite checkpoint loading and the other is stale config dtype after from_config; distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap/OOM mitigation on Strix Halo are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are generic model-loading failures, but the titles do not show the same concrete underlying bug or code path." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and notebook custom-model initialization are different regressions." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 docs/example problems with an extra quantization failure are not clearly the same concrete bug as the nonsensical output regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative about heterogeneity. The accepted soft pairs are plausible duplicates or near-duplicates (custom-model init, SigLIP2 output corruption, non-persistent buffers), and the rejected pairs mostly differ by model family, subsystem, or code path as stated. No pair looks overclaimed enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:42491|issue:43931", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "3da5f2413c1c4fc255830c18258bfaf382a1036fcdef7508555dafd22193d5d1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37368, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of mostly unrelated, model-specific bugs. I don\u2019t see any soft pair that looks like the same underlying change/bug, so there are no duplicate-worthy merges here. I\u2019d keep one broad, active quantization/offloading report as the cluster anchor.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report in the set, with multiple inbound references and a quantization/offloading theme that loosely overlaps several nearby reports. It is still not a true duplicate of the others, but it is the best representative anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue to retain as the representative because it is active, broadly scoped, and already attracts related references. It is not a merge target for the other issues, just the most suitable cluster head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume/max_steps math is unrelated to SGD optimizer arguments." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs: MoE training memory usage vs quantization/offloading behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory regression." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading/conversion under accelerate+deepspeed is not the same as GLM-4.7 test loading failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to generic resize_token_embeddings output-embedding propagation." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model-loading issue is different from quantized-sinq save/load corruption." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different problems: LoRA compatibility vs weight-shape mismatch." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression for Granite is not the same as missing/incorrect token IDs for DeepSeek V3/R1 due to pre-tokenizer handling." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4 serve processor attribute error are separate code paths and models." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is distinct from init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they affect different architectures and different subcomponents." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash Attention illegal memory access on Qwen3.5 is unrelated to s_aux=None crashes in flash_attention integration." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different model classes and code paths." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility is a version issue, not the same as meta-device loading breakage." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to AudioFlamingo3 track-embedding leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size out-of-range model metadata is not the same as a specific model load failure." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/model-use issues, not GLM5 checkpoint loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading not working with quantization is a different failure mode from increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same as Whisper return_language pipeline regression." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to composite Qwen multimodal config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is distinct from mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 attention state rebuild bug is unrelated to Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 reserved-memory growth is not the same as mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to MXFP4 loading falling back to bf16." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 embedding leakage is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is a different mechanism from mmap-related OOM." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation at zero sparse layers is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is different from the broken official Nemotron example." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support error in MoE is unrelated to the Nemotron example loading problem." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Both are resize_token_embeddings issues, but one is Gemma4-specific and the other is a generic output_embeddings complaint; not clearly the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap disabling for OOM avoidance." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "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:46050", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079" + ], + "prepared_review_unit_hash": "d02ad04170094ca8ec86f0825c95684cabf4102ce32efb6b1107be05ad5e0bfe", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36516, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions; only one soft pair looks like a true duplicate around `resize_token_embeddings` not updating output/decoder embeddings. Everything else is too broad or a different concrete failure mode.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report; issue:45335 looks like the same bug manifested in t5gemma\u2019s `decoder.embed_tokens`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest general statement of the only real duplicate pair in the set, and best represents the shared resize/embedding bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer bugs: BPE-marker handling vs `continue_final_message` behavior." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading are unrelated failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "One is a model-loading test failure; the other is a `save_pretrained` regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation and wrong custom-module loading are separate `save_pretrained` problems." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaNs from 3D `position_ids`." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both touch attention code, but the crash conditions and code paths are different." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` step \u0917\u0923ation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init and `extra_state` save/load are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resizing token embeddings fails to propagate to the output/decoder embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype mismatches, but they involve different models and execution paths (`autocast` vs `torch.device('meta')`)." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size inconsistency vs model loading failure are not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility breakage is an environment issue, not the same as a model-specific autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and round-trip space loss are different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Silent Granite token-ID regression is not the same as slow `convert_tokens_to_ids` behavior." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing float8 storage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 PLE device mismatch are different code-path problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenizer-version changes are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 custom-model regressions, but they describe different breakages and likely different fixes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Gemma4 forward device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch are distinct issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear-attention crash and template-node compile errors are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` problems are unrelated to Perceiver resize/interpolation failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compilation of non-template nodes are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different deprecated/changed APIs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of issue 38071 is not the same as the mistral_common `continue_final_message` bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized checkpoint save/load regression and tokenizer message-continuation behavior are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 wrong outputs and `ModelOutput` key assignment are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The one accepted pair, issue:45292 vs issue:45335, is strongly supported by the near-identical resize_token_embeddings failure description, and the false-pair rationales stay within what the titles support. The summary is appropriately cautious overall." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:43582|issue:43632", + "issue:36032|issue:42915", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:42915|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:40444|issue:46326" + ], + "prepared_review_unit_hash": "0b27a96d0b571cb4c5495fdd44e8a220923942ad9c48cbe3288345cd6d3aa6e8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few performance/runtime issues. I don't see any pair that clearly represents the same underlying bug or change, so no soft edges should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster's main theme: Transformers v5 loading regressions. It is the best anchor for this heterogeneous set, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the most globally representative issue because it captures the broad v5 model-loading breakage that many of the other issues loosely resemble, whereas the rest are narrower or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer construction error vs gguf_file / from_pretrained loading breakage; different code paths and symptoms." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs tokenizer loading failure for a specific model; not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL-ish loading, but one is a dev-version loader break and the other is a weight-shape mismatch; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel init crash vs torch>=2.9 flex_attention compile failure; unrelated subsystems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling vs AutoModelForCausalLM.from_config text_config unwrapping; different initialization/persistence problems." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash; different model families and bug mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage vs disabling mmap on Strix Halo to avoid OOM; both are memory-related but not the same issue." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state bug vs video input regression in Qwen VL models; distinct paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE marker bug vs Mistral3 lm_head weight tying bug; not the same code path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs DeepSeek-Coder tokenizer output regression; related area, but different concrete failures." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression vs CamemBERT masked-LM prediction bug; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for sleng-bert vs Mistral regex patch crash; different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping bug vs flex_attention compilation failure; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer loading for a specific model vs loading physical-intelligence/fast regression; not the same defect." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization junk; both v5 regressions, but not one bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet positional encoding CPU placement bug vs Qwen3_5Moe CPU-offload incompatibility; different symptoms and fixes." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text model structure inconsistency vs Sam3 text encoder weights not loaded; separate model-specific loading issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch vs template compilation TypeError; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag regression; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load-time error vs Qwen3 MoE FineGrainedFP8Config failure; different models and failure modes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model benchmark vs runtime special-token/post-processor update behavior; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache invalid group type; completely different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions, but not the same underlying bug or shared fix path." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter not updating vs multimodal iterable dataset failure; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral dynamo tracing grouped_mm error vs template compilation TypeError; different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow backend in torch install vs undefined tensorflow_text backend mapping entry; related packaging area, but different errors." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure vs Qwen3.5 PagedAttentionCache crash; distinct model/runtime problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens bug vs empty-transcription generation failure after align_special_tokens; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization are both initialization regressions, but they are not the same concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:46326", + "accept": false, + "reason": "Generic model load failure for ScandiBERT vs mistral_common continue_final_message bug; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46489", + "accept": false, + "reason": "Physical-intelligence/fast loading failure vs DeepSeek-Coder tokenizer regression; both tokenizer/model loading problems, but different code paths and fixes." + }, + { + "left": "issue:45081", + "right": "issue:46489", + "accept": false, + "reason": "Mistral regex patch crash vs DeepSeek-Coder tokenizer incorrect output; unrelated model families and mechanisms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:43089|issue:45987", + "issue:42915|issue:44291", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "fc62819dc6858ae1d5aab468185e571476b56870fa83f051bc636cafe847c2db", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38041, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: most items are different bugs in different models/subsystems, so I only accepted the two pairs that look like true duplicates. The strongest duplicate signals are the audio feature-extraction regression and the Qwen3.5 save_pretrained regression.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45081 is the clearest concrete bug with a specific failing code path and multiple inbound references; among this otherwise broad set, it is the best single issue anchor for the tokenizer/loading-regression subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the most actionable and well-supported issue in the set: it has a precise repro, a specific failing helper (`_patch_mistral_regex`), and several references. It is still not a great global canonical for the whole cluster because many other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both describe the same audio feature-extraction regression around `_torch_extract_fbank_features()` / `LasrFeatureExtractor` and an unsupported `center` argument." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: missing `all_tied_weights_keys` on Molmo vs loading `cjvt/sleng-bert` failing." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Both involve loading, but one is a T5 tokenizer method-name conflict and the other is a custom-model/Jupyter initialization regression." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but they target different failure modes and different APIs/models." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "One is device-map/offload dequantized loading, the other is a Qwen2.5-GGUF v5 loading failure; not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: template-node compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-5 loading regressions, but they affect different models and different load paths (model vs tokenizer)." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen3.5/Qwen2.5-VL issues, but one is output_hidden_states behavior and the other is rope/position-id scaling." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: chunked generation inconsistency with compiled forward vs StaticCache returning the wrong type." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio-related, but one is chat-template sample-rate defaulting and the other is batch-vs-single MIMI encoder padding-mask handling." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different failure modes: PEFT local-checkpoint loading vs `continue_final_message` on mistral_common tokenizers." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model initialization in notebooks is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "General custom-model initialization regression vs buffer serialization corruption; unrelated root causes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary logging/noise during loading is unrelated to the Mistral regex crash." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied `lm_head` weights, but one is a model-specific untied-weight bug and the other is a device-dependent serialization inconsistency." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated issues: missing tied-weight metadata on Molmo vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to template-node compilation errors." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both affect audio/codecs, but one is padding-mask support in MIMI and the other is missing STE behavior in DAC." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping/metric selection is unrelated to `num_input_tokens_seen` not updating." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model loading bugs; the shared version and loading context are too broad to be duplicates." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are load failures, but for different models and different failure mechanisms." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as StaticCache returning a tensor instead of an int." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different initialization/loading failures: FP8 config issue vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Export/check-pointing utility failure vs processor image-size mismatch; unrelated bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction is unrelated to compiled flex_attention failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer attribute conflict vs key error loading a specific model; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor argument collision is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "These are the same Qwen3.5 `save_pretrained` checkpoint-key regression, with 45357 describing the continued incorrect visual encoder keys in a later version." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer-loading regression vs a performance regression in `convert_tokens_to_ids`; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level errors: Qwen3MoE FP8 config failure vs missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-family regressions, but one is a video-input bug and the other is still-image temporal position scaling; not the same concrete defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map CUDA assertion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted pairs are the only ones that reasonably read as same-bug duplicates from the packet, and the summary avoids overclaiming about the rest of the heterogeneous cluster. The chosen canonical issue is defensible as the best anchor among the loading/tokenizer regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:43381|issue:45923", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "fcac4b7faf71af941b838362900358585a8b0bb67debde990b92e37b48621f31", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated model-loading, tokenizer, and training regressions that only share vague similarity around Transformers v5 and Qwen/VL/tokenizer topics. I found one clear duplicate pair (42175 \u2194 45542); the rest are not safe merges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43611 is the broadest, most representative regression in the set: a general Transformers v5 model-loading breakage around `base_model_prefix`, which best matches the cluster\u2019s loose theme of loading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best overall cluster anchor because it is a clear, general compatibility regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs Granite speech config loading." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "One is a Torch version incompatibility; the other is noisy logging during model load." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different loading paths (`base_model_prefix` vs non-persistent buffers)." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: `_is_hf_initialized` init logic vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-family issues with different symptoms and code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is finetuning/multi-image batching and the other is temporal position scaling." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failures: tokenizer BPE marker handling vs PEFT checkpoint loading." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and distinct symptoms." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs missing Float8 storage; no common bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noisy loading message vs tokenizer load failure for a specific model." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen VL training, but one is multi-GPU training and the other is iterable-dataset multi-image failure." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different root causes and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as a missing capability flag." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: perplexity evaluation issue vs Whisper batch_decode behavior." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 attention state rebuild bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: `_is_hf_initialized` argument mismatch vs Float8 storage lookup." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor sync and the other is add_special_tokens BOS/EOS behavior." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure vs CLIPTokenizer model_max_length issue." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training bugs with no shared concrete code path." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config failures: GGUF loading vs missing `pad_token_id`." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different memory/load issues: device_map offload load failure vs MoE training memory inefficiency." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same underlying bug: TensorFlow backend is missing in the torch-only install path, producing the undefined tf backend error." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad Voxtral tokenizer error message vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading bugs: Video-LLaVA weights/temporal attention vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different issues: ModelOutput key handling vs v5 non-persistent buffer initialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs init_empty_weights argument mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but they concern different failures and models." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneration vs zero-loss single-label classification edge case." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different visual-model bugs: missing temporal attention/shared weights vs incorrect save_pretrained keys." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: Qwen3 device-mapping cuda assert vs Mistral tokenizer regex patch crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The anchor choice and summary are grounded in the packet, and the soft-edge decisions stay conservative. The only accepted pair (42175 \u2194 45542) is well supported by the issue titles, while the other pairs are reasonably treated as distinct bugs rather than safe merges." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:42796|issue:45381", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:42796|issue:46209", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "3dc781720dfcce2bb879bbff046f5ffdeaff0fc1d327fee60e2dc27a14951280", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37204, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share broad Transformers/model-regression themes. I found one plausible duplicate edge in the Qwen2.5-VL video-position-id regression; the rest look distinct.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44479 is the best umbrella report for the Qwen2.5-VL video-input position-id regression; it is broader than the narrower follow-up report in issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue in the only clearly overlapping subgroup and is the most actionable umbrella for that bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk vs ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL-related, but one is multi-image dataset handling and the other is video position-id computation." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers v5 loading, but the concrete failures differ (base_model_prefix vs custom model init)." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Export/compiler check failure is unrelated to bfloat16 dtype mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but still-image temporal position_ids and video vision_position_ids are not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are too vague to treat as the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen VL video positions." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is serialization inconsistency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Position-id scaling bug and Kosmos2.5 OCR index error are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different loading/config problems." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights arg and strict config loading are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Model loading in vLLM vs torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization-version change are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export export failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and PEFT local checkpoint loading are different paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset bug and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different generation/device-mapping failures with no shared concrete code path." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/model mismatch and iterable-dataset multi-image failure are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes and torch.export failures are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight loading/serialization issue vs SDPA compile failure are different." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "cudaErrorAssert during auto device mapping is not the same as Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:42796|issue:44977", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:26413|issue:28530", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "b414571acf0b3580dbf3c2c0f896e6f9353b9180344ec55f2c31c819b1e5dda9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bugs. There are a few loose theme overlaps (tokenizers, offloading/quantization, tied weights, resume_from_checkpoint), but none are strong enough to merge as duplicates with the evidence provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest and most central open tracker for a tokenizer regression affecting multiple models, so it is the best umbrella representative within the weak tokenizer-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most generally useful and highest-signal issue here: it is broad, open, and already framed as a multi-model regression rather than a narrow single-model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve input-shape/batching problems, but one is a MIMI encoder padding-mask bug and the other is an OmDet-Turbo processor size mismatch; different code paths and symptoms." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but 44568 is about missing BOS/EOS on one tokenizer while 45920 is wrong token IDs across several models; not the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: BPE marker handling in a tokenizer versus Qwen3.5 generation with flash-attention." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "One is tied lm_head weights in a multimodal model; the other is a dtype mismatch in inference. No shared underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific dequantized model load failure and the other is a broad offloading complaint; insufficient evidence of the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are batching-related, but they hit different model families and different mechanisms (padding mask vs interpolation/resize behavior)." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity evaluation on one model is unrelated to gradient checkpointing effectiveness with PEFT LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Model-load segmentation faults and post-save quantization breakage are different problems with no clear common code path." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization bug versus packed-weight unpacking during accelerate loading; different subsystems and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing config field in StableLm is unrelated to AutoModelFromConfig not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/generation failures, but one is a Qwen auto-device-map CUDA assert and the other is a Llava Next segmentation fault; no concrete overlap." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a runtime loading issue; non-persistent buffer junk is a different v5 state/buffer regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving model weights, but one is tied lm_head serialization and the other is incorrect visual-encoder keys in Qwen3.5; distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a missing all_tied_weights_keys attribute in Molmo." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both involve Trainer behavior, but one is checkpoint resume/epoch iterator failure and the other is early stopping metric resolution; different logic paths." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but the failures are different: auto-device-map CUDA assert versus flash-attention generation corruption." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure is unrelated to a tokenizer loading regression for a different model." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM regression and an apex RMSNorm memory leak are separate performance/memory issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A Trainer compute_loss signature change is unrelated to 3d_parallel failing to run." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model and a general tokenization-version-change report are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape issues and tokenization changes are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different Sam3 issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading problems and disabling mmap on Strix Halo are different memory/offload concerns without a shared concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA in Bamba is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype staying float32 on load is unrelated to incorrect max_steps calculation when resuming from checkpoint." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch tied/serialized weights, but one is lm_head tying in Mistral3 and the other is wrong visual-encoder keys in Qwen3.5; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44671|issue:44743", + "issue:28530|issue:33666", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44387|issue:45701" + ], + "prepared_review_unit_hash": "bb9b272004682d06552d24961c4a26adde1004bb4dec9634a96da75ce8022733", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loose and mostly centers on model loading/offloading, quantization, and a few tokenizer/processor regressions, but the soft pairs are not true duplicates. I would use the broad offloading/quantization issue as the representative anchor.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43873 is the broadest and most central representative of the shared offloading/quantization/device-placement theme, and it best fits the cluster\u2019s main recurring failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor this cluster because it captures the widest common surface area across the nearby loading/offload regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma models, but one is a Gemma3n forward variable-name collision and the other is a Gemma4 PLE device mismatch; different bugs and code paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and failure to run 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes on multimodal models and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are separate issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-shape related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and Bark-small CPU offload device mismatch are unrelated model/runtime problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is a processor/tokenizer regression and the other is a version-dependent tokenization change; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with gpu+cpu offload are distinct loading paths." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and GPT-OSS MoE tensor-parallel failure are different issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and kernels import/version requirement failure are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3_5 recurrent-state reset are different model behaviors." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage and Qwen3 device-mapping crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction and glm-4v-9b loading failure are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both concern Qwen3 multimodal models, but one is a video-input ValueError and the other is a from_pretrained weight_only error." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload issue are separate configuration bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric handling and void segmentation-map processing are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and T5 add_special_tokens name conflict are different tokenizer defects." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "CLIP MacOS bus error and progressive generation inputs_embeds/past_key_values issue are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and BarkProcessor voice_preset failure are different components." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/bbox odd behavior are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA compile failure and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are both loading-related, but they are different code paths and failure modes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading/OOM regression and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory growth under int4 quantization and tokenization changes across versions are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:45357|issue:46402", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44514|issue:44545", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "d8ce0565bd828697c865b79e1fc3f769458f8c14e04b99382a92a3cf8ee4ba63", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated Transformers issues spanning many models/subsystems. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the better canonical issue: it describes the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash as issue:44514 and has slightly more reference/activity context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative issue because it is the clearest duplicate target for the shared Qwen2_5_VLProcessor.apply_chat_template crash and has marginally richer discussion signals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure modes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming/chat-completions failure." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Both are model-loading/runtime bugs, but they affect different models and code paths (device mapping assert vs local checkpoint + PEFT loading)." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Unrelated documentation issues: a typo in cache strategies versus stale pipeline-task docs in v5." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both mention config/weight loading, but they concern different models and different missing-key symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen3 family issues: sliding-window behavior vs composite config text_config unwrapping." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems entirely: CPU offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal token counting bug are unrelated issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they are model-specific and do not clearly share the same underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init validation for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embedding forward." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation bug is distinct from degenerate zero-loss classification behavior." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to Qwen3.5 multimodal config handling." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument error is unrelated to model loading failure for ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: model loading regression vs image processor unexpectedly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/documentation-ish issues, but the actual bugs differ: example mistakes vs processor/model image-size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking crash is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load loss of custom token IDs are different tokenizer/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and gradient growth with ZeRO-3 are not the same issue." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position-id bug are different multimodal failures." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/cache behavior, but one is tokenizer cache loading and the other is an unconditional model_info call in a regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet, and the only accepted duplicate pair is strongly supported by identical issue titles plus matching bug description. The other soft-edge rejections stay conservative and do not overclaim duplication from title-level similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43531|issue:43645", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43421|issue:43653", + "issue:46032|issue:46463", + "issue:45663|issue:45923", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:44361", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "dd8f9aaeee05d18629cff5925cecccfe2e70b757294a46ba0d2d08802a96a703", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37732, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: many items are tokenizer/model-specific bugs that only share broad Transformer/theme wording, not the same underlying defect. I did not find any pair that is clearly the same bug/change, so I rejected all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43421 is the best single anchor for the cluster because it is a broad tokenizer-backend correctness report and sits closest to several other tokenizer/special-token regressions, but the overall set is still not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43421 is the most suitable representative to keep as the cluster anchor: it describes a core tokenizer infrastructure bug with the broadest overlap to nearby reports, even though the rest of the set is largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated code paths: T5 RMSNorm memory leak vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm leak." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is runtime post-processor synchronization and the other is mask-token registration/empty decode; not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message; no shared code path." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to a missing support flag on a trust_remote_code variant." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but one is special-token post-processor refresh and the other is LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local-checkpoint loading vs quantization offloading behavior; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors are unrelated to quantization offloading correctness." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a hard crash in _patch_mistral_regex while the other is a Kimi tokenizer regression with codec/warning issues; not clearly one bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel ZeRO-3 initialization index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression with fix_mistral_regex is unrelated to hub file-listing forwarding of revision." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different models and different processing stages." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading bug and DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; no overlap." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer mapping/model registration failure; different concerns." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression is not the same as Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field regression and RTDetrV2 output drift are distinct model behaviors." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and sleng-bert loading failure are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer attribute failure." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and different errors: video-input ValueError vs variable-name collision AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-size interpolation failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration issue and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to the MPS histogram_int support error." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging bug is unrelated to the degenerate zero-loss sequence-classification bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict-config loading of granite_speech; not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation bug in SwitchTransformers is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure and DAC latent mismatch are different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44821|issue:45084", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43582|issue:46512", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43606|issue:45072", + "issue:44485|issue:44509", + "issue:43577|issue:43818", + "issue:34634|issue:36010", + "issue:44479|issue:45834", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "c5fd950088f6a97d0e5b1654c9ac13e086364e56b9f30973071cc68d74d7d5b3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34959, + "estimated_input_tokens": 8740, + "estimated_eval_tokens": 17736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports spanning model loading, dtype mismatches, tokenizer issues, video/vision regressions, and trainer problems. There is no strong duplicate set here; the only plausible canonical anchor is the broad from_pretrained/buffer-state regression theme.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43950 is the best representative of the broad loading/state-corruption subtheme: it is a core regression in from_pretrained affecting non-persistent buffers, with wide potential impact and clear root-cause style scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest global triage candidate because it is severe, broadly applicable, and centered on a core API path rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different failures in unrelated areas: image segmentation map handling vs a trainer method signature change." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but they are different bugs: unconditional hub access offline vs an AttributeError on a tokenizer object." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated models and code paths: Qwen3 device-map CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different bugs in different model code paths: dtype mismatch in image preprocessing vs a variable-name collision in Gemma3n forward." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Both concern generation/runtime correctness, but one is metric gathering on the eval path and the other is Mamba2 cache behavior during inference." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and failure modes: loading an image processor from URL vs a template compilation TypeError." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both touch cache/buffer-ish internals, but one is a from_pretrained buffer corruption regression and the other is a return-type contract issue in StaticCache." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/example failures for SigLIP2 are not the same bug as a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different domains and failure modes: Whisper empty-transcription generation vs Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes in LayoutLMv2 are unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading; not the same underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend post-processor updates and Whisper batch_decode skip_special_tokens are different features with different failures." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they affect different Qwen variants and likely different preprocessing/position-id code paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 issues: weight_only loading vs flash-attention generation behavior." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they involve different models, environments, and inference paths." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation text about removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are unrelated bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are separate compatibility/load issues." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both mention input regressions, but one is a Qwen video-input v5.3 issue and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch during indexing is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A pipeline error message regression is unrelated to a SigLIP2 model/pipeline output quality bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation are different model families and different bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipeline import failure due to kernels version requirements are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 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-10000-463", + "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:44554", + "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:46326" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43906|issue:46209", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43526|issue:44554", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "cec7ef3551cf1d65079e231b1ab9d1c81878ea465c00d9d8d7c394455cd1775f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35252, + "estimated_input_tokens": 8813, + "estimated_eval_tokens": 17882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly share only broad themes like tokenization, loading, or v5 regressions, but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (general v5/remote_code breakage). The rest are much more specific model-, tokenizer-, or backend-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single representative for this cluster because it is the most general and central-sounding regression report, even though the cluster overall is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent v5/remote_code breakage, but they point to different concrete failures and code paths." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "One is a cache-sequence return-type bug; the other is a kwarg-handling bug. Same API surface, different defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: image size mismatch vs dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Unpacking packed BitNet weights is unrelated to the reported bfloat16 dtype mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The tokenizer spacing issue may be adjacent, but this is not clearly the same underlying bug as the slow/fast inconsistency report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT prediction regression; the other is a broad tokenization-version change report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error-message bug and the other is docs drift." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL models and different bugs: loading with weight_only vs rope-index scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument compatibility." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging and Mistral regex patching are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup and CUDA AMP loss crash are separate platform-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token handling and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve processor/tokenizer internals, but the missing attribute and missing tokenizer problems are not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related in Qwen models, but they arise from different mechanisms and should not be merged." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading failure is not the same as the broader remote_code breakage report." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation TypeError and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is an import/version issue and the other is chat-template behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency regression are different problems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit label reduction and RTDetrV2 output divergence are unrelated regressions." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal-token video-branch bug and a removed-config reference in auto_mappings are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 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-10000-463", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "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:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:43650|issue:43906", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:36010|issue:36331", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:43454|issue:43577", + "issue:34567|issue:40990" + ], + "prepared_review_unit_hash": "19b5f4572375f56941b50bdc8bdc0b3713220bc7b18894e26d49adc6f65677c1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35696, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issue reports across different subsystems. The only plausible duplicate thread is the multimodal video-input regression around `_get_num_multimodal_tokens` / Qwen video failures; all other soft pairs describe different bugs with different code paths.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue across the full set: the items are heterogeneous and mostly unrelated. If forced to pick one representative duplicate thread, issue 43329 is the most concrete code-path bug (video token counting), which best matches the only plausible soft duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43329 is the strongest representative because it pinpoints a specific broken video branch in multimodal token counting, and it plausibly underlies the broader video regression reported in 44479.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training bugs: one is a deepspeed zero3 IndexError, the other is an evaluate-after-train failure." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizer issues, but they affect different APIs and appear to have different root causes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure; the other is an MXFP4 quantization loading fallback. Not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated problems: PEFT/local checkpoint loading versus Whisper batch decoding special-token handling." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different components and failure modes: DAC latent conversion vs Dia config save/load token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion is unrelated to the multimodal video-token helper bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch import/model construction, but one is a missing GenerationMixin import and the other is a Jupyter custom-model initialization regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package dependency/backend installation issue versus kernels import-time version/revision requirement; not the same change." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful technical overlap; one is a placeholder issue, the other is a reproduction of a separate tracked bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention model/processor behavior, but they are different models and different correctness problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both cause OOMs, but the memory regression and the Sam3Video OOM are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to OmDet processor image-size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions in different subsystems: Qwen3-MoE sliding window versus PIL backend requiring torchvision." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: GLM-4.7-Flash loading in tests versus Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc example/model-preprocessor errors are not the same as a quantization loading fallback bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they are separate functions with different failure modes and fixes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Cache lazy-init recompilation and max_cache_length handling are related area-wise but not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion during accelerate/deepspeed loading." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight-conversion/loading bug versus a straightforward CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is trust_remote_code field loss and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input code path in multimodal processing; 43329 identifies the broken helper in the video branch and 44479 reports the broader v5.3.0 regression across Qwen VL/video models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting helper bug versus batched video processor output shape; related domain, but not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/OOM concerns, but FSDP CPU RAM efficient loading and mmap on Strix Halo are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion/loading is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying causing garbage generation is unrelated to dtype propagation in Blip2 loading." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are different problems with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is a plausible shared video multimodal regression thread, and the rest are reasonably rejected as distinct bugs despite some surface-level similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue: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:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:44291|issue:45042", + "issue:43525|issue:46291", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43404|issue:45127", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:43425|issue:46291", + "issue:43577|issue:46512", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:44062|issue:44991", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43742|issue:44291", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:28282|issue:29127", + "issue:44568|issue:45488", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:42915|issue:43749" + ], + "prepared_review_unit_hash": "3c6c1e9455749b67e51025d6fd7e3e27aaed0fa350dd83f32330db601810f16a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet is mostly a collection of unrelated Transformer bug reports. The only plausible overlap is the Qwen video-input pair (44479/45381), but the evidence is only a loose similarity, not enough to merge them as one issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44479 is the most central Qwen video-regression report in this set, but its relationship to 45381 is only a soft similarity rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue here because it has the broadest description of the v5.3.0 Qwen video-input regression and the most surrounding context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 loading vs MobileLLM key loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload, but they affect different model families and code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to PIL/torchvision backend requirements." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 pad_token_id config handling and kernels revision/version validation are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are distinct problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different failures." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a load-time Mistral3 issue and the other is a LoRA merge/vocab-collapse bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading for physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-id persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output behavior and a generic tokenization-version issue are not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels revision/version validation are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "dtype propagation after loading BLIP2 is related in theme, but not the same bug as stale config.dtype from from_config." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging for pip install '.[torch]' and missing Qwen2_5_VL export are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map offload loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading regression are different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken kwarg duplication and est-roberta tokenizer loading failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "45381 looks like a related Qwen video-input symptom, but the evidence only supports soft similarity, not a confirmed duplicate." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-related, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3-vl embedding StopIteration are distinct failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-clarity error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta-v3 special-token handling and DeepSeek V3/R1 pre-tokenizer override are different tokenizer bugs." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension RuntimeError and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but there is one overreach: the packet only supports a soft similarity between 44479 and 45381, not a definitive duplicate or that 44479 is clearly \"concrete, reproducible.\" The rest of the pair judgments look suitably cautious, but the best/canonical issue claims are a bit too strong for the evidence provided." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue: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:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:44737|issue:46463", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:44568|issue:46491", + "issue:44792|issue:44964", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:45042|issue:45081", + "issue:44737|issue:45588", + "issue:43742|issue:44589", + "issue:42796|issue:43906", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "9d3739e4eef0e4519050d6818ecc889600601b68b97d72f7811a4705ba772d55", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports; only the two SigLIP2 issues look like the same underlying model-accuracy regression. No pull requests are present.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43994 is the clearest user-facing report of the shared SigLIP2 regression, with a concrete failing model and reproduction; issue:43493 looks like the more diagnostic sibling report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 best represents the duplicate pair because it captures the observable end-user failure on google/siglip2-base-patch16-224 and is broad enough to subsume the implementation-discrepancy report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated problems: missing TensorFlow in a torch install vs a model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: XLNet CPU arange bug vs T5 decoder input validation message." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 regression: the HF implementation disagrees with the expected behavior and yields nonsensical outputs for siglip2-base-patch16-224." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is an init_empty_weights/_is_hf_initialized TypeError; the other is an AutoImageProcessor URL-loading issue." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and bugs: Qwen3 MOE weight conversion vs Smollm3 RoPE layer handling." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count tracking and custom compute_loss signature errors are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as the official Nemotron example breakage." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and a PyTorch ImportError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer internals and failures: AddedToken kwargs conflict vs Mistral regex patch crash." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are separate model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to StaticCache sequence-length typing." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both concern labels, but one is an image-processor reduction bug and the other is a sequence-classification loss bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer patch crash." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash-attention sink handling are different subsystems and bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model-loading key errors and missing Float8 storage types are not the same failure mode." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a reproduction of another issue are not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash affect different models and paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm3 multimodal bugs with no shared code-path evidence." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and a T5 decoder-input error are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading failure and a generic model load failure for sleng-bert are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto_mappings references are separate repository maintenance issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect save_pretrained visual keys and wrong AutoTokenizer token IDs are different regressions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload losing rotary_pct and rope-parameter JSON list handling are distinct config-validation problems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet contains only issues, so \"no pull requests\" is correct, and the only plausible duplicate/same-bug pair is the SigLIP2 43493/43994 pair. The other soft-edge calls stay conservative by distinguishing different models, code paths, 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": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:42898|issue:46491", + "issue:43452|issue:44843", + "issue:28282|issue:33357", + "issue:44936|issue:45823", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:45372|issue:46170", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43531|issue:43742", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "4c353b616fac8cea95da60253fcc8702aad528ba5d92b04789a99a8938d32057", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. The only plausible duplicate pair is the config-loading bug around missing fields in returned AutoConfig objects; the rest do not look like the same underlying change or code path.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43643 is the clearest canonical because it states the broader, user-facing config-loading regression: fields disappear from AutoConfig results. It best captures the underlying missing-field problem shared by the closest duplicate candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43643 is the best representative issue overall because it describes the most general root symptom rather than a narrow model-specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures: BitNet accelerate-loading/unpacked weights vs Perceiver image classification resize/interpolation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 checkpoint save_pretrained corruption; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both describe config fields disappearing during config loading/strict handling; same underlying missing-field regression." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults vs T5 decoder-input validation error messaging are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error and LayoutLMv3 box-content error are different failures." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 loading crash for Gemma3 vs trainer.evaluate() failing after train are different code paths and symptoms." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during save/load is not the same as sinq quantization save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model issue; not clearly the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found import error and Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens are unrelated tokenizer/model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General v5 clean_up_tokenization_spaces behavior change and CodeLlama leading-space regression are related thematically but not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage and unconditional model_info() offline-mode failure are different AutoTokenizer.from_pretrained issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import error and MacOS bus error on CLIP model loading are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 PLE device_map mismatch are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is batched apply_chat_template padding and the other is video vision_position_ids; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failures: MLukeTokenizer attribute error vs FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import dependency issue and Windows ROCm torch.distributed dependency issue are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question and AutoProcessor cached_file kwargs bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug and MLukeTokenizer attribute error are different tokenizer problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve optional backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec handling warning are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF AutoTokenizer/AutoModel loading failure and Blip2 dtype staying float32 are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration for BigBird and BOS/EOS omission for mdeberta are different tokenizer-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM efficient loading are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The single accepted pair (43643/45375) is supported by both titles as a missing-fields/config-loading regression, while the other soft pairs are reasonably rejected as differing bugs or code paths. The summary does not overclaim beyond the evidence available from titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43927", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44466|issue:46050", + "issue:43577|issue:44554", + "issue:44977|issue:46209", + "issue:43504|issue:44610", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:44554|issue:46365", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:33666|issue:36331", + "issue:45823|issue:46050", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "2a42ccfd9131584db5bd709617f61e27770fbebc26609031fdd925e8d08be7dc", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37402, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers regressions (tokenization, processor/chat-template, model loading, generation, and device/runtime bugs). None of the soft pairs appear to be the same concrete bug/change, so I would reject all soft edges. If a single issue must represent the cluster, the broad tokenizer-regression report is the best umbrella, but it is not a true duplicate anchor.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45701 is the broadest/openest issue in the set and the closest thing to a general umbrella for tokenizer/version-regression complaints, but the cluster is too heterogeneous to support a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best representative issue for the overall cluster because it is broad, open, and most likely to subsume related tokenizer behavior regressions; however, it is still only a loose representative, not a confirmed duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are Qwen3.5 generation/caching regressions, but one is about compiled forward chunked generation outputs and the other about recurrent states resetting; different failure modes and likely different fixes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading regressions, but 44843 is specifically an offline-model_info call in _patch_mistral_regex, while 44991 is a broad tokenizer load failure for a specific model; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs a Mac bus error on CLIP loading; these are unrelated failure classes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model/code paths: auxiliary-loss normalization bug versus an apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weight loading are unrelated model-specific issues." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different defects; no shared underlying code-path problem is evident." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and DiaConfig custom-token-id persistence bug are both token-related but not the same underlying issue." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is a batched-padding crash and the other is a tool-call/no-content assistant-message crash; different edge cases." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig token-id serialization." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is not the same as a broad tokenization-version regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants versus num_labels propagation in Qwen3.5; different subsystems and fixes." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs from sliding-window attention on mixed-length batches versus NaNs in classification heads after checkout/init are distinct defects." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different breakages." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Key error loading MobileLLM and inability to load AutoImageProcessor from URL are different loading paths and failures." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is a device-placement/runtime issue, not a generation/compiled-forward inconsistency." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error and Qwen2-VL multi-GPU training are both trainer-related, but not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading problems with different root causes and model families." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization depending on device is separate from sinq quantization save/load breakage." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different hardware/runtime problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy config field loading and OmDet-Turbo processor image-size mismatch are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and processor.tokenizer/image-passing regression are different processor API bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom token-id persistence do not share the same code path." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and DiaConfig token-id loss are separate defects." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and inability to load ScandiBERT are both from model loading, but not the same underlying bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different Trainer issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 PLE device mismatch and sinq quantized save/load breakage are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in different configs is superficially similar, but the affected model/config classes and fixes are distinct enough to keep separate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:44849|issue:46209", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:45357", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:44568|issue:46489", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43646|issue:44466", + "issue:43540|issue:44977", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:44464|issue:46424", + "issue:43927|issue:44361", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "90d27573ecbb5f3b7347370c71336a4da96a124da76e8b0c282e60314ba6640f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37015, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs share broad transformer/tokenizer/model-adjacent wording, but each pair points to a different model, failure mode, or subsystem. I would not merge any of the soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single duplicate thread stands out; if a representative issue must be chosen, #44843 is the strongest canonical candidate because it has a concrete regression, a clear code path (`AutoTokenizer.from_pretrained` / `_patch_mistral_regex`), and broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "#44843 is the best overall issue candidate: it is specific, reproducible, and ties to a common entrypoint used by many models, making it more representative than the model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state behavior vs FP8 inference on B200 hardware." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Both involve generation/input handling, but one is a SigLIP2 model output issue and the other is an API parameter precedence bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated numeric issues in different models: dtype drift vs auxiliary loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different code paths and symptoms: accelerate loading of BitNet weights vs tokenizer task AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PyPI version pin problem." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is broken docs/example usage and the other is an implementation discrepancy against JAX." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-state output bug and incorrect save_pretrained visual-encoder keys are different Qwen3.5 regressions." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both are multimodal-related, but one is a SigLIP2 example issue and the other is a regression in custom processor/tokenizer access." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different failure domains: SigLIP2 output mismatch vs DeepSpeed/ZeRO gradient growth." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluation is not the same underlying problem as gradient explosion under ZeRO-3." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing is not the same as offline mode breakage from an unconditional hub call." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and lm_head serialization inconsistency are distinct bugs." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing special tokens and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen class is unrelated to the Float8 storage deserialization error." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are different runtime issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different low-level failures: Float8 storage lookup vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is not the same as Qwen3VL MOE model loading failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "A missing default for mm_token_type_ids is unrelated to multi-GPU CUDA OOM." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model/config regressions." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length being ignored outside quantized cache." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token ID corruption in DiaConfig is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen-family loading, but one is a missing config attribute and the other is failure to unwrap `text_config` in multimodal configs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for Beit semantic segmentation and CPU offload device mismatch in bark-small are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is not the same underlying issue as a PEFT minimum-version bump." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a Qwen2 model is unrelated to dependency-version pinning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:45229|issue:45823", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:44423|issue:44734", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:44186|issue:46192" + ], + "prepared_review_unit_hash": "728db3b73accc471bde1aff0610fe0262f946e6adeeeee5146a1fa557221ee9b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs only share broad subsystems or superficial wording, not the same concrete bug/change. I would not merge any of the suggested pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated tokenizer, serving, loading, quantization, and CI bugs.", + "canonical_pr_reason": "No pull requests are present in the provided cluster.", + "best_issue_reason": "No clear global best issue exists because there is no coherent duplicate group to anchor.", + "best_pr_reason": "No pull requests are present in the provided cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: one is StableLmConfig pad_token_idx fallout, the other is init_empty_weights rejecting an unexpected argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and failures; one is a position-id key issue, the other is a CLIP text model structure change." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device-mismatch forward bug; not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A CPU-offload device mismatch bug and a stale CI test failure are not the same underlying issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs: legacy field loading for Beit semantic segmentation versus BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation problems: compiled-forward chunked generation inconsistency versus Whisper empty-transcription handling." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 incorrect outputs and a generic unexpected key with position id are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization/offloading, but one is an offload behavior bug and the other is a save/load regression for sinq quantization." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Completely different topics: Flash Attention 2 test failures versus MLflow not being reported after a failed job." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: flash_attention sink-less models crash on s_aux=None, while the other is quantized model persistence." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "One is a DeepSpeed/ZeRO-3 training stability issue; the other is a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not mergeable as one fix." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to memory overflow when calling sam3-litetext." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warnings and GPT-oss-20b CUDA OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a NoneType broadcast error in Trainer." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation JSON list typing are different bugs in different paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile-time template-node error and a Python 3.13 flash_attn import-key error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token and TrainerState.num_input_tokens_seen not updating are unrelated tokenizer/training issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "A correctness bug in MPS attention is not the same as an incorrect PyTorch version gate for an import." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different classes of bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import compatibility and meta-device model-loading failures are different loading problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation, while the other is a return_tensors precedence 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": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "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:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue: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:43232|issue:44849", + "issue:44521|issue:45290", + "issue:43295|issue:43450", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:45381|issue:46209", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:45520|issue:46178", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:43450|issue:43575", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:42490|issue:43493", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "73d2cff0d5b679448b1df866c241e380a386cfec8cf497aba965908713a1f0cd", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only look similar at the title level (tokenizers, model loading, multimodal/chat-template, config regressions, quantization, etc.). I would not merge any of the soft pairs; they are mostly false positives from broad semantic similarity.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43295 is the broadest and clearest regression report in the set, with concrete user-facing breakage around processor/tokenizer handling and multimodal inputs, so it is the most reasonable anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best representative issue overall because it is a direct regression report with a specific affected API surface and a plausible cluster theme (v5-era loading/processor regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation, the other is output_hidden_states on Qwen3.5." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is assistant_mask being all zeros for multimodal inputs and the other is a crash on tool-call messages; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different failure modes: processor.tokenizer/image passing regression versus batched video processor shape mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated APIs: Gemma4 device placement with device_map versus return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom multimodal loading regression is unrelated to OmDet-Turbo returning 640px inputs instead of 224px." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading behavior under quantization." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different areas and symptoms: Qwen2.5-VL video position ids versus FP8 inference on B200." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load-time failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness is unrelated to Kimi-K2.5 tokenizer codec/warning regression." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example issues are unrelated to return_tensors being ignored in processor kwargs handling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import mapping issues, but they concern different backends and different code paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm pad_token_idx regression is not the same as meta-device loading failures across some models." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA bug is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Completely different import errors in different modules/models." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tensor-parallel OOM on a specific Qwen2 model." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is not the same as the CLIPTextModel structure change." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 HF/JAX discrepancy are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus image-generation test is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Similar missing-pad-token-id pattern, but different model families and no evidence of the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3MoE is unrelated to Qwen2_5_VL import errors." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities while the other describes a broader HF-vs-JAX discrepancy; not clearly the same concrete issue." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures are unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class and incorrect detokenization are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token bug is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different subsystems and different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:45200|issue:45325", + "issue:43388|issue:43526", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:41720|issue:46209", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:44561|issue:46234", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:45290|issue:46326", + "issue:43819|issue:45083", + "issue:44514|issue:44521", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "bbf6eae8f19bf4c3f3cf4cd2365bd1be98b379a91b19e96dc1de0ae26ad3fa41", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose collection of unrelated Transformers issues; there is no strong duplicate cluster. I found no soft-edge pair that appears to be the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44521 is the best single representative to keep because it is a concrete, user-facing runtime bug in a currently active area (multimodal `apply_chat_template`) and has the most discussion/inbound attention among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest issue to surface as the cluster representative: specific, reproducible, and likely to benefit from follow-up, unlike many of the other one-off platform/version regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different failures: defaulting `mm_token_type_ids` vs rope index scaling for still images." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one is metrics batching and the other is a fast image processor label reduction bug; not the same code-path." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated behaviors: label reduction bug vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure vs save/tokenization failure for a different model family." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime issues: auto device mapping assert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and different bugs: audio chat template sampling-rate default vs batched video shape handling." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform problems, but they affect different dependencies and platforms with different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to the GraniteSpeech stale test failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing import-utils symbols, but they are different symbols with different breakages and fixes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported feature-extractor arg vs Whisper empty-transcription handling." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model/config structure, but one is `from_config` text_config unwrapping and the other is CLIP class structure drift." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they document different APIs and different regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model families and failures: processor output size mismatch vs AMP/CUDA crash in loss computation." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template issues, but they describe different edge cases and different tokenizer stacks." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Completely different helpers and failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one crashes on batched padded input while the other returns zero assistant masks; too different to merge as duplicates." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model bugs: float16 CUDA crash vs auxiliary losses not applied when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug vs Bamba SDPA/torch.compile failure; unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions with different root causes and affected models." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to the Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention version compatibility, but one is a missing flash-attn import symbol and the other is a broad torch 2.10 incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are `from_config` issues, but one is missing `text_config` unwrapping and the other is stale `config.dtype`; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and `_gpu_broadcast_one` NoneType errors are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model regressions: PEGASUS output drift vs recurrent state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Config-layer construction bug vs tokenizer special-token registration bug; no shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and GraniteSpeech device-override test failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab model collapse is unrelated to the 2^24 categories runtime limit." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:26413|issue:31501", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:45459|issue:46234", + "issue:45290|issue:45381", + "issue:34689|issue:35141", + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:45920|issue:46192", + "issue:43701|issue:45083", + "issue:40444|issue:43526", + "issue:44448|issue:44977" + ], + "prepared_review_unit_hash": "d4d49d4813f721e1e01d6a4cae282a9e49d4d4a77d72f2906dc677c9c3ffcac2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports and regressions across tokenization, model loading, training, and model-specific edge cases. The only clear duplicate pair is the two Qwen3.5 MoE `from_pretrained` errors.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the clearer original report for the duplicated Qwen3.5 MoE `from_pretrained` regression, and issue:45478 is the later near-identical follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single representative because it is the clearest and earliest of the only exact duplicate pair in the set; the rest of the cluster is too heterogeneous to provide a stronger anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python 3.13 import/`torch.jit` parsing vs a helper length calculation bug in `qwen3_omni_moe`." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Unrelated model/config bugs: sparse-layer construction vs legacy preset loading." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma 4 text-only fine-tuning inputs vs flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bug class: dtype drift in evaluation vs an incorrect pipeline error message." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model logic issues: DAC latent reconstruction mismatch vs unexpected position-id keys." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors vs a fast image processor label reduction bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error surfaces: LayoutLMv3 box validation messaging vs Trainer GPU broadcast type error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature argument in an extractor vs a device-map mismatch in Gemma4 PLE." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and failures: SwitchTransformers sparse-layer config vs qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/attention, but one is a flash-attention `s_aux` crash and the other is CPU-offload rotary embedding incompatibility; not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint iterator failure is not the same as a FineWeb training startup issue." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: packed BitNet weights during accelerate loading vs a stale CI device-override test." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug; model config construction differs from a CI test failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE `from_pretrained` regression; the titles and failure mode match closely enough to be the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to the position-id warning regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Different import-utils/tokenizer issues with different missing/hidden symbols." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different chat/template crash vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading regression vs embedding reinitialization after resize." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related output regressions, but they affect different models and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning is unrelated to GLM-4.7 Flash model-loading failures." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different device/precision issues in different models and components." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about a DSA indexer design issue is unrelated to the `is_torch_fx_available` removal regression." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability outputs in SigLIP2 are not the same as unexpected position-id keys." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numerical/device mismatches in different models; no shared concrete code path." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast failures." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs in multiple tokenizers is not the same bug as `return_tensors` being ignored." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Both mention training/model utilities, but they are different failures with no shared code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different v5 regressions affecting different models; not the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The lone accepted pair, issue:45310 and issue:45478, is supported by the identical title and high similarity score, with the earlier report correctly chosen as canonical." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:44977|issue:45229", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43746|issue:46209", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:27957|issue:34689", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:44857|issue:45588", + "issue:43873|issue:45229", + "issue:43278|issue:43381", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:43412|issue:45588", + "issue:32090|issue:33290", + "issue:45372|issue:45406", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "6528ee15c5baaa6cc9446c5c2ab23ce1d03c92a2fbc2784cf91d2185f55f3a9e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36037, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad themes (Transformers model loading, flash-attn, serialization, OOMs) but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate target; the items span unrelated regressions and model-specific failures rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the strongest standalone anchor here because it has inbound references and an active discussion around a specific Gemma 4 processor-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures in different environments: Trainer GPU broadcast NoneType vs MacOS bus error on a community CLIP model." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both involve inference issues, but one is a flash-attention generation bug and the other is a multi-GPU CUDA OOM." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resizing reinitialization in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a helper length-calculation bug in qwen3_omni_moe." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is a different problem than FP8 inference failing on B200." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/script-related failures, but the root causes and affected code paths are different models and different errors." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A path-trailing-slash import warning is unrelated to a tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load regressions, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 with XLM-Roberta is not the same issue as Llama 3.2 Vision model loading breaking in v4.46.2." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated model/export problems." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-attention utility import and a transformers>=5.1.0 model-loading failure do not describe the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer behavior in v5." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to a multimodal token-count helper using undefined video-specific symbols." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are different code paths and failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM may both be memory-related, but they are not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as embedding dtype changing between train and eval." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure mode from Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash and a stale num_return_sequences warning are not the same underlying change." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue in Transformers 5.1.0 is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output regression for Pegasus and lm_head.weight serialization inconsistency are distinct v5 regressions." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is separate from Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import failure and flash_attention.py s_aux=None crash affect different components and code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are not the same defect." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures in gemma3n are unrelated to flash_attention.py sink-less model crashes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and AdaFactor+DeepSpeed OOM are different runtime failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 processor loading, but one is an import dependency failure and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit RuntimeError is unrelated to the stale paged generate warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43278|issue:43575", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:43381|issue:43701", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43066|issue:44462", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:29127|issue:35141", + "issue:43575|issue:43701", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "d683b01a578a690deed15737f30e283dee3684ed72daa8ec869d141e31c98ff2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly adjacent Hugging Face regressions and tokenizer/model-loading issues, but none of the soft pairs look like the same concrete bug or change. The best representative issue is the quantization/offloading report because it is the broadest and most referenced item in the set.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43873 is the broadest, most discussed report here and has the strongest external signal, so it is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most general and highest-traffic issue in this mixed set, making it the most suitable global issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-model path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/example mistakes are different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging vs TrainerState token counting are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task failure and Wav2Vec2 save/tokenization failure are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash does not match Wav2Vec2 save_pretrained/tokenization issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg in Lasr vs Qwen video-input regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-parameter JSON type handling." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as RT-DETR memory release/leak behavior." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel-decoder placeholder class and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as quantized model saving failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos-token mismatch and Qwen3.5 flash-attention generation regression are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "dtype drift in eval is not the same as tp loading OOM." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are different maintenance problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "eval-mode gradient checkpointing restriction is different from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR deletion memory handling and Sam3LiteText memory overflow are separate model-specific memory issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output corruption is not the same bug as RT-DETR memory cleanup." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "mistral_common import error for Gemma 4 loading is unrelated to protobuf decode-error masking." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/exportability failure is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are related to tokenizers broadly but not the same concrete defect." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer failures." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "runtime post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error have no concrete overlap." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation drift and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 inference corruption and Sam3LiteText memory overflow are different symptoms and code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are different problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tp OOM and checkpoint resume key mismatch are not the same failure." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error and generic dependency issue do not match as one bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in inference are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "path-trailing-slash import warning is unrelated to eval-mode gradient checkpointing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43761|issue:45859", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:27957|issue:29127", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:33290", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:44743|issue:44811", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:44062|issue:45907", + "issue:42490|issue:44743", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43761|issue:44079" + ], + "prepared_review_unit_hash": "c66a3a262e8bf4038c9fd487c31e7f2ac6d3abb80fe041c7a9e065f2173390d1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues do not form one duplicate cluster; they span many unrelated bugs/regressions across different models and subsystems. If a representative is needed, #43873 is the strongest hub-like issue due to activity and inbound references, but it is not a true umbrella duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "#43873 is the best representative of the set: it is open, highly discussed, has inbound references, and addresses a broadly impactful quantization/offloading regression. That said, the overall item set is heterogeneous, so there is no single true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest issue to surface as the cluster representative because it has the highest practical signal (discussion, inbound refs, ongoing impact).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth; different failure modes and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and errors: Qwen3-MoE FP8 config failure vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated regressions: CLIPVisionModel hidden_states handling vs Qwen3_5 MoE rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both involve RoPE-related code, but one is a validation TypeError in config parsing and the other is a missing decorator registration error for kernels; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different problems in Qwen models: missing pad_token_id during load vs sliding-window behavior in MoE models." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components and symptoms: BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs categorical cardinality limit error; no shared underlying code-path." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different model families and different issues: Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate default bug and the other is an unsupported `center` argument in a feature extractor." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from mixed-length sliding-window attention." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to AdaFactor/DeepSpeed OOM behavior." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: flash_attention sink-less-model crash vs stale auto_mappings reference causing CI breakage." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model initialization breakage is not the same as PatchTSMixer's post_init validation change." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality: Qwen3.5 recurrent-state caching bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Both can involve memory or model setup, but one is optimizer/deepspeed OOM and the other is token-embedding reinitialization after resize." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "No shared bug: optimizer OOM in DeepSpeed vs TrainerState token counter not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading issues are different behaviors with different fixes." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is a different code-path from DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent state reset under cache." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence-classification behavior are different regressions." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to Llama4Config missing pad_token_id during load." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Dependency/backend installation issue is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Model loading breakage for a specific vision model is not the same as the broader base_model_prefix loading regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading and AutoTokenizer failing on a specific tokenizer are different problems." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression does not match ModelOutput key assignment when a prior value was None." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:43931|issue:45216", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:42796|issue:45290", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43701|issue:46506", + "issue:44464|issue:46421", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:46234|issue:46291", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "123199ede5441dc1c4ff64dc45f019b2845e4a26ab811e15c794692287ef9fa9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35522, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is semantically broad and the soft edges mostly connect unrelated issues that happen to share high-level Transformers terminology; none look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across loading, generation, configs, docs, and distributed training, so one issue would not safely represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for duplicate triage; the cluster is heterogeneous and none of the issues is a safe representative for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different problems: model option validation for patchtsmixer vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: generation kwargs sync after GPU sync vs gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different symptoms and layers: CLIPVision hidden_states regression vs torch.compile attention-kernel divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different concerns: SigLIP2 implementation parity vs stale docs referencing removed pipeline APIs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving issues, but one is a weight-shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: loading a specific model vs backend registry handling for tensorflow_text." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Different save/load bugs: dequantized model saving vs wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems: tokenizer class loading vs tensor conversion error swallowing exceptions." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Different tokenizer bugs: BPE marker handling vs chat template/tool-call tokenization crash." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Different issues: quantization/offloading behavior vs mismatched eos_token_id config." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures: FSDP CPU RAM efficient loading vs model weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different API mismatches: Gemma3TextConfig inconsistency vs AutoModel config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Different bug classes: checkpoint key mismatch vs CPU/CUDA numerical divergence." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Related to chunked generation, but one is incorrect outputs and the other is spurious recompilation; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence issues: missing fields with trust_remote_code vs rotary_pct resetting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: local dataset loading in a training script vs unrecognized model/config loading." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Different layers entirely: Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 runtime deque error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different import failures: missing availability helper vs kernels dependency requiring version/revision." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different bugs: pipeline output nesting behavior vs missing PyTorch dependency on AutoModel import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs an incorrect v5 error message about translation tasks." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA model failure vs checkpoint resume key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve parallelism, but one is a 3d_parallel.py runtime failure and the other is TP-related OOM on a specific model." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different load-time problems: tensor-parallel OOM vs key error while loading another model." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different domains: Flash Attention 2 support for XLMRoberta vs a Trainer distributed broadcast NoneType error." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated topics: a model_max_length question vs a missing transformers.onnx module import." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:45803|issue:46365", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:43650|issue:46202", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:43673|issue:44743", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584" + ], + "prepared_review_unit_hash": "8fb96403fb04a538a461c363e1e5196ca9f274e683d955259041b19f2a9a5cc7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35842, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with some surface similarity around loading, cache, processor, and multimodal regressions. None of the proposed soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most reusable anchor in the set because it concerns a general save/load custom-module regression; however, it is still not a true duplicate of most other items in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to center triage around: it is open, actively discussed, and describes a general from_pretrained/save_pretrained failure mode that could subsume nearby custom-loading reports if more evidence appears.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different failures: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor.tokenizer regression; the other is an eos_token_id config inconsistency in Gemma-3." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Unrelated: backend/package installation issue vs model config API discrepancy." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and symptoms: processor image size mismatch vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is cache path collision and the other is max_cache_length behavior; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Trainer import failures." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 EOS config mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A post_init policy issue is not the same as a v5 non-persistent-buffer initialization bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap; one is a vague data request, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal, but the concrete failures differ: video processing vs batched chat-template padding." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Completely different models and code paths: ESM2 breakage vs janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same broad SAM3 area, but one is a dummy layer definition and the other is an OOM symptom; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different classes of errors: exception handling in Fuyu vs Windows/ROCm import dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and SAM3 video missing attribute are unrelated issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad v5 custom-model-init regression is not the same as GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config mismatch and sinq quantization save/load corruption are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model loading failures, but one is gguf/from_pretrained handling and the other is missing model_type in config.json." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different Mistral-family regressions: weight tying vs FlashAttention failure." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and Gemma 4 mm_token_type_ids defaults are distinct issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label dropping and auxiliary-loss normalization are unrelated training bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx config and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but generation cache missing and recurrent-state reset are different mechanisms and likely different fixes." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading for BEiT is not the same as wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend packaging issue is unrelated to missing import_utils helper availability." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43525|issue:43531", + "issue:43673|issue:46421", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:45381|issue:46369", + "issue:44190|issue:44964", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:43644|issue:44913", + "issue:44464|issue:45563", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44521|issue:45381", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "c88530737037954ff2fe461f753a893dc609bfb13131d0962bd58fe1a1373177", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35346, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 + }, + "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 bugs in configs, loading, generation, multimodal/video processing, and docs. The soft edges are only superficial text similarity, so all candidate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not describe one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to centralize around one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different failures: Llama4Config pad_token_id vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-specific issues: janus test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems and models: janus image generation test vs Sam3LiteText auto_mappings/CI breakage." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is junk-filled non-persistent buffers; the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: Qwen VL video position ids vs Sam3-lite text memory overflow." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading-related, but one is a local dataset script issue and the other is a model-load error for Phi-4 multimodal." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Same family, but distinct bugs: weight shape mismatch on load vs incorrect tied-weights warning." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different code paths: CLIPVision hidden_states regression vs load-balancing loss omission." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Generation-related, but one is a stale warning and the other is Whisper empty-transcription failure." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinit during resize vs import warning from a path-with-slash local model." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python parsing/torch.jit script error vs flash_attention s_aux=None crash; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both regressions, but different components: video-input regression vs serve KV-cache indexing crash." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() vs incorrect outputs from AutoModel/pipeline; one is documentation, the other model inference." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: dummy Conv2d in Sam3PixelDecoder vs processor/model size mismatch in OmDet-Turbo." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated: nonexistent image_utils import vs Qwen3.5-35B chat crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Completely different problems: CUDA assert in Qwen3 auto device mapping vs category-count limit error." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same product area but different failures: Sam3Video OOM vs Sam3-lite-text memory overflow." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs GPTNeoXConfig rotary_pct reload; no shared underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked compiled generation inconsistency vs a stale num_return_sequences warning; not mergeable as one fix." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different domains: Bamba-9B-v2 torch.compile SDPA failure vs local dataset loading error." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both Python-version related, but one is a support/runtime compatibility issue and the other is a parsing bug in @torch.jit.script." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both multimodal, but assistant_masks all-zero is a different bug from Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Config handling differs: patchtsmixer optional post_init policy vs strict config loading for granite_speech." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: pipeline top_k nesting bug vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different weight-handling bugs: LoRA merge with extended vocab collapse vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug vs local dataset loading failure; no shared underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video ValueError vs serve KV-cache continuation tensor indexing crash." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46424", + "issue:46489", + "issue:46506" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:42796|issue:44521", + "issue:44462|issue:45907", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45632|issue:46234", + "issue:45276|issue:45584", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:46082|issue:46121", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:45632|issue:46421", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:43643|issue:44496", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "5292ab717f017276b0e59fe60286b00f52efe5baadc008123880356f0b0ee86d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a broad grab bag of unrelated Transformers bug reports. None of the soft pairs are safe duplicate merges; at most a few are superficially similar by subsystem or error type.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44779 is the strongest representative issue here: it is a concrete, well-scoped tokenizer regression report with a clear version boundary (v4 vs v5) and some inbound discussion traction.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best standalone issue to keep: it is specific, actionable, and more central than the others in the only clearly related sub-thread (DeepSeek tokenizer regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizer regressions in v5, but one is broad and the other is DeepSeek-Coder v1-specific and framed as a gap in a prior fix; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure in GraniteSpeech device override tests vs a broken auto_mappings reference to removed Sam3LiteText configs are different failures in different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device bug and Fuyu bare-except error handling are unrelated model-specific issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs, even though both involve text processing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug vs local dataset loading bug are different example-script problems." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are unrelated environment/dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different model API bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache path collision vs missing import_utils availability helper are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are distinct model behaviors." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific symbol and the other is a top-level API import failure; not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error vs Whisper post-alignment generation failure are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are different configuration-validation bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation export are unrelated import regressions." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 vs incorrect Qwen3.5 checkpoint save behavior are different model-specific regressions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import complaints and unsafe sys.modules access may be adjacent, but they are not clearly the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and a generic dependency issue are not the same problem." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and lazy cache initialization causing recompilation are different cache bugs." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and transformers serve KV-cache continuation indexing bug affect different paths." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch 2.9 compilation failure and the other is a bad version check for AuxRequest import; not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return vs unrecognized model/config.json handling are different loading issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer reading error and CPU/CUDA output divergence in PPDocLayoutV3 are different runtime bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but for different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed configs are not the same code-path issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech and a Phi-4 multimodal loading bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing and max_cache_length only honored for Quantized Cache are both cache-related, but they describe different behaviors and fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' issue and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue: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:43479|issue:45375", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:32090|issue:35141", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:46123|issue:46369", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:42796|issue:43650", + "issue:44496|issue:45759", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "9c954dab3dbbd7c9f27b9c5190c7dcebdd6264e506e67452b14311194e73870c", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35844, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of closed/open Transformers bug reports spanning unrelated model families, configs, tokenizers, generation, and integration paths. None of the suggested soft pairs look like true duplicates; they mostly share only broad subsystem names or high-level symptom types.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43824 is the strongest representative anchor here: it is a concrete, user-facing import regression with the most discussion and inbound references in an otherwise unrelated set of reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the clearest issue to keep as the cluster representative because it has the strongest signal of impact and engagement, while still being a specific, actionable bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Flash Attention 2 support for XLMRoberta vs embedding reinitialization during resize_toke_embeddings." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config issues, but they affect different models and different fields/defaults." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths: a qwen3_omni_moe helper length function vs CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility problem is not the same as a model-loading failure in a specific package/model." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to token embedding reinitialization." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resizing behavior." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT fast processor label reduction bug is unrelated to TextClassificationPipeline docs behavior." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError about missing PyTorch is a dependency/setup issue, not an embedding resize bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different failure from FlashAttention crashes on Ministral-3." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch MaskGenerationPipeline dropping results is unrelated to SAM3-LiteText memory overflow." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken keyword-argument duplication." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific failure and the other is an s_aux=None AttributeError in a different path." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression is unrelated to ANSI escape code output in loading_report." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing janus image-generation test is unrelated to cache max length semantics." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules/models." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version incompatibility is not the same as a generic dependency issue." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to model recognition/config loading." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a loading regression and the other is a save_pretrained checkpoint correctness bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to the vague 'ADD THE DATA' report." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config loading is different from unwrap-text_config behavior for composite Qwen multimodal configs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue is unrelated to torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize bug is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to the missing decorator crash in Qwen3.5 kernel registration." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue with transformers is unrelated to an unreleased MIN_PEFT_VERSION bump." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43650|issue:46209", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:44242|issue:45200", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:41950|issue:45823", + "issue:44521|issue:45325", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:43653|issue:45593", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:33290|issue:45656" + ], + "prepared_review_unit_hash": "0fa9c2ec80f8404f0f8d4bae4eb953e3281a4a3af1b9898debaaf7cc59b9731f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34684, + "estimated_input_tokens": 8671, + "estimated_eval_tokens": 17598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers bug reports and regressions across tokenizers, multimodal processors, quantization/loading, and model-specific failures. The soft-linked pairs are related by broad themes but do not look like the same underlying bug/change, so I rejected all of them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the best umbrella-style issue: it is broad, high-signal, and describes a general regression class ('recent transformers versions break models using remote_code') rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative and reusable triage anchor among these issues because it captures a cross-cutting regression pattern instead of a single model/config corner case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both involve processor/docstring-style import/runtime problems, but one is an auto_docstring AttributeError and the other is a mistral_common ReasoningEffort import breakage in Gemma 4 loading; different code paths and fixes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both are regressions, but one is a video-classification processor lookup bug and the other is a broad remote_code compatibility report; not the same underlying defect." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but 44351 is a specific HybridCache import issue while 45278 is a broad upgrade breakage report with many import errors; too different to be duplicates." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "ADD THE DATA is too vague and does not describe the same FP8/B200 inference failure; no evidence of a shared concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Both mention zero/OOM-like runtime failures, but one is siglip2 zero probabilities and the other is Sam3Video CUDA OOM; unrelated symptoms and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs/model mismatch plus quantization failure is not the same as a TextClassificationPipeline docs mismatch about return_all_scores." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing and Gemma 4 mm_token_type_ids defaults are both training-time issues, but they affect different model components and fixes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained visual encoder key serialization; different operations and failures." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "These are both version-regression tokenizer issues, but one is custom processor/tokenizer API breakage and the other is Deepseek tokenizer output corruption; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal/device plumbing, but one is a pipeline processor-selection bug and the other is a Gemma4 PLE device mismatch during forward; distinct problems." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal chat/template logic, but one is all-zero assistant masks and the other is Qwen2.5-VL temporal position_id scaling; separate logic paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend handling are unrelated platform/dependency issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unsupported PEFT minimum version bump are both release hygiene issues, but they are not the same defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models (Deepseek vs Granite) and likely different conversion logic." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both are config/dtype-related, but one is about head_dim validation in LlamaConfig and the other is stale config.dtype after from_config(dtype=...); different semantics." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both concern model loading regressions, but one is Qwen3VL MoE loading and the other is GLM-4.7-Flash unit-test loading; no concrete shared failure mode." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config initialization/access issues, but one is None-handling for Phi4MultimodalConfig defaults and the other is a missing pad_token_id on Llama4Config; separate fields and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both are about weight serialization/embedding behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating Gemma4 embedding/output layers." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and AutoTokenizer ignoring repo tokenizer.json are both tokenizer persistence issues, but they concern different stages and failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights/_is_hf_initialized TypeError are unrelated; no shared code path." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral and long-OCR index errors in Kosmos2.5 are model-specific runtime bugs with different causes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated bugs in different subsystems." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crashing on backend_tokenizer access and list_repo_files not forwarding revision are different utility/API bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are both quantization-adjacent, but they are different stages and different defects." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed optimizer OOM and DeepSpeed optimizer.step being called twice are not the same bug; one is memory pressure, the other is step duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:42491|issue:43299" + ], + "prepared_review_unit_hash": "3b7f4aa07296faa4dc94f59199d7254f148cfd62dffbb851b5d4c68315e71919", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports and regressions; none of the soft edges look like true duplicates. The closest-looking pairs still differ in concrete failure mode, model, or code path.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45561 is the most active and concrete anchor in the set (open, highest inbound reference signal), even though the cluster does not form a strong duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 has the strongest triage value here because it is specific, currently open, and has the most discussion/inbound signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different cleanup bugs: auto_mappings references removed config classes, while dummy_pt_objects leaks leftover classes and fails check_repo." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to the Chinese report about slower filtering after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is an MLA layernorm precision/config issue; the other is a torch.split return-value issue in a different indexer path." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: processor save/export missing files versus gemma-4 zero3 from_pretrained loading behavior." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary loss behavior when denoising is off." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TF backend installation bug is not the same as a torch-transformers version incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are different artifacts and code paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend extra-install issue is unrelated to the Python version support regression." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model components fail: CamemBERT masked-LM predictions versus Deepseek tokenizer output." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 in v5 RC is distinct from compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 inference results." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels/import-time failures, but they hit different code paths and concrete errors." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to CLIPVisionModel returning hidden_states=None." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-loading problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docstring/behavior mismatch is not the same as intermittent slow import performance." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a pad_token_id attribute error while the other is trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime errors." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence and ANSI codes in loading_report are completely different concerns." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError from nn is not the same as a TensorFlow backend installation issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to Python version support." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output and a wrong docstring for position_ids are different issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crashing on future annotations is unrelated to the missing decorator registration error in Qwen3.5 kernels." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file-race bug is not the same as a stale warning for num_return_sequences." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and unrecognized model config are unrelated failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and D-FINE auxiliary-loss suppression are different MoE/object-detection bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading regressions, but the concrete models and failure modes differ enough that they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue: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:43550|issue:46506", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44336|issue:46424", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "3a8109f399d6b4a1917a0491e26efb15688196d50e1f810a471b20303e96f468", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "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 bugs and regressions across different models, config paths, tokenizers, caches, and runtime modes. None of the soft edges look like the same underlying defect, so I would not merge any of these pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding_window behavior issue and the other is a chat crash; different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction in an image processor is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and audio fbank feature extraction are different subsystems and failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color output in loading_report has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors in different packages." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA on Bamba and CPU/CUDA divergence in PPDocLayoutV3 are different model/runtime bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated issues." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI cleanup and cache length semantics are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing and max_cache_length handling are different cache bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to pytest-xdist race conditions in testing utils." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different problems." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen image-processor import failure is unrelated to DeepSpeed ZeRO3 BertModel IndexError." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 rotary/kernels, but one is CPU offload compatibility and the other is registration/decorator failure; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and a general slowdown after upgrading versions are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder missing an attribute and SAM3 litetext memory overflow are different failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and AMP CUDA crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2 is not the same as the generic Flash Attention 2 issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque IndexError are different failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import performance are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict config dropping a Qwen vision field and unwrapping text_config in from_config are different configuration bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available and Qwen3.5 apply_rotary_pos_emb registration failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45397", + "issue: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:45412|issue:46123", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45137|issue:45600", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43065|issue:46123", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "57871d0277a334f0fcae816dbf44ef130710c42dad6fe43f57c68af12a7ea51a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it contains several unrelated bug reports with only loose thematic overlap around generation/cache, serialization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43673 is the closest broad representative because it describes a framework-level generation/cache regression in v5.0.0, which is the most recurring theme among the soft-similarity neighbors. Even so, the cluster is too mixed for a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43673 is the best single issue to anchor the cluster only as a loose representative of the generation/cache regression thread. It is not a true unifier for the whole cluster, but it is broader than the more model-specific or one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory leak on deletion/GC and a final partial-batch flag bug are different code paths and symptoms." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied embeddings, but one is serialization/device-dependent and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on transformers>=5.1.0 is not the same bug as protobuf-related tokenizer error masking." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support in MoE and missing chat template in a processor are different failures." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video related, but the first is a missing output attribute and the second is a video-input processing ValueError in a different model." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "These are different model/config issues: a tied-weights warning versus a patchtsmixer post_init allowance change." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on a second forward pass is unrelated to Gemma mm_token_type_ids defaulting." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained and an optimizer step being called twice under deepspeed are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows/ROCm torch.distributed import issues do not share the same underlying cause." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate model/tokenizer problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip bug are not the same underlying change." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request handling and Gemma pipeline roundtrip behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in the SAM3 decoder and a SAM3 type mismatch warning are different issues, even if both are in the SAM3 family." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale cache on second forward pass and a flash_attention crash on s_aux=None are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights config warning and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Diverging attention kernels under torch.compile and a Gemma roundtrip tokenization bug are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows ROCm import/type error are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different load-time issues." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are distinct API/validation problems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A SAM3 decoder Conv2d placeholder and a MaskGenerationPipeline partial-batch bug are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch compile/cache behavior, but one is kernel divergence under torch.compile and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure and Windows/ROCm import issues are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer config class mismatch and processor.save_pretrained missing files are separate save/serialization bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad Transformers 5.0 initialization break and an ESM2-specific failure are different regressions." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade and a double optimizer-step issue under deepspeed are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained and double optimizer stepping are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is not the same as a generic slowdown regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is `_update_model_kwargs_for_generation` after sync_gpus and the other is cache missing during chunked_prefill; they do not look like the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:44869|issue:45356", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:45406|issue:46202", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "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:42175|issue:45712" + ], + "prepared_review_unit_hash": "f9dd5f7bf4443fd6ea9219f915ae7cc652a5e4bf07db87bb533868ba149294a3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: import regressions, model-specific loading/config bugs, quantization/FP8 save/load problems, and a few generation/runtime edge cases. Only one soft pair looks like a true duplicate; the rest are too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41628 is the clearest, most generic user-facing regression in the set: a public import failure from `transformers`. It is more representative than the many highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "It has a concrete, high-signal symptom and is easy to triage/search as a canonical example of the import-regression class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different symptoms and code paths: Gemma EOS config mismatch vs attention registration behavior change." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenization/decoding, but they describe different models and different failures." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model save failure vs GGUF loading failure are distinct bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report vs a specific Gemma-4 Zero3 from_pretrained issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute on a SAM output object is not the same as missing fields from `AutoConfig` with remote code." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained file omission are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Packaging/backend install issue vs remote-code meta-init incompatibility are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import dependency error vs Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "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." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4 config attribute error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen family, but one is a from_pretrained failure and the other is a missing vision config field; not clearly the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor crash and Gemma pipeline roundtrip/tokenization issue are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and `continue_final_message` mistral_common bug are not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline parallelism output correctness are separate issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different public APIs; same broad class, but not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeError crashes, but in different utilities and triggered by different conditions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug and Qwen3_5 infinite loop on a specific image are not the same underlying defect." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure vs missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained problem and Qwen3.5 Moe from_pretrained error are different operations and not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but the reported failures are different and not mergeable as one PR-sized fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but for different symbols and different failure points." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation state handling bug vs failed janus image-generation test are not the same issue." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend-install omission and dummy-class leakage/check_repo failure are related packaging area issues but not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The canonical issue choice (41628) is defensible as a representative public import regression, and the single accepted soft pair (42673/43704) is an exact duplicate by title and bug description. The remaining pairwise rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43278", + "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:45137", + "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:44933", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:43295", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:44933|issue:45712" + ], + "prepared_review_unit_hash": "b5895f3b340b350d1494e304c84d267fa32099a3e7c0365a1a71d95c6b3ead4b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated tokenizer regressions, multimodal/model-loading bugs, DeepSpeed/optimizer problems, docs/test maintenance, and packaging/import failures. I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue stands out; the items are too heterogeneous to treat as one underlying bug cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative; at best, one could pick a tokenizer regression issue, but it would misrepresent the many unrelated topics here.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error vs pytest-xdist race on captured_info.txt; unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Extra TensorFlow backend dependency issue vs missing image_utils import; different packaging/import problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT legacy-field model load failure vs xdist captured_info race; not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Pytest-xdist file race vs auto_mappings CI break from removed configs; different code paths and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression vs nonexistent import from image_utils; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluate vs DeepSpeed ZeRO3 deque pop error; different runtime issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction bug vs pipeline partial-batch handling bug; different components." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE load-balancing-loss condition; not the same underlying problem." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs token-embedding resize/post_init reinitialization; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change vs add_special_tokens not adding BOS/EOS; both tokenizer-related but different defects." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting failure vs OOM with Adafactor+DeepSpeed; different training issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; different save/load paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization bug vs Whisper timestamp decode crash; unrelated subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose model family vs Gemma 4 mm_token_type_ids defaulting; different models and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default handling vs ModelOutput key assignment; separate abstractions." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "v5 cleanup-space behavior change vs Granite token-ID regression; both tokenizer regressions but distinct concrete bugs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method vs InternVL2 meta-initialization incompatibility; different model-support issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs mDeBERTa add_special_tokens behavior; not the same failure mode." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docstring parameter-name mismatch; one is a content bug, the other documentation." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Missing nn import in sentence-transformers vs missing Qwen2.5-VL export; different import-resolution bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General tokenization cleanup-space regression vs DeepSeek tokenizer output regression; unrelated tokenizer issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash vs auto_docstring future-annotations AttributeError; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "cleanup_space tokenizer change vs Kimi-K2.5 codec-handling regression; separate tokenizer bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading registered position_ids buffer error vs DeepSpeed double optimizer.step invocation; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs processor.tokenizer/images regression in v4.57.5; different API breaks." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pin issue vs leftover dummy classes leaking into dir(transformers); unrelated maintenance problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; different model implementations." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained layers." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs leftover dummy classes in dummy_pt_objects; unrelated cleanups." + }, + { + "left": "issue:42898", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs auto_docstring crash from future annotations; completely different areas." + }, + { + "left": "issue:44496", + "right": "issue:45092", + "accept": false, + "reason": "Unrecognized model/config loading error vs remote-code checkpoint meta-init incompatibility; different load-time failures." + }, + { + "left": "issue:44568", + "right": "issue:44779", + "accept": false, + "reason": "mDeBERTa special-token insertion bug vs DeepSeek tokenizer incorrect results; distinct tokenizer 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": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue: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:45381", + "issue:45656", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:30333|issue:35141", + "issue:42796|issue:43723", + "issue:22355|issue:28282", + "issue:46209|issue:46431", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44263|issue:45092", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44734|issue:46421", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "d7230b937992931a1dba08d5c8d9276098b2c35145d04388b348ad751662edfa", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36725, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most soft links are only superficial overlaps on terms like import, tokenizer, cache, or save_pretrained, not the same bug. I would not merge any of the proposed pairs.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43723 is the broadest concrete v5 regression in the set (tokenizer loading), so it is the closest thing to a representative anchor, but the cluster overall is too mixed to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen, 43723 is the most generally useful and user-facing representative of the scattered tokenization/loading regressions; however, it does not subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure-reporting and Llama 3.2 Vision model loading are different code paths and failures." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a deepspeed optimizer-step duplication bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related but refer to different objects and failures." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults when None is passed is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job status reporting has nothing to do with Trainer.compute_loss signature changes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A model output regression across versions is not the same bug as AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor serialization missing files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import/setup problems." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits in an encoding path do not match AttentionInterface.register behavior changes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure and is_offline_mode import failure are distinct missing-symbol issues." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class mismatch in saved config is not the same as Qwen3.5 MoE from_pretrained load failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions are unrelated to FP8 inference on B200 hardware." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are different issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL videos is unrelated to the MoonshineStreaming window-mask off-by-one." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split indexing in a MoE helper is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length semantics are different cache-generation bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is not the same as the default max_shard_size question." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring for position_ids is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation indexing in serve is different from lazy cache initialization causing recompilation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update after sync_gpus is unrelated to a long OCR input index error." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer loading failure and eos_token_id mismatch in Gemma-3 are different tokenizer/config problems." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A vague dependency issue with transformers is unrelated to a SequenceFeatureExtractor.pad performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42796|issue:43122", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:43576|issue:43784", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "eb588b412f59481b6a34bbcedc5a99eee05b74d7c5ca89a1214c247c798195d6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36252, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformer bugs and regressions; none of the soft pairs look like true duplicates, so no single canonical issue emerges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear canonical target here: the items span many unrelated bugs, and the soft matches are only broad topical similarities, not the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue to anchor the cluster; there is no duplicate-equivalent problem statement that covers the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: one is a chat-completions API acceptance regression, the other is a Gemma4Processor serve crash. Same general area, not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve the DSA indexer, but they describe different defects (torch.split behavior vs missing ReLU) and different code paths." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are quantization save/load problems, but they affect different models and failure modes; too broad to be one underlying bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern multimodal save/load regressions, but one is meta-init incompatibility and the other is wrong visual encoder keys. Distinct issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated model/config bugs: rms_norm_eps precision issue versus remote-code meta-initialization incompatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang versus SIGLIP2 zero probabilities are different symptoms, models, and code paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "One is a broad buffer-initialization regression, the other is a MoonshineStreaming mask off-by-one. Not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different problem classes: FineGrainedFP8 accuracy versus Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both affect training/init behavior, but one is flash_attention_3 degenerate training and the other is NaNs in classification heads. Not duplicate." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime indexer bug versus a docstring error; these are not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific regressions: FP8 accuracy issue versus Qwen3-VL-Moe bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/state persistence problems, but one is multimodal default-init handling and the other is GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family (sam3) but different defects: wrong type warning versus text encoder weights not loading." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely different areas: ONNX import path missing versus XLM-R Flash Attention 2 support." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import failure versus broad import errors after upgrading Transformers; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer bugs, but different symptoms and tokenizers: offset_mapping mismatch versus add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenization regressions, but one is BPE-marker handling for a specific tokenizer and the other is a broader tokenization change across versions." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "No overlap in failure mode: FP8 accuracy issue versus an image-triggered infinite loop in Qwen3_5." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "An import/module resolution issue versus an added-token spacing bug; unrelated defects." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different subsystems and symptoms: Flash Attention 2 support versus loading hangs in SentenceTransformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure versus wrong tokenizer decoder type in v5; different code paths." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A config warning about tie_word_embeddings versus a sliding-window mask off-by-one. Not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state sync bug versus D-FINE auxiliary-loss behavior. Completely different concerns." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 warning/about model type mismatch versus memory overflow in sam3-litetext. Same family, different bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading versus quantized model save failure; different failures." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Broad custom model initialization regression versus NaNs in classification heads; not duplicate-equivalent." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure versus AttentionInterface.register behavior change. Both attention-related, but distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI command versus import-time NameError in sentence-transformers. Different artifacts and fixes." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/regression versus a torch.split indexer issue; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue: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:44188", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:44521", + "issue:43784|issue:45600", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "b26a23ba3a82b18f8c7a4ea891990ddae5ced95edd0cc0c53a7b70bd924a195a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are only loosely similar by surface area (imports, tokenization, model loading, training, save_pretrained) and do not look like true duplicates. No soft edge is convincing enough to merge.", + "confidence": 0.28, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and has multiple inbound references, making it the least bad representative despite the cluster being mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most central of the tokenizer-related issues, but the cluster overall does not form a strong duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different problems: attention-kernel divergence under torch.compile vs a docstring mismatch." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve loading paths, but one is a tokenizer mapping None bug and the other is AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: reading a registered position_ids buffer vs tokenizer_class written to tokenizer_config.json." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: loading gets stuck vs a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Numerical precision issue in MLA q_a_layernorm vs a docstring issue." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallel output correctness are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer selection bug is not the same as a Qwen3-Next tied-weights warning." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import errors, but one is a specific missing symbol and the other is a broad version-upgrade breakage." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save-pretrained for dequantized weights is unrelated to GenerationConfig validation." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are separate issues." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs failure to load a specific model checkpoint." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs apply_chat_template assistant_masks behavior for multimodal inputs; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with NameError nn is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding is a different path from chat-template crashes on tool-call messages." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenization-related symptoms, but not the same underlying bug or code path." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are distinct tokenizer/template bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexing is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs tokenizer.save_pretrained class metadata bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and missing mm_token_type_ids defaults are different failures." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for SAM 3 video vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer reading." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained issue is unrelated to gguf_file breaking from_pretrained calls." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenizer-related crashes: version-to-version tokenization change vs batched chat-template crash with padding=False." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load failure vs FP8 save_pretrained for moe are different operations and bugs." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import is not the same as missing HybridCache import." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained instantiation failure." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx module import failure is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different packages: huggingface_hub offline mode vs transformers HybridCache." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the classification example returning empty results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype drift in evaluation is not the same as incorrect outputs under pipeline parallelism." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "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:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "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:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43673|issue:46328" + ], + "prepared_review_unit_hash": "31703d21ba9be87440ee29927c5ca07cabf2cc8e0712a012685d198f1f184d32", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges from these items: most pairs are only loosely similar by subsystem or version, not the same concrete bug. I would not merge any of the soft edges based on the available titles/bodies alone.", + "confidence": 0.87, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue:45278 is the broadest umbrella because it reports multiple import failures after a version upgrade, while most other items are narrower and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative only as the most general regression report in the set; it is not a true duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failure modes: backend/package extras missing vs Python 3.14 load failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms; SigLIP2 discrepancy is unrelated to Qwen3.5 infinite-loop behavior." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An import-path/module-not-found bug is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: model weight loading vs AutoProcessor/cached_file kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and concrete behaviors." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 config validation and RoPE implementation are distinct issues, not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad upgrade regression, but the specific import error is not clearly the same underlying cause from the title alone." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs after checkout/init are separate training/loading problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output behavior is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading errors and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but the reported failures are different model/version-specific load paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and a PyTorch version gate for flex_attention are separate concerns." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() are not the same code-path bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is save_pretrained key corruption and the other is a from_pretrained loading error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label outputs in an example script and stale pipeline error messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper bug is unrelated to a flex_attention version check." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in inference threads and tokenizer BPE-marker handling are distinct bugs." + }, + { + "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": "GenerationConfig validation and a stale warning about num_return_sequences are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression is too broad to equate with a specific Qwen3 offset_mapping defect." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional masks are different attention bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumptions and flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline APIs are unrelated to a flex_attention import/version check." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer families and symptoms; offset mapping vs incorrect results in v5 are not enough to merge." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and numpy-to-list conversion performance are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "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:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:42222|issue:45542" + ], + "prepared_review_unit_hash": "4a9423d56d432fcea0e2b32d56c12248950fd418131600127d643b42d1d40e57", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers issues across import regressions, tokenizer behavior, Qwen-specific bugs, testing utilities, and model-loading problems. The soft pairs mostly share only broad subsystem names, not the same concrete defect, so they should be kept separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the best representative of the cluster because it captures the broad v5 upgrade/import-regression theme that overlaps most with the other API-breakage items, even though the cluster is still heterogeneous overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest issue anchor here: broad, user-facing, and closest to the shared import/API-breakage subset. It is not a true duplicate of the others, but it is the most central representative available.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Different Qwen/threading VRAM leak vs an isolated reproduction of another issue; no shared code-path bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; different failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights problem vs NaNs after checkout+init; unrelated symptoms and mechanics." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different root causes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different generation failures; same broad area only." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning issue vs PyTorch version check for flex_attention import; unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; distinct architectures and bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils issue vs SequenceFeatureExtractor.pad performance bug; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs noisy logging; no actual bug overlap." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash; different tokenizer-loading failures." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage vs tensorflow_text backend mapping error; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-check regression vs stale dtype after from_config; different config bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs MobileLLM key error; different loading issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning vs RMS norm epsilon precision issue; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict granite_speech config loading vs a docs parameter-name typo; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash import warning vs VRAM leak in dataloader threads; different problems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about max_shard_size vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; no overlap." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid vs unrecognized model_type in config.json; different loading paths." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol vs audio feature-extraction bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression themed, but this is a specific missing import from image_utils while the other is a broad upgrade-wide import breakage." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API control issue vs FineGrainedFP8 accuracy problem; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type issue vs tokenization change between versions; same area but not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next projection bug vs another Qwen3.5 MoE from_pretrained error; distinct defects." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model warning vs undefined tf backend due to missing TensorFlow; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43986|issue:45372", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:45588" + ], + "prepared_review_unit_hash": "d35822b931c3d11af8b81bc5560ecbd6d26bb23b132bd5ce80dee17150cfbe65", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it contains many v5-era regressions and import/model-loading failures, but the soft pairs are not the same underlying bug. No pull requests are present.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43097 is the closest umbrella representative for the v5 breaking-change/regression subset, but it is not a true duplicate of most others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best overall cluster representative because it is a concrete, broadly applicable API-break report rather than a highly model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer behavior, but one is SGD args being ignored and the other is deepspeed causing a double optimizer step; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extras install problem and broken vitpose models are unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "One is a general /v1/chat/completions API rejection, the other is a Qwen3.5 streaming inference issue; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is removal of tie_embeddings_and_encoder_decoder, the other is unexpected position-id keys; different regression." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch-count method and MLA rms_norm_eps precision mismatch are distinct model bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during bfloat16 compilation, the other is a dtype loading mismatch in BLIP2; different symptoms and fixes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PreTrainedConfig vs undefined tf backend when only tensorboard is installed; not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2, but different models and different support problems; not mergeable as one fix." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split handling and deepseek-v4 transpose logic are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model-loading failures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral-3 FlashAttention failure and flash_attention_3 causing degenerate training are different bugs and fixes." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL-family issues with different failure modes; not the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings removal and gguf_file loading breakage are unrelated regressions." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading and a testing_utils bug are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop behavior on one image and memory overflow in sam3-litetext are different failure modes." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils and a documentation/parameter-name mismatch are not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM internals: one missing method, the other torch.split output handling." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked_prefill cache handling and MaskGenerationPipeline final-batch dropping are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision crash and a shard-size question have no shared bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are separate loading issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps precision error and GLM-5 RoPE implementation are different model defects." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading problems, but one is missing torchvision and the other is a mistral_common ReasoningEffort import error." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the deepseek-v4 transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and the testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; same broad symptom, but not the same underlying breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying under model_init are different training-stack issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and an AttributeError in integrations/flash_attention.py are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "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:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "cb740c35e1797ef0370c9327e52d47eb02f136c9ea08bb07f9ff8e49af421414", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "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 set is highly heterogeneous: import errors, model-specific regressions, tokenizer/loading issues, trainer bugs, and warning/config regressions. None of the proposed soft pairs look like the same underlying bug or change, so I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43097 is the broadest, clearest standalone v5 regression in the set and the best representative anchor if one issue must be chosen, though there is no true duplicate cluster here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the most representative user-facing regression among these unrelated reports: it describes a concrete API/behavior change in Transformers v5 with clear impact and discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: a v5 embeddings-tie API removal vs quantized save/load breakage after serialization." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading behavior, but one is an unwanted API request despite local_files_only and the other is a missing embed_tokens weight on UMT5Encoder." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing attention projections in qwen3next and the other is a config field being dropped in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL-Moe bug versus qwen3next missing projections." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken constructor argument conflict; the other is TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: missing indication for a removed config field versus offloading failure with quantization." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is not the same as Trainer import breaking when datasets is installed." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough and auto_docstring crashes under future annotations are unrelated subsystems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A crash loading video models without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different issue from cache lazy initialization causing recompilation." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different failures: missing Qwen2.5-VL class export versus AutoProcessor/torchvision loading crash." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and missing BACKENDS_MAPPING entry for tensorflow_text are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing encoder weight on load is unrelated to the 50GB shard-size behavior in save_pretrained." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Distinct model-specific training bugs affecting xLSTM versus Bamba SDPA torch.compile." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained failure modes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another unrelated issue." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 precision warning during compile is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "These are different model/backend problems with no shared failing code path." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and noisy logging are separate maintenance issues." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models has nothing to do with a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect translation-task suggestion in pipeline() is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A v5 API regression is not the same as a noisy logging message." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is missing Flash Attention 2 support and the other is attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention 2 on one model is unrelated to a Python-version compatibility failure." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 tensor transpose issue are unrelated model bugs." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation on empty transcription is unrelated to importing Trainer failing because datasets is installed." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "A model config rule for patchtsmixer is unrelated to a Trainer import-time dependency conflict." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored and degenerate zero loss in sequence classification are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer state corruption is unrelated to GPT2 attention scaling under backend changes." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained issues and a Qwen3.5 MoE from_pretrained error are related only superficially; they are not the same concrete 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": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082" + ], + "prepared_review_unit_hash": "5b2d151c5654c0f8fa990c489d4c957ae4e84551b2cafc8d67e0c7b5feb260b8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36525, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "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 linked only by broad textual similarity. The only plausible duplicate pair is the CLIP v5 regression around missing vision-model outputs; everything else is too semantically different to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43761 is the most complete and specific representative of the CLIP v5 regression family, with a clear reproducer and broader regression framing; it also covers the same forward-output omission class as the related attentions report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best duplicate target here because it is detailed, regression-focused, and most useful as the anchor for the CLIP output-missing bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different failures in different areas: Gemma3 config attribute error vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated import/install problems; one is missing TensorFlow backend in extras, the other is Trainer import affected by datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both are runtime warnings, but the underlying bugs are unrelated: local path slash import warning vs bfloat16 compilation precision warning." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different code paths: missing import from configuration_utils vs local_files_only still triggering network requests." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an OpenAI-compatible chat-completions acceptance issue, the other is a chat-template crash on batched tool-call inputs." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Distinct compiler/backend issues; bfloat16 warning is not the same as compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different models/components: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different packages and different fixes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed Sam3LiteText configs is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different persistence/serialization paths: wrong custom module reload vs DeepSeek tensor dtype/transpose bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading regression and the other is an fp8 inference support request; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP missing attentions and GPT2 attention scaling under SDPA/FlashAttention are different model/back-end regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Same CLIP v5 forward-output regression family: both report missing outputs from the CLIP vision forward path and could plausibly be fixed together." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different request parsing layers and symptoms; chat-completions rejection is not the same as tokenized chat-template crashes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different model-loading failures: Qwen3VL MoE incompatibility vs state_dict ordering causing load errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save/load APIs, but one is quantized model saving and the other is Pipeline serialization; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different issues in different subsystems: Qwen3.5 config propagation vs Trainer import interference from datasets." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but they affect unrelated models and missing fields." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Separate v5 behavior changes: tokenization-space cleanup vs wrong tokenizer decoder type." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE implementation discussion are related only at a very high level, not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but resize-token-embeddings and bidirectional attention mask construction are different code-path bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different dependency boundaries." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support limitation is unrelated to a GenerationConfig validation error." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different loading/saving failures: base_model_prefix breakage vs Pipeline save_pretrained serialization." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both are save_pretrained/from_pretrained-related, but one is Pipeline persistence and the other is quantized-model restoration." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config validation problems; no shared concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load bug and Qwen3.5 checkpoint regression are distinct save/load issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility failure and Python 3.14 load failure are not the same regression." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated model bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention 2 support error is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Gemma4/Llama config behaviors; attention masking and head_dim validation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft pairs. The only accepted duplicate pair, issue:43618 and issue:43761, is plausibly the same CLIP v5 forward-output regression family. The other pairwise rejections are appropriately cautious and do not overclaim sameness across distinct bugs or subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44625", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "ce00ff266c7a5619775599b688c2b1a2ab58bf23cfed86e0484aa26dd4dcece9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "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": "This cluster is mostly a grab-bag of distinct Transformers regression reports (loading, config, tensor-parallel, CI, save_pretrained, etc.). I only see one credible duplicate edge: the two import-slowdown reports around `import transformers`.", + "confidence": 0.59, + "canonical_issue_reason": "issue:41669 is the most concrete report in the only credible duplicate pair: it identifies an import-time slowdown and a likely cause, making it a better anchor than the more generic follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the clearest representative of the cluster\u2019s only true duplicate relationship and describes a concrete performance regression with actionable detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute errors, but they affect different models and different missing fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated bugs: missing CLIP attentions assignment vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different model-specific config propagation bugs; not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different failure modes and code paths: missing UMT5 weights vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training optimizer state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`torch.no_grad` cache-update behavior and broad import errors after upgrade are different issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to `Trainer` import failing because of `datasets`." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but one is compiled-file handling and the other is a Python 3.13 `torch.jit.script` parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading order error and missing Qwen3.5 vision config field are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model-loading regressions with no clear shared code-path." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute errors and FSDP/PEFT optimizer-state bugs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report the same import-time slowdown for `transformers`; one is a concrete cause analysis, the other the user-facing symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing `set_seed` in one model test is unrelated to an xdist file-write race in patched testing utils." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache-update decoration and a broad complaint about many broken models are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "These are different model-loading issues for different architectures and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sort/load failure is unrelated to incorrect visual encoder keys in `save_pretrained`." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and `patchtsmixer` post-init policy are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`torch.no_grad` cache update behavior is unrelated to Python-version compatibility failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch ImportError and tokenizer-loading regression are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but the bugs are different: attentions assignment vs structural inconsistency in CLIP text models." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No shared underlying bug; one is a CLIP output regression, the other an AMP crash in a different model." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 MoE divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-loading API requests and `AddedToken` kwarg collisions are unrelated tokenizer issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Two CI/test failures, but not the same underlying race or code-path." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed` in a test and stale auto-mapping references are unrelated CI issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload failure after upgrade are similar in theme but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` corruption and missing `_tp_plan` for tensor parallelism are distinct Qwen3.5 MoE problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration and the dummy Conv2d in Sam3PixelDecoder are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate edge, issue:41669 \u2194 issue:44246, is plausible from the titles and reference signal, and the rejected pairs are mostly justified by clearly different models, failure modes, or code paths. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:44315|issue:44360", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "37b7203b473f711255da3eebcefcd476959491225993dc821b6aa1d5ca3fab6f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37710, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive similarity cluster: these issues span unrelated v5 regressions, import errors, model-loading failures, cache/generation bugs, docs, and model-specific architecture problems. No soft pair looks like the same concrete bug/change; issue 43576 is the clearest representative, but it is not a true umbrella duplicate for the rest.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43576 is the most concrete and centrally positioned item in the cluster: a user-facing v5 regression with some discussion/inbound references, whereas most others are narrower model-specific or unrelated breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best single issue to anchor the cluster because it is a specific, actionable regression and the closest thing here to a shared v5 compatibility theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both involve v5 behavior changes, but one is the env command and the other is AttentionInterface.register semantics; different code paths and fixes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network requests and GLM-5 RoPE are unrelated bugs in different subsystems." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5-MoE loading, but one is tensor-parallel _tp_plan support and the other is a from_pretrained regression; not clearly the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different symptoms and code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different export/import breakages." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-MoE related, but one is tensor parallel support and the other is a missing config field; different underlying defects." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer no_grad decoration and generation kwarg updates after sync_gpus are different generation bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline/local-files-only network behavior and FP8 save_pretrained for MoE are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-doc confusion are different classes of issue." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL model loading failure and v4.57-to-v5.2/5.3 checkpoint reload issues are different model/version breakages." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A concrete offline-mode bug versus an unrelated placeholder issue; no shared code-path." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and missing image-patch method are different problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors and PretrainedConfig type-checking breakage are different failure modes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() and an unrelated issue title do not match." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file runtime errors and Pipeline save_pretrained behavior are different features." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are distinct model-loading failures." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLM-Roberta Flash Attention 2 support and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel integration and a DSA indexer/ReLU discussion are unrelated subsystems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken env command are separate v5 issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Env command regression and PretrainedConfig typing breakage are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command failure and Qwen2.5-VL import error are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 import/load failure are different platform regressions." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and a placeholder issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained on MoE and FP8 inference support are related only broadly by FP8, not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs propagation and not using AttentionInterface are adjacent but distinct RoFormer issues." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbols with different fixes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are separate accelerator/backend issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and a cache-strategies typo are not the same defect." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash is a concrete model bug; the other is a broad meta complaint and not a matching code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue: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" + ], + "prepared_review_unit_hash": "308d064de3d4c292b93a68fa0fa5c6353aea7db51eec61773cfdf1e3d8c4aaff", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39691, + "estimated_input_tokens": 9923, + "estimated_eval_tokens": 20102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: it mixes generic v5 regression reports, import/loading problems, model-specific bugs, and a few unrelated config/test/performance issues. I did not find any soft-edge pair that clearly describes the same underlying bug.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the many v5 breakage/regression reports in this set, though it is too vague to be a strong duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent this noisy cluster, 45850 is the closest global catch-all; the rest are narrower and more specific, but none form a clean duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save bug vs a generic bug report; no shared concrete failure." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior vs TensorFlow backend detection; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-VL/MoE issues: one general model bug, one tensor-parallel plan missing." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision model output error vs PretrainedConfig type-checking regression; unrelated failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problem vs unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision bugs, but one is bbox output error and the other is an infinite-loop/image-specific issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "transformers env CLI breakage vs checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute error vs a broad generic complaint about v5 breaking models." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue vs GenerationMixin cache missing in chunked prefill; different problems." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs DeepSeek weight-conversion question; unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade regressions, but one is reload incompatibility and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token issue vs generic v5 breakage report; not the same underlying defect." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies vs a broad regression complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import failures after upgrade vs a vague catch-all complaint; too indirect to merge." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance due to import-star usage vs missing Qwen3_5 module import; different symptoms and fixes." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker config warning vs Liger kernel/model_init behavior; unrelated subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed flakiness vs scheduler kwargs being ignored; different layers." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "FlashAttention support gate for Nemotron vs Qwen3-VL bbox output error." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness is only loosely related to lazy loading; no clear same root cause from the titles alone." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage vs inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL output bug; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs issue vs config type-checking regression; different code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs inverse_sqrt scheduler kwargs; both mention kwargs but are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance vs HybridCache import failure; not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star usage issue vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support problem vs generic v5 breakage complaint; not a duplicate." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output bug vs Qwen3.5 MoE from_pretrained error; different concrete failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation vs tied-weights key handling crash; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() vs scheduler kwargs bug; different scopes." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; only superficially related." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init vs flash_attention_3 training degeneration; different fixes." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "transformers env CLI breakage vs lazy loading malfunction; both loading-related but not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion vs Gemma4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight key AttributeError; different serialization paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; no shared concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issue vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command failure vs missing module import; both import-adjacent but not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ecb469931eba972557635f8505f7bd779ff34c6e375dfe4819ba600c6f865e12", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883338, + "estimated_input_tokens": 220835, + "estimated_eval_tokens": 441926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40306, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports and regressions across tokenizers, model loading, configs, and model-specific behavior. I do not see any soft pair that clearly describes the same concrete underlying bug/change, so all soft edges are rejected. The broad \u2018since 5.0 breaks many models\u2019 report is the best umbrella representative.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set and best matches the overall theme of multiple breakages after v5, even though it is still too general to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most representative cluster anchor because it summarizes the cross-cutting regression pattern, while the other items are narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Different code paths: processor timestamp math vs scheduler kwargs handling." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 issues: expert gating vs a tensor transpose/casting bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different scope: import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness and forward-argument documentation are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated model bugs affecting different mechanisms." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM RoPE implementation and Gemma audio positional encoding are separate model-specific bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage complaint is not the same as a specific import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp logic and processor.save_pretrained file output are different paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leak do not share the same failure mode." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split behavior in GLM MoE indexing is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from Gemma audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support limitation is not the same as a module import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a generic behavior difference 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 handling has nothing to do with the unrelated noise issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo is unrelated to the nonsensical 'Unemployment' issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment and the unrelated noise report are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The 'Unemployment' issue is junk and does not map to the v5 breakage umbrella." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure is unrelated to the junk issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weights key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weights attribute handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to from_pretrained checkpoint slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer loading regression are related only at a very high level, not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and Qwen3-VL FP8 support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model internals." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "A missing ignore_value use and kwargs not forwarded to loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention implementation do not match." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss handling and RoFormer attention interface are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value usage and a quantization-operation typo are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "4a8043693b4869843dc75090d6f3924d4ff51d481b1d29ff395cfa3397a2deca", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated topics in NLP preprocessing, learning-rate scheduling, and Wav2Vec2 word timing offsets.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the cluster does not share a single underlying problem, so none of the issues is a valid duplicate representative for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked as a representative, issue 11307 is the most concrete and self-contained, but it is still unrelated to the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation direction in tokenization is unrelated to extracting word start/end timestamps from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation behavior and ReduceLROnPlateau-like functionality are different feature requests in different areas." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A learning-rate scheduler feature request does not match a Wav2Vec2 timing-offset request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "a33e71e57828aed687d4bee038ca264fe960b198e326bbb277b3292ae128e3f1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues do not form a strong duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic model-loading failure. No soft edges should be merged.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking of the three (generic model loading), but it is not a clear duplicate of the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative only because its title is the most general and likely to capture a wider failure mode than the other two, which are more specific and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization vs. bert-base-uncased model loading. Shared wording is too weak to imply the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model loading, but one is specifically an unauthenticated private-model download error while the other is a generic inability to load bert-base-uncased; not clearly the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "0809aff36efe46c9056259d2296555b4894b1a044d33757bbcc0a4ac02a7a922", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are both broad community-contribution feature requests, but they target different subsystems and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue across this pair; the requests are for different features and should remain separate tracking threads.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical for the cluster because they are unrelated enhancements. If forced to pick one as the more established thread, issue #26350 has higher discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF architecture support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "a96ce0e712a6680a57a0ab04e1b491b551a88ed094affe339e55bb8847c7ad9e", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not true duplicates: they are separate i18n translation requests for different languages, plus a few generic/template or spammy-looking issues. The high textual similarity comes from a shared issue template, not the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 28936 is the clearest concrete translation request (Spanish) and is more representative than the template-placeholder or malformed entries, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different i18n targets; one is Turkish, the other is a generic placeholder translation request. Similar template text does not make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different i18n targets; Turkish vs a generic placeholder issue. Same subsystem, but not the same request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different i18n targets; Turkish vs generic placeholder. Shared template language only." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different i18n targets; Turkish vs Romanian. Separate translation requests, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different i18n targets; Turkish vs Spanish. Same category, but distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request versus a generic placeholder issue. Not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish vs generic placeholder; similarity is just the template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests; distinct languages and distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish vs generic placeholder; same template, different request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request versus a generic placeholder issue. Not the same change/request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian vs generic placeholder; shared template text only." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian vs generic placeholder; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-placeholder translation issues, but there is no evidence they refer to the same concrete language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text, but these appear to be separate placeholder issues rather than one concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue versus a Thai-titled issue; different content and likely different intent." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue versus a Thai-titled issue; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder translation issues, but the evidence does not show they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; different requests." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; not duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; different underlying content." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template-placeholder translation issue versus Thai-titled issue; not the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "These titles are identical, but without evidence they are the same underlying report; treat as separate issues rather than duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "adbdf0a1c70f6f11a3e830af0211ca712eafcee97879ef52bee1604790f95fe4", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a noisy mix of distinct model-request issues across different model families and modalities. None of the soft-edge pairs look like the same underlying change or bug, so all should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43671 is the most central/open representative of the cluster: it has strong discussion/activity and sits in the most connected subcluster of related model-support requests, making it the best single issue to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best overall issue candidate because it is active, open, and broad enough to represent the cluster\u2019s request-heavy theme better than the more niche model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families (EuroBERT vs DEIMv2); both are separate model requests, not the same concrete change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support vs Qwen3-TTS audio support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different architectures/models (EuroBERT vs RF-DETR); no shared code-path change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models with different integration work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision detector vs LFM2.5 Audio are unrelated modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision detection and Qwen3-ASR audio support are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and likely different integration paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model families with no concrete duplicate evidence." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not one merged change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer support are distinct code-path changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture work and ModernVBERT model support are not the same request." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model families/modality integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models with different implementation targets." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model support and a generic BERT-like RoPE request are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic RoPE-related BERT request is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are related modality areas but still different concrete model supports and likely separate PRs." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different models, not one duplicate change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Audio TTS support and DeepSeek-OCR2 are distinct model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated code paths." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests, not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model-specific support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE model addition are unrelated implementations." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer support and EUPE support are distinct model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models with separate support work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and modalities." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "a20113b137a4b25d92804b98d0e13639412e269eb2fb3d39b7b6cb885d94bc6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other is an open Vision RoPE refactor. No duplicate or same-underlying-bug signal is present.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46443 is the more substantive and actionable technical item; 38740 is a documentation request about an unrelated topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best representative issue here because it describes a concrete code refactor, whereas 38740 is a standalone docs enhancement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and artifact types: docs/framework addition versus Vision RoPE refactor. No evidence they describe the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "29d9e4b11bc315f05f0ca518cf9d3e9b95c466a5ccd6975b428209dc85aa68c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one asks for block decoding, the other requests DeepSeek v3.2 support. There is no duplicate relationship or shared underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here because the items address different problems and should not be clustered as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different feature requests with no shared code path or concrete bug; only a weak topical similarity." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "872ec0ed47ac7b15d1a2541ca0115beb360238a0641bd21ddd37cbdaffde27bc", + "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 are related only at a high level (Trainer extensibility/custom trainers), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more general and clearly scoped Trainer customizability problem; it reads like the primary design-change request in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative because it centers on a concrete Trainer behavior change and is broader/more foundational than the FLOPS-estimation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one is about `remove_unused_column` customization and the other about estimating FLOPS. They affect different code paths and are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "ba573bbea8192647f0b595f9ee6eea836c4107f64a35ba362c3eb765fa9e775f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests Qwen3-Omni auto-model registration, while the other requests sequence-classification support for Qwen3.5. They touch different model families and different AutoModel entry points.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader auto-model registration request and is the better representative issue in this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the most general and canonical request here, but it does not subsume #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different capabilities: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "343a192f30b467da9a5ce349356b4fddcad6ebcfbe6b6154ca743ed3472c3b9a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are closed issues with almost no content; three share the same generic title \"huggingface\" and one is unrelatedly titled \"Fett\". The cluster looks like weakly related/possibly duplicate issues, but there isn\u2019t enough evidence to confidently merge them all.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43859 is the best representative of the near-identical \"huggingface\" issues because it is the most recent and the only one with any discussion activity; 43835 has a different title and no evidence tying it to the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest single issue to keep as the cluster representative, but only because it is the most active of the otherwise content-poor \"huggingface\" reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body evidence; \"Fett\" is not demonstrably the same report as \"huggingface\"." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no body evidence tying the issues together." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete bug description in either issue to justify duplication." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but there is no substantive issue text or target to confirm they describe the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but the reports are too empty to verify they are the same bug rather than separate low-detail submissions." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles alone are insufficient; no concrete shared problem statement is available." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "44d7f37711850160166a1799f4e805994fc08ed890cf5c00ceb0253ff509008a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal placeholder/spam issues. The only clear duplicate set is the three identical \"\" issues; the documentation suggestion and \"Google LLC\" item do not look like the same underlying problem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44371 is the earliest of the identical \"\" issues and is a good representative of that duplicate trio.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the clearest canonical issue because it matches the other two identical spam reports exactly and appears first chronologically.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same title, same minimal body signal, and both are identical spam placeholders; likely the same report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same title and same sparse content pattern as the other spam issues; looks like a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a documentation enhancement request; no evidence they are the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are different subjects with no concrete overlap." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Both are identical \"\" issues with no distinguishing content, so they likely duplicate the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a Google LLC check-out item are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a Google LLC check-out item are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The duplicate call among the three \"\" issues is supported by identical titles and matching sparse metadata, and the rejections for the documentation suggestion and \"Google LLC\" item are appropriately cautious. Minor wording like \"identical exactly\" is a bit stronger than the packet strictly proves, but not enough to invalidate the overall assessment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "df3dae17c12c9bb32ae9003625e577fd6334228f92a1b8271cf5713ce83a8cbf", + "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 closed issues appear to be duplicates: they have the exact same title and very similar body length/content, with no distinguishing links or filenames.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is a strong representative of the cluster for the same reasons: earliest, already referenced, and indistinguishable in topic from #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept: the issues have identical titles and highly similar bodies, indicating the same underlying request/problem rather than related but distinct reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, close body lengths, and only soft-similarity evidence, so treating them as likely duplicates is conservative. Canonical issue selection is also reasonable: issue 45145 is earlier and has an inbound reference, while 45151 does not. No overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "b5bc9c33fa6784d70d8d94cc6bd549f8088098dbf339d64c9b421b5d3c21316d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (both involve 4-bit inference), but they describe different bugs and code paths: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the better cluster anchor because it is the broader, more general 4-bit inference regression; #45672 is a narrower Gemma4/audio-module-specific failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 best represents the shared configuration/regression class, while #45672 appears to be a model- and module-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Do not merge: the titles point to distinct failures in different paths\u2014Gemma4 audio-module `torch.finfo()` on uint8 weights versus BitsAndBytesConfig handling of `llm_int8_skip_modules` clearing the default `lm_head` exclusion. Shared 4-bit 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": 16, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "28beedda223b048073db4348500a5bcb8314eb06d8ff0cc9e3008b653d1ebe46", + "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": "Two closed issues with only superficial similarity in title format; they do not appear to describe the same underlying bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: both are unrelated, name-and-date titled issues with no body or shared context.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for the cluster; the similarity is only textual and does not indicate a duplicate problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different people/names and dates; no evidence of the same bug, feature, or 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": 17, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "c723f80e836afd1ea0e1608a50e037aba1bb0d73feae857107d4189328e6a62b", + "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 look like unrelated low-context entries, likely spam or placeholder records, with only weak name/date similarity and no shared substance.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles reference different people and dates, and there is no body or linkage indicating the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for the cluster because they do not describe a shared bug, request, or workflow; the similarity is only superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Weak title similarity only; different names and dates, no body, no links, and no evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "0f5933199b4afe796dab2d655298075661605606ee26bf041122170bf53ca913", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, model-specific feature request and is better as a representative issue for this pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the clearest standalone request; issue 46295 is a separate training-capability topic and does not fit this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a specific Qwen3_5 token-classification/value-model class vs. enabling FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "bffd1fd2d28c15037796935e5cb6ed60426fbfbb0354ea267c723d143995f4bc", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 looks unrelated to those topics.", + "confidence": 0.97, + "canonical_issue_reason": "45872 is the strongest single representative: it has the fuller description and an exact duplicate in 45873. The 45870/45871 pair is a separate duplicate topic, and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue to anchor the cluster because it is a clear duplicate pair member with the richer, more specific DataForge/scaping-service framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset bundle request vs. a financial time-series example. Similar wording only, not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset bundle request vs. example/prediction issue. Not the same concrete change or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and effectively the same issue text; this looks like a direct duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but one is a dataset bundle request and the other is a time-series + scraping-service example. Not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: dataset/example vs. DataForge scraping-service topic." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different issue themes despite some shared keywords; they do not describe the same concrete problem." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests; this is not a duplicate of the DataForge scraping-service issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching body length; this is a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870\u219445871 and 45872\u219445873 are the only clearly supported duplicate pairs, and the rejection of cross-pair links is conservative. 45869 is reasonably treated as separate rather than forced into either duplicate set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "e09181a2c1e53383e79580a9f5cc151ded24630b5b7a6d2e9145b6665879135a", + "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 involve static cache handling around linear attention, but they describe different failure modes: one is a shape corruption/runtime error during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`. Related, but not clearly the same underlying bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the more general and likely root-cause-oriented failure in static cache `early_initialization` affecting linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it names the cache path and the concrete corruption mechanism, making it more useful for tracking a fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: both mention static cache and linear attention, but one reports shape corruption in `early_initialization` while the other is a `KeyError` in Qwen3.5. The evidence does not show the same concrete underlying bug or a single 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": 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": "f2cdf9608292aa59b7e5ad65a47b6420eeee708206932d6c8600c03c83578573", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38089, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38089, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; only the fixed_cross_entropy pair (43251/43254) looks like the same underlying bug fix. Everything else spans unrelated model additions, docs, tests, or refactors.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest representative of the only true duplicate pair: it directly targets issue 43240 and patches the core loss helper with the same kwargs-forwarding fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the clearest concrete fix in the cluster, with an explicit issue link and the most direct implementation of the cross-entropy kwargs pass-through.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs an Executorch export test; different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different tokenization bugfix vs adding a new model; only loosely related to token/model infrastructure." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "One is a Mistral tokenizer method fix, the other is an export dynamic-shapes test; not the same change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness cleanup across several models vs adding MobileLLM; too broad and not the same underlying bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "A loss-helper kwargs fix and a new MobileLLM model are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs forwarding vs Mistral4 test/model changes; different subsystems and problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic export test vs Mistral4 model/test fixes; no shared concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export dynamic-shapes test and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs config-resolution order fix; different functionality and code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-interface refactor; not the same bug or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/draft tooling PR; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 fixes are separate model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/model wiring vs a CLIP-family typo rename; different models and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat parsing/serve update; unrelated areas of the library." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test work vs adding a TDT loss kernel; different feature areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and config-resolution order fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model test fixes vs a model-creation skill/docs PR; not a duplicate change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and a meta skill/tooling PR do not fix the same bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete cross-entropy helper path in loss_utils.py by forwarding supported kwargs to nn.functional.cross_entropy, and they could plausibly be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43251/43254 share the same issue target (43240), the same file, and the same cross-entropy kwargs-forwarding bugfix. The other pairwise verdicts are conservative and do not overstate similarity. The cluster-level summary also stays appropriately cautious about the rest being heterogeneous." + }, + "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": "911c2ea0e3b1d3c1dd1c2f71bb137c9cba51814a3a92f214974d2fc4dde1e5da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "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 VibeVoice PRs, but they target different scope: the base VibeVoice implementation vs a later realtime extension with acoustic-tokenizer work. They overlap on shared model plumbing, yet not on the same concrete change set, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR: it is the main implementation of VibeVoice, appears more mature, and represents the core feature rather than a follow-on realtime variant.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall PR candidate because it is the primary, broader VibeVoice addition. PR #42781 is narrower and more specialized around realtime/acoustic-tokenizer behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: they share VibeVoice files, but #40546 adds the base model and docs while #42781 adds realtime-specific and acoustic-tokenizer changes. The concrete code paths and mergeable scope are different, so this is not a duplicate PR pair." + } + ] + }, + "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": "f27c223443e7da9573be418fa9c1b716353b78acd8a3de14b0698ee4a95cd72a", + "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": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not represent the same underlying bug or change, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different feature goals; they are not the same fix 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": 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": "5bf0b08997383f528d54a75d9701353e501ec9aa6bf97451775f0afbae894909", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10433, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10433, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share Transformers boilerplate but implement different model codepaths and docs, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it is a substantial model addition with the broadest implementation footprint and the most discussion, but it is still distinct from the other two model-introduction PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the best single representative because it is the most fully developed and central-looking of the three, though it does not subsume the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different implementations (DeepSeek OCR vs Isaac). Overlap is only in shared scaffolding like auto mappings and docs, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with different model-specific files and codepaths. Shared framework registration files are not enough to treat 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": 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": "691c4f8e322457bf075bd82ac07523dde2639d4540e32c0625dd7796d22f9b35", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions versions in workflow files, but they target different actions and different maintenance goals: one is a broad Node 24 compatibility sweep, the other is a general latest-version bump focused on docker/build-push-action and a few other workflows. They overlap in files but do not look like the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more specific maintenance change: it explicitly targets Node 24 compatibility and updates multiple core workflow actions. It is the better canonical representative if one must be chosen, but it is not a duplicate of PR 42976.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best standalone candidate because its title and diff describe a coherent, clearly scoped upgrade theme across many workflows. PR 42976 is narrower and centered on a different action family, so it is less representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow dependency upgrades, but they change different action ecosystems and are not the same fix. 42975 is about Node 24 compatibility across many GitHub Actions; 42976 updates docker/build-push-action and a few other actions to latest versions. Shared workflow files alone is 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": 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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "dd6b8e660f8f27298e3cc39c216f47f76c29a9663a948393bb54f7e5d3b77093", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM) that only overlap on generic onboarding files like docs and AutoModel registration. They are not duplicate fixes/changes to the same concrete code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest representative by breadth and maturity: it has the largest review activity and the broadest implementation/test surface, but it is still a distinct model addition rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 looks like the most complete and well-reviewed of the set, with substantial implementation coverage across modeling, processing, video, docs, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo). Shared files are just generic model-registration and docs boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different additions for different models (ViT NEPA vs Molmo2). Overlap is limited to shared auto/doc plumbing, so they are not mergeable as one fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; the common files are standard integration points, not evidence of the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related in naming but are distinct architectures with separate model, processor, and test implementations; this is not the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different models. Their shared edits are generic registry/docs updates, which is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM touch some of the same integration files, but they implement different model families and different code paths, so they should not be merged." + } + ] + }, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46541" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:46541", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "d8c604c7cf7279ec9f5b4281944d1dda5858ecfc0ac348228a58b475a911d0ec", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16416, + "estimated_input_tokens": 4104, + "estimated_eval_tokens": 8464 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16416, + "estimated_input_tokens": 4104, + "estimated_eval_tokens": 8464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated and were only softly linked by generic \"fix\"/\"test\" similarity. The only substantive code fixes are in different subsystems, so they should not be collapsed as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must be used as the anchor, 46380 is the strongest representative because it fixes a real runtime validation bug in generation code and includes corresponding test coverage, unlike the test-only or placeholder PRs.", + "best_issue_reason": null, + "best_pr_reason": "46380 is the best overall PR candidate: it addresses a concrete code-path defect, is clearly fix-oriented, and is more merge-worthy than the mostly test-scaffolding changes. The other PRs either target different bugs or are not substantive fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46541", + "accept": false, + "reason": "Whisper tokenizer decoding vs trainer item-count tests; no shared underlying bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper decoding fix vs placeholder test edits in CLIP/ViT; unrelated changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding vs FP8 dequant/loading changes; different subsystems and defects." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization fix vs generation watermarking/validation fix; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Placeholder test-only PR vs PhiMoE integration-test change; no common underlying fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test placeholder edits do not match the FP8 dequant/runtime fix; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test placeholders are not the same change as generation validation and whisper-related runtime fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequantization fix vs PhiMoE test harness change; different code paths and problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are real fixes, but one is FP8 dequantization while the other is generation-config validation; too different to merge as one PR." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation fix vs PhiMoE integration-test adjustment; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "dc2238b9eea0c85ee82f194cbb7512564c276ddd85e737f6fd1ab103e83f1e7d", + "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 that both look like intentional bot-test placeholders, but they exercise different areas and do not appear to fix the same underlying problem. The only overlap is a shared test file, which is incidental.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broader representative of the cluster: it changes multiple workflow/test-related files and appears to be the more substantial placeholder. PR 43488 is a narrower setup/version-format probe.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the better cluster representative because it has the larger and more varied diff, while 43488 is a small, single-purpose change. Neither is a strong duplicate target for the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: these are different bot-test PRs with unrelated changes. 43488 tweaks setup/version and dependency tables; 43532 alters CI workflows, testing utilities, and notification code. Shared Vit test file is not enough to indicate the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "64f2848c8385a508e12634148d75303657da2a7e0f2d02ac8411e25e73bb7de2", + "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, the other adds a Promptable Visual Segmentation pipeline. They share similar scaffolding and documentation changes, but they target different tasks and model paths, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader/more representative change, with more model coverage and task wiring, but it is still a separate feature from PR 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying feature work: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 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": "9560df71809eef7bbacc6f7ffbe173df3ab092d66fb33cdf42415b62886edee5", + "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": "The two PRs both touch `trainer.py` but change different trainer extension points: one alters gradient-accumulation loss scaling, the other factors out signature-based column filtering. They are not the same underlying change or bug fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: `_loss_is_scaled_for_ga` affects training loss normalization, while `_get_signature_columns` affects dataset column filtering. Shared file alone is not enough to treat 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": 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": "93c162a90f89cc1f884e091868ec8866707688f70a05d5febb912d0f9fdcda84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs touch the same CLI file but fix different TypeAdapter-related issues: one is a typing/annotation cleanup, the other addresses a runtime NameError when pydantic is missing. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more concrete fix: it directly handles the missing-pydantic TypeAdapter NameError by importing TypeAdapter only under TYPE_CHECKING and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best candidate in this cluster because it targets the actual runtime failure described by its title and diff, rather than a broader typing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: these are different underlying changes. #43656 modernizes annotations in serve.py, while #43842 fixes a runtime TypeAdapter NameError when pydantic is not installed. Same file, but not the same bug or 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": 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:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "6dfe1c561e626714b610e8c8a10c3510f47a25d1ec560bee1293e11957f6c95e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84890, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75087, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a theme cluster around standardized output-tracing refactors across many different models, not one duplicate set. The clear duplicate subclusters are GPT-J/CodeGen and GPT-Neo; most other pairs only share the same tracking issue or broad refactor pattern and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present in the cluster; 44722 is the best canonical PR anchor for the strongest duplicate subcluster because it overlaps the same GPT-J/CodeGen output-tracing changes seen in 44066 and 44085 and is the latest/broadest version.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best overall PR representative: it is the clearest, most complete instance of the duplicated GPT-J/CodeGen refactor and subsumes the same concrete gptj.py output-tracing work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; they only share the broad output-tracing theme and the same issue target." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different concrete model/code paths; shared issue target alone is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file path; overlapping standardized capture_outputs/can_return_tuple migration." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and implementations; same issue target is not enough." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; only the refactor theme matches." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families/code paths; same tracking issue is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models; only the standardized output-tracing pattern overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model family/file set; one looks like a revision of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same issue target but different concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and refactors; no shared concrete code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; only the high-level refactor theme overlaps." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families/code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and files; only broad refactor similarity." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families; shared issue target is too broad." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; same output-tracing theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families/code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and refactor scope." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models; same refactor pattern only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; no shared concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; only a broad output-handling theme overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; same issue target but unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families/code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; not a duplicate." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT; only broad refactor similarity." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; different concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; not the same code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT; only the abstract refactor theme overlaps." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT vs LongT5; different models and code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT; not a duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; same theme, different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; not the same underlying fix." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs SegFormer; same issue target but different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; not the same change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; only the output-tracing theme matches." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different models and implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; same issue target only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not the same concrete bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBERT; broad pattern only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different models/code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; not a duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet vs SpeechT5; only the generic refactor theme overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo; same theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; not the same code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs SegFormer; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTaV2; broad refactor similarity only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet; unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping gptj.py/codegen.py edits; 44722 looks like the later, broader instance." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file path; 44722 subsumes the same decorator migration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; no shared concrete code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; shared tracking issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 vs ViTS; same refactor theme only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The duplicate subclusters identified for GPT-J/CodeGen and GPT-Neo are supported by shared file paths and closely overlapping refactors, while the rest are correctly treated as broad theme matches or shared-issue-only overlaps." + }, + "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": "c8fd3b7042141bf01ccef2d1e7d0c09705843966c5723e42eba1d630686f628f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84890, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to standardized output tracing/capture_outputs. They share a refactor theme, but each changes a different model code path, so they are not duplicates. No soft pair should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative of the cluster: it is a concrete output-tracing refactor, has an explicit issue target, and is scoped as a model-specific implementation rather than a broad or speculative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone PR in this set because it is clearly tied to a tracking issue and presents a focused, self-contained refactor of one model's output capture behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models (FocalNet vs ImageGPT) and different forward paths; same refactor theme, but not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models (VisualBert vs TextNet). Both standardize outputs, but they modify separate implementations and are not mergeable as one fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert are unrelated code paths; shared output-tracing refactor pattern is too broad to treat as a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model implementations with no shared concrete bug; same capture_outputs migration pattern is not enough for duplication." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct models; these are parallel refactors, not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5 are different code paths; both touch output tracing, but they are separate model-local migrations." + } + ] + }, + "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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "5af0b922b836b791f4793831a522e743b5aa5c046cbf7e9bd09c1c98fdddc28e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar refactors around output tracing / `can_return_tuple`, but they target different model implementations and code paths, so they are not duplicates and should not be merged together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "44003 is the broadest representative of the shared refactor theme, since it updates two closely related model files and adds the new output-capturing plumbing.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the best single representative PR for this cluster because it most clearly shows the common tracing refactor pattern while spanning more than one model file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `upernet`); same refactor theme, but not the same underlying change or code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Separate model families; both adjust output handling, but they are independent refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are unrelated code paths, so this is not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are output-tracing refactors, but they apply to different model stacks and are not mergeable as one concrete bugfix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`timm_backbone` vs `rwkv`); similar plumbing, but not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` have different output contracts and code paths; not a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "These are separate model-specific refactors, not the same underlying bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; both refactor output tracing, but do not fix the same concrete issue." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated code paths; not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stacks and separate implementation changes; not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are distinct model implementations; similar refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths, so these are not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are tracing refactors, but for different models and different output types." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are related in name only; the fixes are independent." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated architectures; not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different forward signatures; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate code paths with the same refactor style, but not the same underlying issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated implementations; not mergeable into one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "These are independent model-specific output-tracing changes, not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks (`univnet` vs `mamba`); same theme, not same bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model code paths; this is not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and different forward-path changes; not a duplicate." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`/`falcon_mamba` refactor vs `superpoint` refactor; similar goal, different implementation and code path." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` and `codegen` are separate model families; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and forward logic; only the refactor pattern is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` have unrelated output semantics, so not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model-specific refactors; no shared underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch different model families and different output-handling paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are tracing refactors, but for different model wrappers and different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder/decoder model families; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated models, so this is not a duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model stacks and different output contracts; no single shared bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are distinct implementations; same refactor idea only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers with independent output-tracing updates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Same theme, but separate model implementations and fixes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` do not share the same concrete bug or code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and forward-path changes; no same underlying issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "These are separate model-specific refactors, not the same fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are different code paths; similar pattern does not make them duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and different implementations of output handling." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated implementations; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ef9f99e284883c85b7ced5fffe07e190b851a1f572cca88e0b8bd337a535a341", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open model-implementation PRs for different new models (PenguinVL vs Voxtral TTS). They share the usual Transformers scaffolding (docs, auto registrations, model package files), but they target unrelated architectures and code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the more targeted and better-scoped change: it explicitly links to issue 45027 and adds a complete Voxtral TTS implementation with conversion, generation, processing, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the strongest representative of the cluster because it has an explicit issue target, a narrower purpose, and clearer end-to-end integration for one specific model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different concrete implementations. The overlap is only generic Transformers boilerplate (docs, auto registries, package layout), not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c76741b7a152150219ffe856b919074670da3cd8d04d253100900353286c8703", + "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 both about fusion, but they implement different layers: #44979 adds a generic module-fusion API, while #45363 wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look like the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#45363 is the more cluster-central integration change: it connects fusion into model loading and runtime behavior. #44979 is a lower-level API foundation, but the two are not duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete change paths: #44979 introduces a standalone module fusion API in a new file, while #45363 implements kernel fusion plumbing via KernelConfig and integrations. They are related conceptually but not the same fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a42de31ea7e6ec328e3cbd770fb41a81f959f528808a3c72cb3f7ccb100aa65e", + "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 address the same Mistral regex AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete variant because it also adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same code path as 45086 and adds test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR candidate: same bug fix, same file, same issue target, and it includes validation tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex` with the same code change on the same file and shared issue target #45081; 45317 appears to be an expanded version with 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": 19, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "86d9e2e4c8bd51d5f8ef710bcf9bcc1d96c518089e5d29d923db8998be200c9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are thematically related to NemotronH, but they target different changes: one is a narrow checkpoint-conversion key mapping refactor, while the other is a broader model split into NemotronH Dense/Sparse with docs, auto-mapping, and tests. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more user-visible NemotronH restructuring PR: it introduces the dense/sparse model packages, updates auto-mapping and docs, and includes tests. If one PR had to represent the cluster, this is the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it covers the main architectural change and downstream integration work, whereas PR 45115 is a smaller conversion-mapping adjustment that appears to support a separate code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different underlying changes: 45115 only adds NemotronH conversion-key renames for checkpoint loading, while 45569 refactors the model into nemotron_h_dense/sparse and updates docs/tests. They are related but not the same fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 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": "bff5b95abc5ecdf73d9081e4fdcbb21e326d0287509c135c610eec382aecc8dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer config plumbing, while PR #45332 is a much broader end-to-end heterogeneous model support change that also touches modeling, cache, masking, and integrations. They overlap in shared infrastructure, but they are not the same concrete fix/change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change and the more representative artifact for the heterogeneous-model support work; PR #45333 is a narrower config-only subset.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous support stack and subsumes the per-layer config work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Do not merge as duplicates: #45333 is only per-layer configuration support, while #45332 extends into runtime/modeling behavior and cache handling. They share files, but they address different scopes and could be merged separately." + } + ] + }, + "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": "6edfd9acb7eec14f8339e83c8dd9c69dd078ec019b3fecac94fe256f3ee70e34", + "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. PR 45415 is a broad type-checking sweep across many transformers modules plus pyproject config, while PR 45425 adds internal typing protocols and targeted fixes in a smaller set of files. The overlap is thematic, not a shared concrete bug or patch.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45425 is the better representative of a focused typing-infra change. 45415 is much broader and mixes repo-wide type-checking config with many file edits, so it is less suitable as a canonical representative of a single underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are about typing, but they target different problems and code paths. 45415 is a broad type-checking pass across many files; 45425 introduces typing protocols and specific annotations/fixes in different modules. They would not plausibly merge into one PR as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "afed749889bef7fa490c5638f00b40bb869f141270a80e1c2b8db541f635bdaf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pull requests for different model families and different cache-forward bugs, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the clearest standalone bug fix: it has an explicit issue target, a single concrete code path, and a narrowly scoped seq_len > 1 cache handling change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the strongest canonical candidate because it is issue-linked and tightly scoped to one specific cache/use_cache bug; PR 45513 is broader and spans multiple model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different defects: Qwen3.5 GDN linear attention cached forward vs Mamba2 use_cache with seq_len > 1. They do not look like 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": 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": "feca6cc6da2348f89216bab91d64b425d7b66bb2536d6907fbcdf1203de2245b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading behavior, but they target different failure modes and code paths: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes EP + FSDP2 where experts get overwritten by rank-0 broadcast. Related area, not the same underlying change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative because it addresses the broader and more concrete expert-parallel parameter loading bug, with changes across loading and MoE/tensor-parallel code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone candidate in this cluster: it targets a specific expert-overwrite bug during distributed loading and has the wider supporting edits needed for that fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Same general EP loading area, but the concrete bugs differ: ZeRO-3/accelerate launch vs FSDP2 rank-0 broadcast overwriting experts. They are not clearly the same fix 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": 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": "f75ef8ce2238695f81766ee047fae45866f123fde1b0beee3987fa81c93f2648", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying xdist collision problem around captured_info artifacts in testing_utils. PR 45645 is the broader, more complete supersets-fix, adding CI log handling for multiple captured_info files, while 45639 is the narrower core fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe output-file change plus the downstream CI/workflow adjustment needed to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall fit for the cluster: it directly fixes the collision bug and also preserves debug log visibility in CI, making it the most complete implementation of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same concrete bug: xdist-safe handling of captured_info artifact writes/reads. 45645 appears to extend 45639 rather than address a different change, so they are plausibly one combined PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 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": "3f3277441e326f9eadb2583daaea251a5e9b794356b5c58c8f5b35a413b181df", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is an AutoModel registry nudge for glmasr, and the other two add attn_implementation dispatch to different model families (RecurrentGemma vs BLIP-2/InstructBLIP). The latter two are thematically similar but fix different code paths and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR for duplication here; 46320 and 46401 are parallel feature PRs for different model families, and 45670 is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "46320 is the closest representative of the cluster\u2019s shared theme (attn_implementation dispatch support), but it is still not a duplicate of 46401 and should not subsume it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: glmasr AutoModel registration vs RecurrentGemma attention-implementation dispatch. No shared concrete code-path bug." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated scope: AutoModel mapping change vs BLIP-2/InstructBLIP dispatch support across multiple files." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both add attn_implementation support, but for different model families and different implementations/tests; they are not the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "b8d10fb269ce89c2c2e366065f0898a52664030bdc79ea32df6a2e94a75a4d37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs: one implements a tuple/return_dict behavior fix across model forwards, while the other adds a new modeling linter rule and updates many processors/docs. The shared filenames are incidental overlap in the Transformers codebase, not the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the more concrete, code-path-specific change: it modifies model forward signatures/behavior to support returning tuples consistently. It is a focused functional fix rather than a broad rule/documentation update.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best representative of the cluster because it has the clearest single bug-fix intent and a narrower, well-defined runtime behavior change. PR 46259 is primarily a new lint rule rollout across many files, which is broader and less like a duplicate of the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "They address different underlying problems: 45720 fixes forward/tuple return behavior in model code, while 46259 adds a linter/modeling rule about dead boolean flags in image/video processors. Shared files are only broad Transformers model overlap, not the same concrete 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": 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": "4df70536ec7020173986cb044baae9922667d8ae083a1a77fd2fc8ad02c5da63", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs with superficial title/similarity overlap only. One is a broad do-not-merge testing/workflow change, the other is a test-only migration PR with intentional failing assertions; they do not fix the same concrete problem and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the more substantive artifact, but it is still just a non-production testing/workflow PR and not a good canonical representative for a duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Not the same underlying change: 45932 alters CI/workflows and model code, while 46100 only edits a single ViT test file with intentional assertion failures. Similarity is superficial, not a mergeable duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ea2153e4be4c69e3010f662ccf2b6bc179c12b5d261fa28c4cfa9c5a0e189cc2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8412, + "estimated_input_tokens": 2103, + "estimated_eval_tokens": 4462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8412, + "estimated_input_tokens": 2103, + "estimated_eval_tokens": 4462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are related to adding SDPA dispatch support, but they target different model families and code paths. They are similar feature rollouts, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest implementation, covering multiple speech model variants and their shared dispatch plumbing, so it is the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 looks like the most comprehensive candidate for the underlying SDPA-dispatch effort, with the widest scope and strongest chance of serving as the umbrella change for this feature rollout.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA support, but CTRL and T5 are different architectures with different attention implementations; these are related feature PRs, not the same concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL causal LM dispatch and the audio model dispatch work in 46196 affect different code paths and model families, so they should not be merged as duplicates." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is a distinct seq2seq implementation from the speech-model changes in 46196; same theme, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e379ac31530034908d0be4e12ed5b79f5fe90e83779b662572abafc223855f25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs overlap in distributed files, but they are not the same change: #46126 is a focused EP/Trainer integration patch, while #46269 is a much broader distributed-branch base touching many unrelated areas. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella PR for the distributed branch and includes the shared distributed code areas, so it is the best representative artifact for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the more central/representative PR because it spans the distributed branch base; #46126 is a narrower EP integration change and does not appear to be the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames alone are not enough: #46126 adds EP routing and Trainer integration, while #46269 is a broad distributed base with many additional unrelated modifications. They do not look like 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": 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-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "cc4dd1734bd47b461a9898995de196ffaf5fe23ca4d54c809631d8ca451db64e", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14224, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14224, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All six PRs are small workflow-only maintenance changes, but they target different GitHub Actions files and different concrete behaviors, so this cluster is similarity-only rather than true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR fixes a different workflow path or security/trigger behavior, so none can represent the others as a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is globally best for duplicate triage; they are separate, self-contained workflow changes with different underlying problems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell invocation in workflows, but one passes PR text via stdin to a script and the other changes commit-message grep handling; different workflows and different bugs." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflow files and problems: self-comment CI input handling vs SSH runner hardening and token sanitation." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated changes: stdin handling for a comment-processing script versus adding workflow_dispatch to benchmark scheduling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and fixes: comment parsing in self-comment CI versus permission scoping in anti-slop." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "Different code paths: one updates a comment-processing workflow, the other changes checkout ref behavior in assign-reviewers." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner security/pinning changes are unrelated to benchmark workflow trigger expansion." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "One hardens SSH runner secrets and download integrity; the other adjusts anti-slop job permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow concerns: environment sanitization in SSH runner versus checking out the base ref for reviewer assignment." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "Different underlying issues: SSH runner token/security handling versus safe commit-message parsing in build-ci-docker-images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but one is permission scoping and the other is a trigger condition change; not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and symptoms: anti-slop permissions versus assign-reviewers checkout target." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Permission change in anti-slop is unrelated to shell-safe commit-message handling in build-ci-docker-images." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Checkout base ref for reviewer assignment is unrelated to enabling benchmark workflow_dispatch." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers checkout behavior and build-ci commit-message parsing are different code paths and bugs." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger expansion is not the same underlying problem as safer COMMIT_MESSAGE parsing in build-ci-docker-images." + } + ] + }, + "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": "aceb4deb67f6d2a3178a1037b83d2875daef735e0ef587bd09b8b5d1d401a6cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs that both modernize source-reading, but they fix different code paths in different modules, so they are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46207 is the more canonical PR because it targets a specific source-reading check in `_can_set_attn_implementation`, includes a concrete behavioral fix, and is backed by tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46207 is the best representative of the cluster: it is a narrowly scoped, concrete bug fix in the actual code path being changed, whereas pull_request:46152 is a different utility-level change in another module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both reduce reliance on `open()` for reading source, but they touch different files and different mechanisms (`import_utils` traversable resolution vs `modeling_utils` inspect-based source lookup). They do not look like the same underlying bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "b41e13f2ce63846115f21f5edd52f783f18c77a3265aed3c26edd86e83e49cbe", + "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 duplicates of the same StaticLayer type-hint fix in cache_utils; the generation cache-length PR is a different change and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46173 is the best canonical representative: it is the earlier, explicit fix for the StaticLayer.get_seq_length annotation, directly links the target issue, and its diff matches the later duplicate almost exactly.", + "best_issue_reason": null, + "best_pr_reason": "PR 46173 is the clearest cluster anchor because it directly addresses the underlying bug, has the issue link, and its patch is the same as the later duplicate PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different fixes: 46436 updates static cache max-length handling in generation/utils, while 46474 only changes the StaticLayer.get_seq_length type annotation in cache_utils. They touch different code paths and are not mergeable as one PR." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both modify StaticLayer.get_seq_length in src/transformers/cache_utils.py to widen the return type to int | torch.Tensor, with nearly identical diffs and the same issue target." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and pairwise verdicts are grounded in the packet. PR 46173 and PR 46474 share the same issue target, same file, and effectively the same diff, so treating them as duplicates is conservative. PR 46436 changes a different code path in generation/utils, so rejecting that pair as a single-PR merge is also conservative." + }, + "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": "4631927ae45073300c60dec3c9a3fe2b37c4eadea2626b526d66019bf629c628", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4786, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4786, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Moonshine streaming sliding-window right-boundary bug (changing `< right_window_size` to `<= right_window_size`) against the same target issue; 46546 is the stronger PR because it includes the test file as well.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical representative: it contains the same code fix as 46310 plus a test file, and is the later, more complete patch for the same issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 best captures the underlying change because it fixes the boundary condition in both model implementations and adds tests, making it the most complete solution for the bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete bug fix in the same code path: both change the Moonshine streaming right-window boundary from `<` to `<=` in the mask function and target the same issue; 46546 just adds 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": "800eea6dd585393407451970d4c599ff2a7c59ee558a66da70edb03d7f9b6e91", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support in generation internals, while the other adds a new HunYuan VL model package, docs, auto-mapping, and tests. They do not target the same bug or change set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better representative because it is a self-contained model addition with clear scope and no signs of being a draft work-in-progress, whereas PR 46376 is a draft infrastructure feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the most canonical item in the cluster due to its complete, identifiable feature area (new model integration) and broader artifact set, making it the cleaner representative despite the cluster not containing duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: 46376 modifies continuous batching/runtime cache and scheduler logic for multimodal support, while 46417 adds a HunYuan VL model implementation, docs, mappings, and tests. No shared concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46548-2", + "nodes": [ + "pull_request:46548", + "pull_request:46549" + ], + "soft_pairs": [ + "pull_request:46548|pull_request:46549" + ], + "prepared_review_unit_hash": "e399786fd10c2d4ec2be499c9df3797fecad51064bf8173fd226cf580275665e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4099, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4099, + "estimated_input_tokens": 1025, + "estimated_eval_tokens": 2306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are effectively duplicates: same title, same README.md-only diff, and near-identical metadata. They should be triaged as one change, with the older PR as canonical.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46548 is the better canonical PR because it was created slightly earlier and is indistinguishable from PR 46549 in title, scope, and diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 46548 is the best representative of the cluster: it has the same concrete README formatting edit as PR 46549 and is marginally earlier, making it the cleaner canonical choice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46548", + "right": "pull_request:46549", + "accept": true, + "reason": "Exact same title and same README.md diff preview; both appear to propose the same documentation-only formatting change and could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/manifest.json b/snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..98da9eb2616257c2ab8aa632102c86de1c9bcf2d --- /dev/null +++ b/snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260611t060033z", + "artifacts": { + "hybrid": "snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-11T06:04:34Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260611T060033Z", + "variant": "hybrid" +} diff --git a/snapshots/20260611T060033Z/manifest.json b/snapshots/20260611T060033Z/manifest.json index f891b67d084ddbb86a95cfba384a67974f9d592f..2671071b436021aca4acdb8320084c1bc373a24a 100644 --- a/snapshots/20260611T060033Z/manifest.json +++ b/snapshots/20260611T060033Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 276 }, "extracted_at": "2026-06-11T06:00:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260611t060033z", + "runs": { + "hybrid-model-20260611t060033z": { + "analysis_id": "hybrid-model-20260611t060033z", + "artifacts": { + "hybrid": "snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/manifest.json", + "model": null, + "published_at": "2026-06-11T06:04:34Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260611T060033Z", "watermark": {