diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index f767fdca24ca1772e97b2df877647490b8d7229a..a0ea5136d288d5076bc0678d2cb590e0f6d0b667 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": "20260606T180020Z", - "generated_at": "2026-06-06T18:07:49Z", + "snapshot_id": "20260607T000022Z", + "generated_at": "2026-06-07T00:02:38Z", "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 54d64327729bb8cdf46b28aa003a1adfb74a063a..92f6063b2789aa85dfe70555b7ce823638e8e69f 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": "20260606T180020Z", - "generated_at": "2026-06-06T18:07:49Z", + "snapshot_id": "20260607T000022Z", + "generated_at": "2026-06-07T00:02:38Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -548,8 +548,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -928,8 +928,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -1264,8 +1264,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -1593,8 +1593,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -1915,8 +1915,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -2218,8 +2218,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -2575,8 +2575,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -2901,8 +2901,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -3248,8 +3248,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -3552,8 +3552,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -3856,8 +3856,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -4168,8 +4168,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -4481,8 +4481,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -4782,8 +4782,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -5087,8 +5087,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -5392,8 +5392,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -5692,8 +5692,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -6002,8 +6002,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -6310,8 +6310,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -6615,8 +6615,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -6896,8 +6896,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -7222,8 +7222,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -7526,8 +7526,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -7824,8 +7824,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -8143,8 +8143,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -8434,8 +8434,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -8745,8 +8745,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -9057,8 +9057,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -9368,8 +9368,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -9672,8 +9672,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -9955,8 +9955,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -10246,8 +10246,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -10550,8 +10550,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -10840,8 +10840,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -11144,8 +11144,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -11442,8 +11442,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -11740,8 +11740,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -12051,8 +12051,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -12377,8 +12377,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -12664,8 +12664,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -13004,8 +13004,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -13309,8 +13309,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -13613,8 +13613,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -13939,8 +13939,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -14236,8 +14236,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -14543,8 +14543,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -14882,8 +14882,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -15222,8 +15222,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -15555,8 +15555,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -15877,8 +15877,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -16219,8 +16219,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -16615,8 +16615,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-452", "nodes": [ @@ -17045,8 +17045,8 @@ "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": [ @@ -17123,8 +17123,8 @@ "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": [ @@ -17194,8 +17194,8 @@ "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": [ @@ -17257,8 +17257,8 @@ "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-26413-2", "nodes": [ @@ -17320,8 +17320,8 @@ "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": [ @@ -17550,8 +17550,8 @@ "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": [ @@ -17872,8 +17872,8 @@ "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": [ @@ -17935,8 +17935,8 @@ "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": [ @@ -17998,8 +17998,8 @@ "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": [ @@ -18061,8 +18061,8 @@ "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": [ @@ -18124,8 +18124,8 @@ "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": [ @@ -18227,8 +18227,8 @@ "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": [ @@ -18349,8 +18349,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18469,8 +18469,8 @@ "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": [ @@ -18532,8 +18532,8 @@ "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": [ @@ -18595,8 +18595,8 @@ "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": [ @@ -18658,8 +18658,8 @@ "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": [ @@ -18721,8 +18721,8 @@ "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": [ @@ -18839,8 +18839,8 @@ "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": [ @@ -18902,8 +18902,8 @@ "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-39895-14", "nodes": [ @@ -19106,8 +19106,8 @@ "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-40546-3", "nodes": [ @@ -19177,8 +19177,8 @@ "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-40755-2", "nodes": [ @@ -19303,8 +19303,8 @@ "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-41797-3", "nodes": [ @@ -19374,8 +19374,8 @@ "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-42975-2", "nodes": [ @@ -19437,8 +19437,8 @@ "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-42978-4", "nodes": [ @@ -19537,8 +19537,8 @@ "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-43291-4", "nodes": [ @@ -19637,8 +19637,8 @@ "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-43488-2", "nodes": [ @@ -19700,8 +19700,8 @@ "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-43612-2", "nodes": [ @@ -19763,8 +19763,8 @@ "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-43651-2", "nodes": [ @@ -19826,8 +19826,8 @@ "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-43656-2", "nodes": [ @@ -19955,8 +19955,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -20441,8 +20441,8 @@ "review_unit_count": 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"cluster_id": "cluster-45670-3", "nodes": [ @@ -21575,8 +21575,8 @@ "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-45720-2", "nodes": [ @@ -21704,8 +21704,8 @@ "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-45932-2", "nodes": [ @@ -21767,8 +21767,8 @@ "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-46073-3", "nodes": [ @@ -21845,8 +21845,8 @@ "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-46126-2", "nodes": [ @@ -21908,8 +21908,8 @@ "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-46138-2", "nodes": [ @@ -21971,8 +21971,8 @@ "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-46152-2", "nodes": [ @@ -22034,8 +22034,8 @@ "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-46337-3", "nodes": [ @@ -22112,8 +22112,8 @@ "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-46376-2", "nodes": [ diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 50e031030bd917f422b502dd0ad584e40b452894..fdf5de110b6307c4177a006a4f0575fd0604ae8a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260606t180020z", + "analysis_id": "hybrid-model-20260607t000022z", "archived_artifacts": { - "hybrid": "snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.llm-reviews.json" }, 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"accept": false, + "reason": "Activation-checkpointing mismatch and custom compute_loss signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/multimodal bugs with no shared concrete code path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma/Qwen multimodal bugs and different symptom domains." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM attribute error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are separate bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is unrelated to Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRl SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 issues with different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error types." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger/cross_entropy issue is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both involve ZeRO-3, but Gemma3 loading and Bert init crashes are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but one is about removed pipeline tasks and the other about the run command." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Multimodal dtype mismatch and video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS MoE histogram error." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT unpacking issue is unrelated to the MPS histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Cross-entropy/Liger kernel issue is not the same as Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom compute_loss signature regression are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import removal." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy/Liger kernel issue is unrelated to the mask indexing crash." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU support bug and RAG docs cleanup are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing Sam3Model weights are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/version incompatibility and USE_DISTRIBUTED=0 regression are different compatibility bugs." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure and distributed-off build regression are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 issues, but the models and failure mechanisms differ." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM attribute error and Qwen3 auto-device-map assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the duplicate call on issue:43596 / issue:43638 is conservative and supported by the text. The soft-edge verdicts also stay appropriately cautious by rejecting only when the issues clearly differ in model, failure mode, or code path. 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": 21, + "review_unit_index": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "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:44291", + "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:44589|issue:46304", + "issue:45823|issue:46294", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "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:43404|issue:43866", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070" + ], + "prepared_review_unit_hash": "696100e58261ab3422857fd16b3ec74c95f133bc2511c532303d9429233f0b0d", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports, with one tokenizer-regression cluster that is similar but not strong enough to accept as a duplicate edge from titles alone. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is still the best canonical issue: it is the broadest tokenizer regression report, spans multiple model families, and is the clearest umbrella for nearby tokenizer complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative of the shared tokenizer problem because it is broader and more central than the Granite-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failure modes: storage-object lookup vs distributed build/runtime compatibility." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model paths and symptoms: device mismatch vs video feature/token mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different APIs and different changes." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model/hardware support issue versus table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different processors/models and no clear shared code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross-entropy usage is unrelated to Qwen video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "The titles are similar and both suggest a tokenizer regression, but there is no body-level evidence or direct linkage here; this is only a possible duplicate, not enough to accept." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading failure for NemotronH is unrelated to RAG documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are different problems." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load-related, but they involve different models and different causes." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes initialization incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 loading error is unrelated to RAG documentation." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model/config contexts differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the reported setups and failure paths differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure is unrelated to table-question-answering." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems with different models and likely different causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the pydantic/PretrainedConfig regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/Bert index error is unrelated to torch-transformers compatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime issue is unrelated to the pydantic config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but the concrete failures are different." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related failures in different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve runtime/tracing symptoms, but not the same concrete bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and sliding_window_pattern are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version compatibility and device mismatch are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are zero-size/index errors, but the exact contexts differ enough to avoid merging." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are different model-support issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic field breakage are unrelated regressions." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related failures, but in different model/trainer contexts." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both touch GPT-OSS/MoE, but the failure modes are different and not clearly mergeable." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights TypeError is not the same as the PretrainedConfig regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window handling and pydantic config regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the accepted soft-edge verdict for issue:45812 \u2194 issue:45920 is too strong for the packet. The evidence here is only title-level similarity plus a high soft-similarity score; there is no body content or direct linkage proving they share the same root cause. Since `deterministic_accept` is false, this should stay a tentative/possible duplicate rather than an accepted one. The rest of the verdicts look conservative, and there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "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:45542|issue:45800", + "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:44863|issue:45005", + "issue:44360|issue:44512", + "issue:45183|issue:46463", + "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", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "75859e9a245cdc1746c61e70db25f981ed3becc9bcde05b570b636affde97ba8", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37529, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate-like pair is the v5 non-persistent-buffer regression reports; most other soft pairs share a subsystem or symptom wording but not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the most central and general report for the confirmed duplicate theme: a Transformers 5.x regression that corrupts non-persistent buffers on load. Its wording matches the broader downstream reports and best captures the underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative of the only strong duplicate cluster in this set because it states the regression clearly and broadly, without being narrowed to a single model or workaround.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal dtype/video/image handling, but they describe different failures and model families: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is about recent transformers breaking remote_code models; the other is a specific torch/transformers version incompatibility. Shared broad dependency context, but not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "These are unrelated runtime failures: grouped_mm tracing in Mixtral float32 vs missing Float8 storage type. Different code paths and root causes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video input regressions, but one is a v5.3.0 regression across several Qwen VL variants, while the other is a chat-template feature/token count mismatch for Qwen3.5-9B." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shape errors under ZeRO-3, but the reported tensors and failure modes differ: mask-length mismatch vs zero-sized index access in BertModel." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality/behavior, but one reports degraded text embeddings while the other reports nonsensical AutoModel/pipeline outputs. Not enough evidence of the same underlying defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen 3.5/3.6 multimodal internals, but one is config unwrapping in AutoModelForCausalLM.from_config and the other is uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Undefined tf backend from missing TensorFlow is unrelated to the torch/transformers incompatibility report." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different concrete failures: FSDP 'weight must be 2-D' versus TRL SFT trainer unpacking Qwen3.5 input embeddings." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both are model-specific training/inference issues, but they affect different models and different mechanisms: Mistral-3 dtype handling vs Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "These are entirely different model reports with no shared code-path or symptom beyond being performance/runtime complaints." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are separate v5 issues with different triggers and fixes." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom remote-code loading, but one is a cache path collision for same leaf directory names, while the other is loading the wrong custom module after save_pretrained. Similar area, different bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and tied-weight issues in translation models are different implementation problems, not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback selection logic." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention group-type crash and tied-weights translation issues are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weight translation issues do not share a code path." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weight translation issues are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion has no meaningful overlap with a docs notice about the removed transformers run command." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern input validation/error messages, but they target different model families and different validation logic." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the removed run command documentation issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization in v5 and Qwen-3-8B-NVFP4 runtime errors are different problems." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issues and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same regression: Transformers v5 mishandles non-persistent buffers during loading/materialization, causing junk values to appear." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation example errors and SigLIP2 embedding quality complaints are different symptom classes and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Both concern non-persistent buffers, but 43644 is a broad 5.0.0 buffers-junk report while 43950 specifically describes from_pretrained corruption. Related, but not enough to call a duplicate with the evidence given." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer num_items_in_batch and Gemma3 ZeRO-3 zero-size index errors are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype-related failures, but one is an autocast dtype mismatch in Phi-tiny-MoE and the other is a Qwen3.5 RLHF NaN/position_ids instability issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes __new__ keyword incompatibility is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer/materialization behavior, but 43950 is a non-persistent-buffer load regression while 45902 is an uninitialized rotary embedding frequency issue after meta-to-empty materialization." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization-version changes are separate user-visible problems." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and noisy model-loading logs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The 43950/44534 duplicate call is strongly supported by the titles and descriptions, while the other pair rejections avoid overclaiming similarity. The wording is a bit stronger than the evidence in places (\u201cconfirmed duplicate theme\u201d), but not enough to invalidate the overall judgment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "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:42491|issue:44368", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "d6b01a2b48e74a09c8aecbb50f27932a2a5adcf9e2e7b13a79efb72db1ef8161", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37693, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only apparent subthreads are a SigLIP2 correctness group and a docs-v5 pipeline-removal group, but the evidence is too weak to merge those pairs as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43493 is the strongest standalone issue in the cluster because it is the clearest SigLIP2 implementation discrepancy report and the best representative of that small subthread, but it should not be treated as a confirmed duplicate target for the other SigLIP2 ticket.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the best overall issue candidate because it is the most concrete and technically specific report among the otherwise unrelated issues, with the broadest potential to anchor the SigLIP2 subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same general model family, but the packet only shows topical SigLIP2 similarity; it does not establish the same concrete bug or change." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures in different model-loading paths; no shared underlying bug is evident." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence handling and Qwen3_5 MoE CPU-offload rotary embedding are different code-path problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model paths and symptoms: Gemma4 FSDP2 KeyError versus Qwen3_5 MoE uninitialized-memory behavior." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and int4 quantization memory regression are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but the evidence only supports weak topical similarity, not the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading issues, but for different models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise versus a specific ScandiBERT load failure; too broad to merge." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both concern model loading, but they describe different checkpoints and different symptoms." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is missing fields in AutoConfig and the other is a broader compatibility regression." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: LoRA checkpointing behavior versus MoE memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config failures with no clear shared code path." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op support and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptom classes; no evidence of the same defect." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing class import and bitsandbytes constructor incompatibility are different problems." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading errors with different likely root causes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code breakage and Gemma4 device placement during forward are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping failure is not the same as the broader remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map mismatch are different runtime bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer codec regression are different concrete problems." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and non-persistent buffer corruption are separate state-loading issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "The docs issues are related by topic, but the packet evidence is only broad topical overlap; it does not justify treating them as the same cleanup ticket." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "The two _is_hf_initialized-related reports target different loading paths and are not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3 MoE FineGrainedFP8Config versus bitsandbytes constructor incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "A vague Whisper load complaint does not match a specific fbank feature extraction issue." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer unexpected kwarg error and mask/tensor shape mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too assertive for the packet. In particular, the two accepted soft pairs are not grounded strongly enough: issue:43054 vs issue:43493 and issue:43827 vs issue:44509 are only supported by broad topical similarity in the packet, and the packet\u2019s own soft-pair metadata marks both as non-deterministic accepts. The cluster may indeed contain related SigLIP2 and docs subthreads, but calling them likely duplicates / the same documentation cleanup overstates the evidence. The conservative path would be to reject those soft-edge merges or phrase them as weak similarities rather than likely duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "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:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "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:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "2c65342f00d49cd7c69545ab3d1ec32002f476d98d5fab52731e891ab36725f0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37144, + "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 a loose collection of mostly unrelated Transformers regressions, heavily concentrated around model loading / initialization issues. Only one soft pair looks like a true duplicate; the rest are similar at the theme level but not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43957 is the broadest, most representative loader-regression report in the set: it describes a generic v5+ meta-device loading breakage that can plausibly subsume several narrower model-loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the best global representative because it is the most general and reusable description of the dominant theme in the cluster (transformers v5 loading regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: PEFT/LoRA gradient-checkpointing behavior vs a missing trust_remote_code flag on a Nemotron-3-Nano-Omni variant." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3-MoE weight conversion/loading and the other is gradient averaging with GAS; different code paths and failures." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and different failure surfaces (Voxtral error message vs EMBEDDIA/est-roberta load failure)." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen model families and report different missing-weight symptoms; not clearly one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "A generic unit-test loading failure versus a specific NemotronH checkpoint-loading bug; different models and root causes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF/position_ids/SDPA instability is unrelated to a flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error text is similar, but there is not enough evidence they are the same underlying mask-shape bug rather than separate occurrences in different contexts." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video handling, but one is a broad v5.3.0 regression across several models while the other is a Qwen3-vl-embedding StopIteration; not the same concrete fix." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading failures: Voxtral error messaging versus a sleng-bert load failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and failure modes: NemotronH checkpoint loading versus Sam3 text-encoder weights not loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void-segmentation-map image-processor bug are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-related code, but they are different models and different bugs (rope scaling vs uninitialized inv_freq after meta->to_empty)." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 KeyError in attention and the other is a device mismatch with device_map='auto'; distinct issues." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: gpt-oss GGUF support versus a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched embedding leak and Whisper empty-transcription failure are different models and different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram-on-Int MoE error are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support is unrelated to the Float8 storage lookup/type error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2.5_VLForConditionalGeneration is a different failure from meta-device model loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is a separate bug from the meta-device loading regression." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom-model-initialization regression in Transformers 5.0.0; the notebook report is just a narrower manifestation of the general issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and Qwen3.5 flash-attention illegal memory access from 3D position_ids are different problems." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen video/input processing, but one is a video StopIteration regression and the other is an unpacking failure in TRL SFT; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is unrelated to gpt-oss GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3MoE FP8 loading failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping maintenance bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a generic mask/tensor shape mismatch are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both are about siglip2, but one reports zero probabilities while the other reports nonsensical outputs via AutoModel/pipeline; related model family, but not enough to treat as one concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR long-input index error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The cluster is indeed dominated by broadly similar Transformers loading/initialization regressions, and the one accepted duplicate pair (43645/43646) is plausible from the titles. The false soft-edge calls are mostly well-justified by model/failure-surface differences, without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43644|issue:43645", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "2d20bc68b79aef52c3b51667d779524e0912f687a2fc088c8f6a0d114eb9b9a2", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of Transformers bug reports with a few clear duplicate pairs. The strongest true duplicates are the non-persistent-buffer regression and the resize_token_embeddings propagation bug; most other soft pairs are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed report in the set, with the most inbound references and a wide user-facing failure mode around quantization/offloading. It is the best single anchor for the cluster even though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue overall: it is actively discussed, has multiple inbound references, and describes a broadly impactful runtime failure rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: a ZeRO-3 BertModel IndexError versus a tokenizer-mapping registration bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "These describe unrelated bugs: BertModel/ZeRO-3 init failure vs add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve loading/config validation, but the model families and failure modes differ; not clearly the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration and a mask shape IndexError are unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Offload/dequantized loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a doc example with model/processor mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failures; shared training/loading context is too broad to treat as one bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but cudaErrorAssert on A800 and FineGrainedFP8Config failure are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config versus Strix Halo mmap/OOM." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the reports are for different models and no shared root cause is established." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example with extra errors while the other is a general nonsensical-results report." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint step calculation and SGD argument handling are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to notebook custom-model initialization failures." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and quantization/offloading failure are related only at a very broad resource-management level." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different loading errors." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different symptoms: Qwen3 MoE training memory usage versus int4 quantization OOM regression." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and GLM-4.7-Flash load tests are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading/training issue versus quantized save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility and gemma4 resize_token_embeddings propagation are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "No shared underlying bug: LoRA/qwen3_moe compatibility versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/load extra_state handling and init_empty_weights unexpected argument are separate loading bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied output/input embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash-attention, but one is a position_ids packing crash and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying issues, but they appear model-specific rather than one concrete shared code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the conservative stance on most soft pairs is appropriate. The two accepted duplicate pairs are well supported by near-identical titles and matching bug descriptions, and the canonical issue choice is defensible from the discussion/inbound-reference signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "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:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:45812|issue:46315", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716" + ], + "prepared_review_unit_hash": "4f3d96727025d89196fa9165048846e5bbc3ff598094a285ec3e893550953e84", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38510, + "estimated_input_tokens": 9628, + "estimated_eval_tokens": 19512 + }, + "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. The only clear duplicate family is the `resize_token_embeddings` regression affecting output embeddings / decoder embeddings; the rest are too different to merge as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug in the most general form (`resize_token_embeddings` not updating output embeddings), and the other close matches look like model-specific manifestations of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the strongest global issue representative: it is broad enough to cover the specific Gemma4 and T5Gemma reports while still describing the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is a Torch-version compatibility issue and the other is a `torch.device(\"meta\")` model-loading bug; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched inference leakage are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Doc/example errors for SigLIP2 and a GLM5 issue are not the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "These concern different models and different loading/token-vocab problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/offloading, but one is offloading behavior and the other is int4 memory growth/OOM; not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 `shared_kv_states` rebuilding and `from_config` not unwrapping `text_config` are different Qwen/Gemma multimodal bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated loading problems." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 `KeyError` and Qwen3_5Moe CPU-offload incompatibility are different failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 embedding/token leakage is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory reservation and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "NVFP4 loading failure and MXFP4 loading/fallback behavior are distinct quantization bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 attention state handling are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is disallowed in eval mode; different issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not update output embeddings, with 45276 being the Gemma4-specific manifestation." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are different model-loading problems." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict Granite speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF gradient explosion are different failures." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is read-only permission propagation during `save_pretrained`, the other is wrong custom-module loading after save; related area, but not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 state rebuilding are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and Trainer checkpoint-resume `max_steps` miscalculation are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is unrelated to `extra_state` save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize-token-embedding bug family; 45335 is the T5Gemma-specific case where `decoder.embed_tokens` is not updated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and slower `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch in one model and a separate model-load failure in another are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code-path problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` breakage and tokenizer-version changes are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models under Transformers 5, but one is `base_model_prefix` loading and the other is notebook-based initialization; different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the resize_token_embeddings/output_embeddings family as a clear duplicate cluster, while treating the other high-similarity pairs as non-duplicates for distinct reasons. The two accepted soft edges are well supported by the issue titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "1ab313da16ed0226ce467c8f33082d329a142b4278653d29da026b70d88bfde8", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft pairs are superficial overlaps around tokenizers, loading, or v5 regressions, but they do not share the same concrete bug or fix path. All soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is justified; the items span unrelated bugs/features across model loading, tokenizers, quantization, docs, and runtime/device-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 45081 is the closest anchor because it is a concrete tokenizer-loading regression with some nearby similarity to other tokenizer failures, but it still does not unify the cluster into one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs a generic template-node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same bug as the Qwen3.5 cache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is a different code path from Perceiver interpolation behavior." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL is not the same as a mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are distinct bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of issue 38071 does not match the mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline/task deprecations and should not be merged." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage is a different problem from tokenizer continue_final_message handling." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token conflict and gguf_file loading failure are separate tokenizer/model-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SIGLIP2 nonsensical outputs and ModelOutput key assignment with None are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a version-gated loading regression and the other is a weight-shape mismatch; not the same concrete fix." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 BertModel init failure is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and est-roberta tokenizer load failure are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Handling extra_state in save/from_pretrained is not the same as unwrapping text_config in from_config." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but the failing models and code paths differ: est-roberta loading vs Mistral regex patching." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and disabling mmap for Strix Halo OOM are separate memory issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language and CamemBERT masked-LM prediction errors are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization and Qwen VL video-input regression do not share a code path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and different underlying mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct device-related bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different loader bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer gpu_broadcast_one NoneType and Whisper pipeline return_language are unrelated errors." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and template-node compilation errors are different bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIPTextModel structure inconsistency and Sam3Model text-encoder weights not loading are unrelated model-loading issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "GPT-OSS perplexity on WikiText-2 and tokenizer post-processor update behavior are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields and Qwen3.5 linear_attention cache crash do not share a concrete fix 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": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:43746|issue:46326", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:43089|issue:45987", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:42915|issue:44291" + ], + "prepared_review_unit_hash": "26e02d3f920d37d0e840cf455b8edb4fcfe085e756448c84ccd22e4c4ae6bc41", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38321, + "estimated_input_tokens": 9581, + "estimated_eval_tokens": 19418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several titles are superficially similar, but they describe different concrete regressions, models, or code paths. I would not merge any of the soft edges; at most, issue 43646 is the broadest representative of the small custom-model-init subset.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43646 is the broadest, cleanest regression report among the closest-looking items (43644/43645/43646), so it is the best representative issue if one must be chosen; however, the surrounding cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general and highest-signal issue title in the cluster, but it should only serve as a local representative, not evidence that the whole cluster is one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated failures: TrainerState token counting vs Qwen2.5-VL iterable image batching." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different loader paths." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different concrete problems: torch dynamo grouped_mm tracing error vs template-node compilation error." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different areas and symptoms: multimodal dataset handling vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend availability, but one is missing TensorFlow in an extra and the other is an unsupported backend mapping entry." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both touch Whisper/special tokens, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model/runtime failures: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache linear_attention group handling on Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 initialization regressions, but one is non-persistent buffers being filled with junk and the other is generic custom model initialization failure." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Same audio feature area, but the reported failures are different concrete bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failures: missing tied-weights metadata vs inability to load a specific BERT checkpoint." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to custom model initialization regressions." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: dequantized device_map offload vs GGUF model loading in v5." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures and code paths; no evidence they are the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading regressions, but for different models and likely different tokenizer/model configs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: hidden-state output handling vs RoPE temporal \u0564\u056b\u0580. scaling for still images." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: local PEFT checkpoint loading vs mistral_common chat-tokenization behavior." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward is not the same bug as StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is missing padding-mask support in MIMI." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both concern v5 initialization regressions, but the notebook/custom-model issue is not the same as non-persistent-buffer corruption." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Generic custom model initialization failure is broader than, but not identical to, junk-filled non-persistent buffers." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different symptoms: loading noise vs a tokenizer crash in _patch_mistral_regex." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failure modes; no concrete shared bug is evident." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying bug in Mistral3 is unrelated to device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Completely different errors: FP8 configuration failure vs template-node compilation error." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal issues: bad AutoModel/pipeline outputs vs processor size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Distinct multimodal failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are correctness bugs in audio/token models, but they involve different components and different underlying mechanisms." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead and StaticCache return-type mismatch are unrelated problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loaders and failure signatures: model loading regression vs Mistral regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and root causes; not the same tokenizer bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/checkpointing compatibility is unrelated to OmDet-Turbo processor sizing." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs slow convert_tokens_to_ids regression; different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank helper issue vs compiled flex_attention failure on newer torch; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe vs init_empty_weights/_is_hf_initialized argument mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:46209|issue:46326", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:35707|issue:40444", + "issue:43482|issue:43525" + ], + "prepared_review_unit_hash": "3ae6a5cee88a5bafb4feb8c2c8de12bb3fecf729737efba71946fa5fa4fddf98", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35800, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated transformer regressions and model-specific issues. A few pairs share broad themes (Qwen save_pretrained, tokenizer loading, Qwen-VL regressions), but none are clearly the same concrete bug from the available evidence.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45812 is the strongest representative issue: it describes a broad, explicit regression in AutoTokenizer with multiple inbound references and a clear user-visible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is a good canonical candidate because it is specific, impactful, and broadly worded enough to represent the tokenizer regression family without overfitting to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different failure modes: AddedToken special-arg conflict vs. loading failure for a specific model. No shared concrete bug path." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific visual-encoder-key issue; not enough to \u092a\u0941\u0937\u094d\u091f\u093f same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated tokenizer class error vs. MobileLLM load KeyError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8/float8, but one is a model/config failure and the other is a storage-object runtime error on a different path." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference on B200 and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen-VL, but one is a broad video-input regression and the other is a still-image rope-index scaling bug; not clearly the same defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict vs. Qwen3 auto device mapping cuda assert; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Granite speech config loading are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tie_word_embeddings, but the concrete symptoms and affected paths differ substantially." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized loading regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window issue; no common bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue vs. loading noise regression; not the same artifact." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and rope-index temporal-position bug are different Qwen2.5-VL problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base model prefix loading bug vs. non-persistent buffer initialization bug; distinct failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are not the same issue." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and est-roberta tokenizer loading regression are different symptoms and likely different code paths." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL-related training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: initializer flag handling vs. buffer corruption." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention torch-compat failure and remote_code loading regressions are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS; not the same defect." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length issue are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention-3 training degeneration and zero-loss single-label classification are different model-training bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer regressions, but one is about ignoring tokenizer.json and the other about wrong Granite token IDs; not enough evidence they are the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate loading issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "4720c0188523b3dd97b878e41ed7a575808adbaf13597cbc212e35e7ea812829", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35887, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped by broad textual similarity (especially around Transformers v5 and Qwen/VL), but the actual bugs span distinct code paths and models. I do not see any soft pair that is clearly the same underlying fix.", + "confidence": 0.77, + "canonical_issue_reason": "If a representative issue is needed, issue 43611 is the cleanest anchor because it is a concrete, high-signal Transformers v5 loading regression with broad relevance; however, the cluster as a whole is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to represent the cluster\u2019s broad v5-loading regression theme, but it should not be treated as a true umbrella for the other model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention loading/offload, but one is a device_map dequantized-model failure and the other is Qwen3 MoE training memory usage; different bugs and fixes." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern missing TensorFlow-related packaging/backend behavior, but one is an install-time backend omission and the other is a runtime tf backend error with tensorboard-only installs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: tokenizer error messaging for Voxtral vs an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-weight/loading complaints, but they target different models and different missing components (video tower vs text encoder)." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Related only at a very broad vision-model level; one is Video-LLaVA architecture weight sharing, the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions with different code paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated internal state/serialization bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Mistral regex patch crash are unrelated model/tokenizer failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/masking, but they affect different models and different mechanisms: MIMI padding masks vs Gemma3 sliding-window all-padding NaNs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal position issues, but one is finetuning with multiple images per prompt and the other is video-input position IDs; likely separate fixes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bfloat16 dtype mismatch are distinct problems with no clear shared code path." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk values and ModelOutput key assignment are different serialization/state bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL positional logic, but one is still-image temporal position scaling and the other is video-input vision_position_ids; too different to merge confidently." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 model-loading regressions, but one is base_model_prefix handling and the other is custom model initialization; separate root causes." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is package/backend installation metadata, the other is a vLLM load failure for PaddleOCR-VL; different failure layers." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model loading regressions are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference problems on different models and code paths." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are long-context/multimodal indexing issues, but one is Qwen2.5-VL rope scaling and the other is Kosmos2.5 OCR input indexing." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading under v5 are separate model/version issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config loading are different initialization/config-validation problems." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but one is Qwen video-input behavior and the other is Gemma4 device-map PLE mismatch." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export torch_compilable_check failures are different execution paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated audio issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "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:43572|issue:45759", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:44991|issue:46291", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "d32715da040e2313c5cedd5e2c667a97d476cdc7d2865b3b7903d2fd0bc732df", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36852, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated bug reports. The soft pairs generally share only broad subsystem/model-family overlap, not the same concrete underlying defect or fix path.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the closest anchor because it is the broadest offloading/quantization/device-placement report in the set, but the cluster is too heterogeneous to treat any issue as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for triage only because it sits at the center of the few offloading/quantization-related overlaps; it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: perplexity on GPT-OSS vs Whisper empty-transcription generation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated bugs: Bark voice_preset loading vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model families; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths: generation cache behavior vs Qwen3 device-map CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete defect." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention loading/device behavior, but one is CPU-offload mismatch and the other is DAC latent conversion parity." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the model classes and failure mechanisms differ too much to be one bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/quantization errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation corruption is unrelated to torch.compile SDPA failures." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window masking off-by-one is unrelated to tokenizer speed regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask output mismatch and OmDet processor size mismatch are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issue does not match bfloat16 dtype mismatches." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion and missing supports_gradient_checkpointing are separate issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a specific dequantized load failure and the other is a broader offloading regression; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: batched-vs-single encoder outputs vs non-default image resolution handling." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to sinq save/load breakage." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to composite Qwen text_config unwrapping." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/generation bug is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id regression is unrelated to tokenizer conversion performance." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure classes: Qwen3 CUDA assert vs Llava Next segfault." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and kernels dependency/version import error are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is not the same as junk-filled non-persistent buffers." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3MoE FP8 config failure are different issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3-family generation/runtime bugs, but the symptoms and code paths differ; too broad to merge." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Incorrect lm_head serialization and wrong visual-encoder save keys are different save_pretrained regressions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image-processor label reduction bug is unrelated to missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading problems for different models; no shared underlying defect." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression is unrelated to T5 apex RMSNorm memory leak." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:42175|issue:46291", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43425|issue:46291", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43540|issue:43782" + ], + "prepared_review_unit_hash": "f68141e4453d337e9203b445e923d2a964416b3c318b6f077b411b8eeb27edce", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bugs that happen to share broad themes like tokenization, offloading, multimodal loading, or config regressions. I found no pair that is clearly the same concrete underlying issue, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45701 is the broadest representative here: it is an open, discussion-heavy regression report about version-dependent tokenization behavior, which is the closest umbrella issue among the largely heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best overall cluster representative because it is broad, still open, and plausibly subsumes multiple tokenizer-regression reports better than the more model-specific or platform-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/behavior changes, but one is perplexity on gpt-oss and the other is tokenizer output changes; different symptoms and likely different causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg handling is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder while the other is missing text encoder weights; distinct code paths." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and dtype mismatches are different bug classes in different subsystems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature regression is unrelated to a Qwen3 MoE FP8 loading failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate model/config problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape handling is not the same underlying bug as tokenization changing across versions." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve offload/memory behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not one concrete fix." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are unrelated implementation paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "A dtype propagation bug in Blip2 is unrelated to checkpoint resumption max_steps calculation." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and kernels v0.15 version/revision requirements are unrelated packaging issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are regression-style model bugs, but one is untied lm_head weights and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "A variable-name collision in Gemma3n forward is unrelated to a Gemma4 device-mapping mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and a 3d_parallel.py run failure are different failures with no shared code path." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve/multimodal paths, but one is a str-to().to crash in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image size/preprocessing, but they concern different models and different mismatch mechanisms." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "These are different tokenizer AttributeErrors for different model families and tasks." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A processor/tokenizer API regression is not the same as a generic tokenization-change report." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 loading and dequantized model offload failures are different problems." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are unrelated save/trust_remote_code bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 dependency requirements are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention parallelism/device mapping, but the concrete failures are different enough that they would not be one PR." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to evaluate/kernels dependency resolution." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are distinct configuration issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset are different model-specific logic bugs." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patching crash and Granite tokenizer ID regression are separate tokenizer issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and MLuke task AttributeErrors are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and Llava Next segmentation fault are different failure modes and models." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is a video-processing ValueError and the other is a weight_only=True load error; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:43316", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:43421|issue:45812", + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:45406|issue:45464", + "issue:43873|issue:45704", + "issue:41720|issue:43746", + "issue:44387|issue:45701", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "8cf8baa47537f2bb05ac80873ed3b1ea8d5bcc89400d642c5d9f0d1a7dba634a", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36340, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer issues that only look similar at a broad subsystem level. The only clear duplicate pair is the Qwen2_5_VLProcessor batched-input/padding=False crash.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44514 is the cleanest canonical: it has the fuller, more specific title for the duplicated Qwen2_5_VLProcessor.apply_chat_template crash, and 44545 reads like the same report with slightly different wording.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best representative issue because it is an exact duplicate target with a concrete, reproducible failure mode and the strongest duplicate signal in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer/config regressions, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; different code paths and fixes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "These concern different failures: BeitImageProcessorFast label reduction vs glm-4v-9b loading. Same broad area, not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch and Qwen3 device-mapping cudaErrorAssert are unrelated training vs model-loading failures." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API discrepancies, but for different models and fields (Gemma3TextConfig vs GPTNeoX rotary_pct). Not the same underlying defect." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as T5Tokenizer's add_special_tokens name conflict on load." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in a CLIP community model and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and SAM3 text/bbox odd behavior are different data-flow bugs with no clear shared code path." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing and BarkProcessor voice_preset handling are unrelated image vs audio processor issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA and BigBirdTokenizer mask-token registration are completely different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but one is a CPU offload device mismatch for Bark and the other is packed-weight unpacking in BitNet accelerate loading; not mergeable as one fix." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and an external kernels import/version requirement are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 chat/completions streaming failure are different processor/runtime issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are distinct problems." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM and a general tokenization-version regression are not the same underlying bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder keys in save_pretrained and missing Sam3Model text encoder weights are different save/load bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer mask-token special handling." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs mentioning removed pipeline tasks are both documentation/wording issues, but not the same change." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping errors have no shared code path." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and an undefined video-branch helper in multimodal token counting are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with cache inputs are different trainer/model-generation issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Cannot load one specific model vs a tokenizer regression across versions; different symptoms and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation into text config and degenerate zero loss for num_labels=1 are related to classification config, but not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These describe the same exact crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False, just worded slightly differently." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and a missing Float8 storage type are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are different model-specific inference bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen 3.5/3.6 internals, but one is config unwrapping and the other is CPU-offload compatibility in rotary embedding; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the one accepted pair (44514/44545) is a conservative, clearly justified duplicate match. The other soft-edge rejections stay appropriately cautious and do not overclaim shared causality or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:44987|issue:45042", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:45663|issue:45923", + "issue:41720|issue:45704", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:42915|issue:43746", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "6c193b45ce2de22c80e08f1dca20e792c647fe89bd80b0ffd5b4c801b6682d90", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only look superficially similar by topic keywords; I would not merge any of the soft pairs as duplicates. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span distinct bugs across tokenizers, vision, quantization, training, loading, and docs, so a single issue would not represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue: there is no true duplicate core here. Some items are thematically close, but none is a safe representative for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different problems: one is about optional post_init on patchtsmixer, the other about num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different failure modes and code paths: AddedToken special-kwarg TypeError vs model load failure for vesteinn/ScandiBERT." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated bugs: flash_attention crashes on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tie_word_embeddings warning during LoRA training; the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizers/configs, but one is runtime special-token post-processing and the other is DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related but not the same bug: input embedding unpacking in TRL SFT vs evaluate() failing after train()." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model usage issues, but one is a SigLIP2 docs example with multiple errors and the other is a processor size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different bugs: weight_only=True error in Qwen3VL vs wrong vision_position_ids in qwen2.5-vl video input." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated persistence issues: GraniteSpeech PEFT local checkpoint loading vs quantized model broken after save_pretrained/from_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training semantics: gradient checkpointing in eval mode vs abnormal gradient growth with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is dynamic post-processor updates and the other is BigBirdTokenizer mask token registration causing empty decode output." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/cache behavior, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Completely different issues: T5 apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different targets: Mamba2Mixer use_cache produces wrong results, while the T5 issue is only about an incorrect validation error message." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated bugs in different paths: apex RMSNorm leak in T5 vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "No shared underlying bug: Qwen3-MoE sliding_window behavior vs Jupyter notebook custom model initialization breakage in Transformers 5.0.0." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different model/runtime problems: Gemma-4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support flag." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different areas and symptoms: Qwen3 auto device mapping cudaErrorAssert vs T5 memory leak from apex.FusedRMSNorm." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer issues, but one is about updating special-token post-processing at runtime and the other is LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference bugs: SigLIP2 nonsensical outputs vs CamemBERT incorrect masked LM predictions." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a backend_tokenizer crash in _patch_mistral_regex and the other is codec-handling/warning issues for Kimi-K2.5." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different mechanisms: PEFT local checkpoint loading failure vs quantization/offloading not working as expected." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "No real overlap beyond broad ML tooling: SigLIP2 doc example errors vs quantization/offloading behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated failures: deepspeed ZeRO-3 init IndexError in BertModel vs _torch_extract_fbank_features() issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different domains entirely: Kimi-K2.5 tokenizer regression vs list_repo_files CI forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but they are different bugs in different Qwen models and different parts of the pipeline (processing ValueError vs chat template feature/token mismatch)." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: void segmentation map processing in image processor vs transformers.generation GenerationMixin import error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43295|issue:45834", + "issue:43540|issue:44008", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:45183|issue:45479", + "issue:43653|issue:43819", + "issue:43322|issue:45685", + "issue:43531|issue:43643", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:43388|issue:46032", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:44448|issue:44671", + "issue:43950|issue:45987", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:43421|issue:44811", + "issue:44186|issue:44442" + ], + "prepared_review_unit_hash": "30fa4dde7917e9767ae06c4d4d42be82cc864aa612e31f0933468f635accbcb7", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformer bugs; none of the soft pairs look like true duplicates of the same underlying issue.", + "confidence": 0.62, + "canonical_issue_reason": "If forced to pick one representative, issue 45081 is the strongest standalone candidate because it has a tightly scoped, concrete failure in a shared tokenizer code path (_patch_mistral_regex) and a clear repro. That said, the set is not a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the best overall anchor among this set: it is specific, library-level, and actionable, whereas the rest are heterogeneous model- or feature-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: packed-weight loading vs DAC latent decoding/STE." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading issue." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model/tokenizer-mapping error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Compile/SDPA failure in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs RT-DETR v5 numerical divergence." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken kwarg collision vs unrelated tokenizer load failure." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3Omni video-processing ValueError vs Gemma3n variable collision." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model/code path: Bamba compile bug vs DAC latent/forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "NER/batched padding crash in LayoutLMv2Tokenizer vs Perceiver image-size interpolation bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation/XOR error vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different tokenizer registration/decoding issue vs DAC bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next vs MPS histogram int support issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling vs missing fields in trust_remote_code config." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio field collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config creation vs RoPE-layer truncation; both model-setup bugs, not duplicates." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Mistral regex offline-network call vs backend_tokenizer attribute error; same area, different bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Mask/label truncation bug vs Mamba2 use_cache sequence-length bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map handling vs CustomTrainer loss signature change." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing config field loading vs granite_speech strict-config loading." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-map assert on A800 vs unrelated tokenizer load failure." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template-node compilation error." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs CamemBERT masked-LM regression." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Buffer corruption on from_pretrained vs StaticCache return-type contract bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video issues: position IDs vs video-input processing." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Half/bfloat16 dtype propagation in BLIP2 vs Video-LLaVA tower architecture issue." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc mismatch/quantization vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "NER/padding crash in LayoutLMv2Tokenizer vs FastSpeech2ConformerTokenizer loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:43720|issue:45072", + "issue:45987|issue:46192", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "e25734f2bbde62f448c5fb352e9ef1361ce7a87ce228cd04a25ed4b3e9ceffba", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only clear duplicate-like pair is the remote_code regression reports. Most other soft pairs are merely same-subsystem or same-model-family mentions, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44561 is the most concrete root-cause report in the cluster: it identifies the specific v5 removal (`is_torch_fx_available`) that breaks `trust_remote_code` models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best umbrella issue for the cluster\u2019s strongest duplicate pair because it captures the broader user-facing impact across recent versions and aligns with the specific root-cause report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific runtime failures, but one is Whisper empty-transcription behavior and the other is Kosmos2.5 OCR indexing; different code paths and symptoms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same Qwen family, but one is a `weight_only=True` load error and the other is flash-attention generation failure; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime infrastructure, but one is non-persistent buffer initialization and the other is FSDP CPU RAM-efficient loading; too different to merge." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they affect different models and different execution paths (CPU offload vs bfloat16 inference)." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video input/template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error message regression, the other is a model producing bad outputs with AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both mention multimodal/video/OCR-like behavior, but they describe different regressions in different models and inputs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() after train are different failure modes with no clear shared code-path." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Both discuss GLM/docs-like content, but one is a RoPE implementation discussion and the other is docs for removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a broad slow-vs-fast inconsistency report; not enough evidence they are the same defect." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "These describe the same regression: recent/v5 changes break `trust_remote_code`/`remote_code` models, with 44561 naming the specific removed helper as the cause." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different issues: BLIP2 dtype not propagated vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights loading bug and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type bug and `return_tensors` being ignored are separate API issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different model/input-size mismatch and a dtype inference mismatch; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and generic tokenization changes are not the same underlying defect." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about v5 pipeline removals, but one is an error-message issue and the other is docs drift; related, but not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen/VL issues, but one is a load-time `weight_only` error and the other is a RoPE position-id scaling regression." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs unexpected `_is_hf_initialized` argument handling." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor `_tokenizer` missing are separate processor/tokenizer failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation issue and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common/Gemma4-ish loading, but one is an import dependency break and the other is `continue_final_message` behavior; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different processor/model bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access and CLIPTextModel structure inconsistency are separate issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer `compute_loss` signature mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44561 with issue:45020, is well supported by the titles and descriptions, and the other pairwise rejections do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:44060|issue:44368", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43650|issue:43906", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:46421|issue:46424", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479" + ], + "prepared_review_unit_hash": "b96fc63c673cae465f7d1603e639952ff277b367f635973923e1d4cdc5ba5043", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose mix of unrelated Transformers issues. None of the soft pairs is strong enough to treat as the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Both involve tokenization/loading, but one is a BigBirdTokenizer special-token decode bug and the other is a gguf quantization loading regression for git-oss-20b. Different failure modes and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is an RTDetrV2 output regression. Same general ML area, but not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both concern model loading, but 43742 is a specific key error for MobileLLM-125M while 45020 is a broad remote_code regression affecting many models." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Completely different issues: template-node compilation vs CLIPTokenizer max_length handling." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings around Qwen models, but 44060 reports an incorrect layer-wide tie to dt_bias, while 44368 is a fine-tuning warning about tie_word_embeddings. Not clearly the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: image-processor label reduction vs an MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token handling vs stale auto_mappings references to removed configs; different subsystems and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "No overlap in root cause: Float8 storage lookup failure vs PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The titles do not describe the same technical problem; one is a vague placeholder issue, the other is an isolated reproduction of a specific upstream bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both touch loading, but 43452 is a gguf_file API break for AutoTokenizer/AutoModelForCausalLM, while 44991 is a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: one is a ZeRO-3 IndexError with a non-pretrained Bert model; the other is evaluate() failing after train()." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and git-oss-20b MXFP4 load fallback are unrelated bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "One is a DAC STE/from_latents numerical mismatch; the other is DiaConfig losing custom token IDs on save/load. Different components and causes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOMs, but one is an int4 quantization memory regression and the other is a model-specific Sam3Video inference OOM." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to the multimodal token-counting video bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as an image processor output-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific regressions, but they affect different model families and different failure points (loading vs generation with flash-attention)." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin vs unexpected compute_loss keyword argument are unrelated failures." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy-init causing recompilation with chunked prefill and the other is about max_cache_length being honored only for Quantized Cache. Not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision requirement regression in PIL backend image processors." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation-example errors for SigLIP2 and a gguf quantization loading fallback are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve broad exception handling, but they are different code paths and bugs: tokenizer protobuf decode handling vs FuyuBatchFeature tensor conversion swallowing exceptions." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated audio/decoding issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path import warning is not the same as Qwen3 MOE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion/loading and GPT-oss-20b CUDA OOM are different problems." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "These are the closest pair, but still not the same concrete bug: 43329 is an undefined-variable failure in _get_num_multimodal_tokens, while 44479 is a broader video-input regression across several Qwen VLMs. Too little evidence to merge." + }, + { + "left": "issue:44554", + "right": "issue:44617", + "accept": false, + "reason": "MPS attention correctness when value-head dim differs from query is unrelated to a CUDA OOM in Sam3Video." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43454|issue:43577", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:44849|issue:45701", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44560" + ], + "prepared_review_unit_hash": "d7bc8200cf9a6f2d5ddcc7b15f0b7ff4455758ffceda423f79dee7116d771889", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports spanning tokenization, model loading, offload/device-map, quantization, and video-processing bugs. Only the Qwen2.5-VL video-input regression pair looks like the same underlying code-path problem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes a broad v5.3.0 video-input regression, names multiple affected Qwen model families, and matches the more specific Qwen2.5-VL symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative bug report in the cluster because it is explicit about the regression scope, affected versions, and affected model families; issue:45381 reads like a narrower manifestation of the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model-loading behavior, but one is about missing fields with trust_remote_code and the other about unwrapping text_config for composite Qwen multimodal configs; different bugs and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file / from_pretrained failures are unrelated to Blip2 dtype propagation; no shared concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video/multimodal processing, but one is an undefined helper in multimodal token counting and the other is a batched-shape issue in video processors; too different to merge." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and gpt-oss perplexity are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistencies are unrelated to TrainerState input-token accounting." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the affected models and failure modes differ (device mismatch vs rotary-embedding incompatibility)." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and behaviors; not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is MoE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL weight-shape mismatch; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM key error are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL image processor torchvision requirements are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading problems with no shared concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a broad tokenization-version change report." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption are different model families and code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and failure mechanisms; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file / from_pretrained breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert during auto device mapping and video-input ValueError in Qwen3OmniMoe are different failures." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend from pip extras and an ImportError for Qwen2_5_VLForConditionalGeneration are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload loading failure and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken keyword conflict and the other is a tokenizer loading failure; too different to treat as duplicates." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These both describe the same v5.3.0 Qwen video-input regression, with 45381 appearing to be the specific Qwen2.5-VL vision_position_ids symptom of the broader issue." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but the affected models and observed errors differ." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing ImportError and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError and an unreleased PEFT minimum version bump are unrelated." + }, + { + "left": "issue:44912", + "right": "issue:45538", + "accept": false, + "reason": "MXFP4 quantization fallback and CLIPTokenizer max length are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair, issue:44479 vs issue:45381, is supported by the shared v5.3.0 Qwen video-input regression theme, while the rejected pairs are mostly justified as distinct bugs or code paths. The umbrella/canonical issue choice is also defensible." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45920", + "issue:45987", + "issue:46399", + "issue:46463" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:38175|issue:44898", + "issue:42915|issue:43749", + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44062|issue:45081", + "issue:43582|issue:43782", + "issue:43404|issue:45987", + "issue:27957|issue:28282", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43906|issue:45381", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "c60389f521f39902fc064d3432fe535c08da6eaeba9a1eaadb3da5cf8d38ba83", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36698, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The soft pairs share broad subsystems at best (tokenizers, loading, dtype, multimodal, MoE), but they do not describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest and most central regression in the set: it describes a concrete tokenizer bug affecting multiple model families, is still open, and has the strongest evidence of being a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it is specific enough to be actionable yet broad enough to cover multiple downstream reports, unlike the many one-off model-specific failures here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: one is a model load failure, the other is a hub API argument-forwarding regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight-shape error vs tokenizer inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is a key error on a specific model and the other is an init_empty_weights API mismatch; not the same code-path." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention vision models, but the symptoms and affected paths differ; no evidence of the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/runtime issues: FineGrainedFP8Config vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend installation issue vs a specific model-loading failure; not the same defect." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but they affect different models and code paths, so this is too broad to treat as one bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Init-empty-weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are separate model-specific bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX discrepancy and the other is nonsensical outputs with AutoModel/pipeline; not enough to prove the same root cause." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token accounting bug vs custom compute_loss signature breakage are different issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss behavior are not the same problem." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer constructor conflict vs Mistral regex patch crash; different failure points and causes." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied-weight bug in Mistral3 and StaticCache sequence-length type contract are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLM-RoBERTa is unrelated to missing-PyTorch import handling." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU-side XLNet positional encoding and flash_attention.py crash on s_aux=None are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures; one is a failed generation test, the other is model loading." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue is not itself enough to match this Qwen2.5-VL video position-id bug; the titles do not show the same defect." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and a Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/position logic, but they affect different models and describe different mistakes." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device placement mismatch and T5 decoder validation error are not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Key error loading MobileLLM-125M and float8 storage lookup failure are separate loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is a gguf_file regression across tokenizer/CausalLM loading and the other is a specific model not loading; not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is a serialization bug, not the tokenizer ID regression in 45920." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46202", + "issue:46463" + ], + "soft_pairs": [ + "issue:45405|issue:45600", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:30064|issue:33666", + "issue:43819|issue:44811", + "issue:43688|issue:43749", + "issue:28282|issue:32090", + "issue:43906|issue:46202", + "issue:44936|issue:45823", + "issue:45372|issue:46170", + "issue:28282|issue:33357", + "issue:43295|issue:45356", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:38175|issue:43295" + ], + "prepared_review_unit_hash": "569cf4c53aaf8346b7438c18be6bc33579ef9ed653df9969c96e3567bf480ee5", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs. The only likely duplicate-like pair is 44466/45005, which both point to a tied-weights serialization regression in v5; this should be treated as the same bug family rather than a fully confirmed duplicate from the available metadata alone.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45005 is the better representative for the tied-weights regression because its title is broader and it frames the problem at the translation-model / v5 level, making it the more general anchor for the family of serialization symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest standalone issue for this cluster because it most directly describes the underlying tied-weights serialization problem and can cover the narrower lm_head.weight device-dependent symptom in issue:44466.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Different defects: a PEFT version pin mismatch vs stale auto-mapping entries for removed configs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope handling, but one is silent fallback on reload and the other is a TypeError on JSON-loaded lists." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated subsystems and failure modes: BitNet packed-weight loading vs Perceiver image resolution handling." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different models and problems: Gemma 4 token type defaults vs T5 decoder input validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing fields, but the loading paths and model-specific strictness issues are different." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bug classes: RTDetrV2 output mismatch vs Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different issues: DeepSpeed weight-shape runtime error vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they describe different defects: num_labels propagation vs strict config blocking granite_speech." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different execution contexts and symptoms: ZeRO-3 loading failure vs trainer evaluate-after-train failure." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization regressions affecting different features and code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same broad model family, but different code paths and failures: batched chat-template crash vs video vision-position-id mismatch." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Likely the same tied-weights serialization regression family in v5: one is the narrower lm_head.weight/device symptom, the other the broader translation-model tied-weights report." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file model/tokenizer loading and the other is an unconditional hub lookup in mistral regex patching." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated topics: void segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components and failures: DAC latent reconstruction mismatch vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different bug classes: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different errors and code paths: missing PyTorch import vs Trainer GPU broadcast NoneType failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "One is only an isolated reproduction reference; the other is a Gemma pipeline roundtrip tokenizer issue." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Different training/runtime failures: trainer lifecycle issue vs Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different import/dependency problems: Gemma 4 processor loading vs Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions in tokenizer/processor behavior affecting different models and mechanisms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures for different tokenizers and call paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: special-token registration vs AttributeError on tasks." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different concerns: a save_pretrained shard-size question vs missing kwargs propagation in AutoProcessor loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated: SigLIP2 zero-probabilities behavior vs processor/tokenizer regression in v4.57.5." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 44466/45005 match is plausible from the titles, but the writeup overstates what the packet supports. We only have titles/body lengths here, not the issue bodies, so claims like \"clearly reproducible\" and \"most detailed report\" are not grounded. The soft-edge verdicts are mostly conservative, but the duplicate call should be phrased more cautiously as a likely same-family tied-weights serialization regression rather than a strong confirmed duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46402" + ], + "soft_pairs": [ + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43646|issue:43749", + "issue:43531|issue:43742", + "issue:43688|issue:45440", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43688|issue:45704", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:43643|issue:44561", + "issue:44479|issue:44625", + "issue:44464|issue:44977", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:44977|issue:46209", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "a9bb7572ac9a5a063e4cf3e05fc6a3b86cef542d8d0c1de5aec959af3e3d2dfd", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the soft edges are lexical/topic overlap rather than clear duplicates. I would not merge any of the proposed pairs. If forced to pick an issue representative, #45701 is the broadest and most referenced, but it is still not a true umbrella duplicate.", + "confidence": 0.23, + "canonical_issue_reason": "No single true canonical duplicate stands out in this mixed cluster; #45701 is the broadest and most referenced issue, so it is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#45701 has the widest scope and the most inbound references among the issues here, so it is the strongest cluster representative, though the cluster is not actually cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: GGUF loading/import path vs Blip2 dtype handling." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend errors, but they are different offending backends and different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error is unrelated to XLM-Roberta Flash Attention 2 support." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token bugs, but they concern different tokenizers and distinct code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype mismatch and RTDetrV2 output divergence are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline-model_info regression and the other is an est-roberta tokenizer load failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state, but the concrete bugs and code paths are different." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but under different inputs and crash conditions." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to MobileLLM key errors during load." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE correctness problems in different model families and code paths." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping and Sam3 text encoder weight loading are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both are token/config related, but one is a missing special-token registration and the other is custom token IDs lost on save/load." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs from mixed-length sliding-window attention are unrelated to classification-head NaNs on checkout/init." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile SDPA failure is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "A specific MoE loss bug is not the same as a broad tokenization regression report." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is different from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to TrainerState token count tracking." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation output inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation failure and FP8 inference on B200 are different hardware/model issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are distinct load-path bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained loading failure and Bamba torch.compile SDPA failure do not share the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading with a legacy field is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loader issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype persistence and MPS attention correctness are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46424" + ], + "soft_pairs": [ + "issue:44466|issue:46050", + "issue:43577|issue:45588", + "issue:44554|issue:46365", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:45823|issue:46050", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43278|issue:43688", + "issue:44625|issue:46002", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:44464|issue:46424", + "issue:43646|issue:44466" + ], + "prepared_review_unit_hash": "9785fa8bd51a1505ced1073c1b83e499940614e93a452f41febe105917f84d19", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose thematic cluster of mostly unrelated bugs; there are no strong duplicate pairs. The best representative issue is the broad tokenizer regression in Granite models.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the clearest, most broadly impactful bug here: a concrete tokenizer regression affecting all Granite models, with multiple inbound references and a well-scoped failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest canonical candidate because it is concrete, user-visible, and more central than the other narrowly scoped model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization by device and the other is a quantized-sinq reload failure; different code paths and symptoms." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is an AttributeError in flash-attention integration for sink-less models. Not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely different problems: an attention correctness issue on MPS versus an import failure involving Trainer and datasets." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "One is a packed-weights loading bug in BitNet; the other is DiaConfig losing custom token IDs after save/load. Different artifacts and failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both touch processors, but one is an audio sampling-rate default bug and the other is a regression in processor.tokenizer/image passing. Not duplicates." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model loading complaints, but they concern different models and different loader regressions; no evidence of the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig custom token ID loss." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch during forward is unrelated to the sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a CustomTrainer compute_loss signature error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different behaviors in different call paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token-related config fields, but they affect different model configs and attribute names; too weak to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added token and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and a PEFT version pin problem are not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example errors and SigLIP2 implementation discrepancies are different enough to avoid merging; one is an example/documentation failure, the other is model correctness." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys on save_pretrained are distinct bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta-v3 and the other is wrong token IDs for Granite; different models and mechanisms." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure and an offline-mode failure in _patch_mistral_regex are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 correctness and ZeRO-3 gradient growth are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example issues and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different training issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward and cache max length handling are different runtime behaviors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different v5 regressions, not 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": 21, + "review_unit_index": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:42490", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43278|issue:43701", + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:44493|issue:46285", + "issue:44792|issue:45405", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121" + ], + "prepared_review_unit_hash": "3fb76ec779617a43cfcc1501bcecc1290b9b3239a5d6152b1f9aff8e0a27bbe1", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad themes (tokenizers, Qwen/Gemma/serve, offloading, etc.) but not the same concrete bug or fix path. I found no safe duplicate merges.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43873 is the most central open issue in the set by engagement and breadth, but the cluster does not contain a true duplicate subgroup to canonically collapse around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue here because it is open, high-activity, and broadly phrased; however, it is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: missing Float8 storage lookup vs flash-attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they affect different model families and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated problems: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class is not the same bug as a Float8 storage object lookup failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed conversion and the other is dev-version model loading/import breakage." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Completely different code paths: legacy field during BEiT loading vs CPU offload device mismatch for bark-small." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Related Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is incorrect `text_config` unwrapping in `from_config`." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenization/config issues: saved custom token IDs being lost vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a config compatibility regression; the other is an `init_empty_weights` argument mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated training/eval dtype drift vs checkpoint resume key mismatch." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device mismatch during forward." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Model TP OOM is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different structural regressions: unexpected position-id key warnings vs CLIP text model class structure changes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus image-generation test is not the same issue as the PEFT version requirement regression." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different models and symptoms: BEiT legacy-field loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but the affected models and failure modes are different." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is a different path from Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs are not the same bug as the position-id key regression." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is offload behavior and the other is save/load breakage for sinq-quantized models." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling and quantized save/load persistence are separate code-path failures." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same broad Sam3 area, but dummy Conv2d wiring and memory overflow are not the same concrete bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are `transformers serve` crashes, but they fail in different routes: multimodal continuous batching vs `/v1/responses` KV-cache continuation indexing." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow failure-reporting are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading are different issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency issues do not match a `_gpu_broadcast_one` NoneType TypeError in training." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor missing `_tokenizer` and rope-validation list handling are distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:15354", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:44521|issue:45290", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:45381|issue:46209", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43295|issue:43873", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:42490|issue:43493" + ], + "prepared_review_unit_hash": "c7c919a3b31142741a2e855d8c664ee04f974ad83b39dacd07049647db14a9a0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions, import/config errors, or model-specific bugs across different subsystems. The soft links are mostly superficial matches on broad themes like \"tokenizer\", \"processor\", or \"loading\", so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span distinct models, APIs, and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative here, because the cluster does not share one concrete code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "TypeError about compiling non-template nodes is unrelated to the flash_attn import KeyError." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for flex_attention are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to zero probabilities in SigLIP2." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon warmup TypeError and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is distinct from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but assistant mask handling and tool-call/content crashes are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 device_map device mismatch are separate issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_supports_window_size import error and meta-device loading regressions affect different symbols and paths." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 auto device_map mismatch and return_tensors handling are different API problems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "processor.tokenizer/image regression and batched video shape bug are both processor-related but not the same code-path issue." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "These are distinct processor regressions affecting different models and inputs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization/offloading behavior are separate problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors are not the same as return_tensors being ignored." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx absence is unrelated to meta-device loading failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Flash-attn import KeyError on Python 3.13 and tensorflow_text backend mapping errors are different import/backend issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing names and different modules." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and ZeRO-3 gradient growth are unrelated training/inference bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different loading/serialization issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape errors are unrelated to tensor-parallel OOM on model load." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and Llama4Config are similar symptoms but different model-specific config bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:42915|issue:43824", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:41720|issue:46209", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:45290|issue:46326", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:44514|issue:44521", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:43611|issue:46402" + ], + "prepared_review_unit_hash": "b4a8f9292d62e07acce8753cbdc66799b30d3a8db2ce91f365cfc223490c8022", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "These items are mostly distinct bug reports across tokenization/chat templates, model loading, processors, and runtime compatibility. There is no strong single duplicate cluster; the closest grouping is around multimodal chat-template regressions, but the soft pairs still look like separate concrete failures. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the best single issue anchor because it is active, well-described, and sits in the most clearly recurring area here: multimodal `apply_chat_template` regressions. Even so, the overall set is too heterogeneous to treat as one duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable representative issue among the set: it is specific, current, and has multiple references, making it a better triage anchor than the more one-off loading/runtime reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config/runtime vs Qwen2.5-VL import error. Same broad ecosystem, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed Janus image-generation test is unrelated to a stale paged-generate warning about `num_return_sequences`." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class and a detokenization regression are separate code paths and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect label handling, but one is `gather_for_metrics` batching and the other is `BeitImageProcessorFast.reduce_labels`; not the same underlying defect." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX implementation discrepancy. Too broad to merge." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during `post_init`." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime issues, but one is Qwen3 auto device mapping on A800 and the other is FP8 inference on B200. Different hardware paths and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and memory inefficiency during Qwen3 MoE training are different problems." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "`reduce_labels` returning one label and `return_tensors` being ignored are separate input-processing bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific issues." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant tool-call messages with no content while the other is about `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video processor output shape are unrelated processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated model issues." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash-attn import handling is unrelated to Windows ROCm torch.distributed import/type errors." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text model structural changes are different architecture/loading regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and LwDetrImageLoss AMP crash are separate vision bugs." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing helper symbols after import-utils changes, but they concern different APIs and breakages; not the same concrete change." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template regressions, but one is batching/padding crash and the other is all-zero assistant masks for multimodal inputs. Close, but not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related pipeline removals, but they target different documentation surfaces and different deprecated APIs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A DAC forward/latent mismatch and a GraniteSpeech stale test are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` argument in an audio feature extractor and empty-transcription Whisper generation are different failures." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent consistency and qwen3_omni_moe feature-length helper behavior are unrelated internal bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE do not share the same root cause." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are distinct model/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention helper import and general Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "`base_model_prefix` loading regression and Sam3 text encoder weights not loading are separate model-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:39692|issue:43526", + "issue:45290|issue:45381", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44360|issue:44561", + "issue:42490|issue:43854", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:45920|issue:46192" + ], + "prepared_review_unit_hash": "275060c55cb86408c137a71e67b54c8b434a8efdf658f601210244f14440dbf9", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37584, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: nearly all soft pairs are unrelated issues that only overlap at a broad subsystem level. One clear duplicate pair stands out: issue:45310 and issue:45478 have matching titles and describe the same Qwen3.5 MoE from_pretrained regression. I\u2019m keeping the rationale grounded in the visible metadata only, without claiming unseen repro details.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and has an exact title match with issue:45478, indicating the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is the only confirmed duplicate pair and the earlier of the two matching reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures are unrelated to `_gpu_broadcast_one` rejecting `NoneType` in Trainer." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and Qwen3 recurrent-state reset are different model regressions." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration and BigBirdTokenizer special-token registration are unrelated bugs." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux handling are different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab collapse is unrelated to the category-cardinality runtime limit." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing failure is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile SDPA failure is a different issue than the GraniteSpeech CI device override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to unexpected position-id keys." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained preset loading are different problems." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift is not the same as the pipeline error-message wording issue." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and `reduce_labels` returning one label are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crashes and Qwen2.5-VL video position-id bugs involve different paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `NoneType` broadcast error." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention auxiliary-state crash is different from Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech device override are different failures." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact title match and same reported `transformers>=5.4.0` Qwen3.5 MoE from_pretrained failure indicate the same underlying issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and DeepSeek tokenizer regression are different model behaviors." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to the missing import_utils symbol." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading break and post_init embedding reinitialization are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to the LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA discussion about a missing ReLU is unrelated to the `is_torch_fx_available` removal regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash loading failure are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different symptoms." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These both mention dtype, but they concern different models and different failure modes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Broad tokenizer-ID regression across models is not the same as `return_tensors` being ignored with explicit `text_kwargs`." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The deduplication judgment is mostly conservative, but the rationale overstates evidence in at least one place: \"clear repro\" is not supported by the packet, since we only see titles/body lengths and soft-similarity metadata, not the underlying repro text. The exact-title duplicate between issue:45310 and issue:45478 is well grounded, but the summary should avoid claims about repro clarity or other unobserved details." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "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:28218|issue:32090", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:27957|issue:34689", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:43412|issue:45588", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45372|issue:45406", + "issue:45198|issue:45803" + ], + "prepared_review_unit_hash": "33b4d62dbd4fb32ffe2e5e588f69dd568f0a876bdccc38c24f011e5c25b73aa6", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly superficial matches by subsystem or version. I did not find any pair that clearly describes the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Different symptoms and code paths: tokenizer spacing vs Trainer GPU broadcast type error." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation regressions, but one is Pegasus v4/v5 output drift and the other is a Qwen3.5 flash-attention crash." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated functionality: multimodal iterable training vs BEiT fast image processor label reduction." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; different failure modes and fixes." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local PEFT checkpoint loading issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as post_init reinitializing untied output embeddings." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a qwen3_omni_moe helper returning unexpected lengths." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator/script-related errors, but they affect different models and concrete parsing/registration paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for trailing slash paths is unrelated to tensor-parallel OOM while loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load, but one loses custom token IDs in config while the other loads the wrong custom module." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to DeepSeek tokenizer behavior changes." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing internal flash-attention import and a failure loading physical-intelligence/fast are not clearly the same bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and undefined multimodal token helper variables are separate bugs." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model loading, but XLMRoberta flash-attention support and Llama 3.2 vision loading are distinct problems." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantized offloading behavior is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention integration crashing on s_aux=None." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different device/memory failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure does not match a stale warning in paged generate()." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing error is unrelated to embedding dtype changes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error differs from flash_attention integration crash on sink-less models." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a flash_attention None-handling crash and the other is a device mismatch during forward." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash_attention integration crash are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one changes model outputs and the other changes lm_head serialization behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor import failure and transformers serve missing _tokenizer attribute are different bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except exception handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43065|issue:43994", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43066|issue:44462", + "issue:45459|issue:45712", + "issue:42915|issue:42994", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593" + ], + "prepared_review_unit_hash": "bfaff58213068114c168c42a6793a3c9ad5bd91ced3af03fed4aea4e767bb4ac", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span many unrelated subsystems (tokenizers, vision models, training, quantization, export, memory, docs). The soft-similarity pairs mostly share generic words like \u201cerror,\u201d \u201ctokenizer,\u201d or \u201cmemory,\u201d but do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out, because the items are heterogeneous and do not form one coherent duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative target here; the collection is too diverse for a meaningful duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: pipeline output nesting vs Trainer GPU broadcast with NoneType." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer mask-token decode bug vs Qwen recurrent-state reset behavior; unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Segmentation category-limit runtime error vs stale generate warning; different features and failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to deepspeed Adafactor OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute crash vs Wav2Vec2 save/tokenization failure; different tokenizer/model families." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash vs video-input regression in Qwen VL models." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path slash import warning and quantization offloading behavior are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak after deletion are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading break and rope-validation TypeError are different mechanisms." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Both are Gemma/Qwen inference bugs, but they affect different configs and code paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 is not the same as ignoring repository tokenizer.json." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different quantization problems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 incorrect outputs and RT-DETR memory leak are unrelated issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import error and tokenizer protobuf error masking are different failures." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer divergence and DeepseekV3MoE divergence are model-specific implementation issues, not one bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update is unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "One is model support for Flash Attention 2; the other is failing FA2 tests, not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message issue and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:42915|issue:43931", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:27957|issue:29127", + "issue:44743|issue:44811", + "issue:27957|issue:33290", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:33290|issue:34689", + "issue:43646|issue:44077", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "6d5cd8a629cfc619feb95e71baf79b46d66985f833b6a60af13fc22b411d3e44", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35722, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad Transformer themes or model-family names, not the same concrete bug/change. I reject all soft edges and do not see a clear canonical duplicate target here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Different problems: Qwen2.5-VL import/export symbol error vs a generic dependency issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated symptoms and code paths: SigLIP2 bad outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit image label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different components and failure modes: BeitImageProcessorFast labels vs LayoutLMv2 tokenizer crash." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinit after resize are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation has no overlap with Whisper empty-transcription generation failure." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different model loading/tokenizer bug vs dtype mismatch in inference." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local path import warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and failures: FineGrainedFP8Config vs weight-shape mismatch." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP loading and the other is int4 quantization memory growth." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen rotary/offload incompatibility are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Beit label handling and LwDETR AMP crash are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id load error is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation list handling and missing decorator on kernel registration are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Gemma3 sliding-window NaNs are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and LASR feature extractor center-arg crash are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLM-R flash-attention support and LayoutLMv3 error clarity are not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token skipping affect different subsystems." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support issue and 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"issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Memory OOM and TrainerState token counter not updating are different issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction does not match quantization offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": 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"serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of mostly unrelated transformer issues with only superficial overlap around loading, configs, generation, or serialization. None of the proposed soft edges look like the same underlying bug/change, so all are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "If a single issue must represent the cluster, issue #45698 is the best fit because it is the most broadly discussed/open item with inbound references, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45698 is the strongest representative by activity and breadth (from_pretrained/save_pretrained custom-module loading), though the cluster itself is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "One is tokenizer loading in v5; the other is a sequence-classification loss bug with num_labels=1." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to Qwen3.5 recurrent-state reset in cached generation." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config APIs, but they are different missing-field problems on different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend installation issue vs a missing import_utils helper symbol; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states being None in CLIPVisionModel is a different runtime issue than ModelOutput key assignment." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different versions, models, and 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module after save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING failure is a different loading path than Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/indentation failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to unrecognized model config/model_type loading." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and rotary_pct not persisting on reload are different config serialization bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to the pipeline() error-message bug in v5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { 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"1a36f7ad43b7ebc5673bdd3d8f722798d35b2033591f0f97eaf8de453c8f2163", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues across different models, configs, and runtime paths. 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+ "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is distinct from eos_token_id configuration inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to granite_speech config loading strictness." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve video/multimodal input handling, but they are different bugs in different processors." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d placeholder and CUDA OOM in Sam3Video are not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 is unrelated to FlashAttention failure in Ministral-3." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Eos token config mismatch and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failing with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure are different models and failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer initialization are separate v5 issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and missing fpn_position_embeddings are different SAM3 bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowed exceptions in tensor conversion are unrelated to Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Eos token config inconsistency and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling is a different issue from unrecognized model config loading." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is not the same as the Qwen video-input regression." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and rotary_pct reload regression affect different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics is distinct from auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA vocab merge collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + 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"issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:44933|issue:45362", + "issue:44521|issue:45381", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "7be6054d7ccf8b4d10b7d5bb2c2dbde5ecb826523689c08f7754ff1c45acd906", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A few issues cluster around Transformers v5 cache/chunked-prefill or model-loading regressions, but the soft pairs do not describe the same underlying bug or change path.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43673 is the clearest representative of the cache/chunked-prefill regression subtheme and is more central than the other scattered model- or docs-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43673 is the best single issue to stand in for the cluster because it captures the most coherent shared theme here: v5 cache behavior breaking generation/prefill paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill while the other is recurrent state reset in modular_qwen3_5; different code paths and fixes." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: StableLmConfig pad_token_idx regression versus an import_utils backend mapping error for tensorflow_text." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a legacy field in Beit preset loading and the other is incorrect custom-module resolution after save_pretrained; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Completely different models and failures: Sam3Video OOM versus Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different subsystems: backend availability/import handling versus a missing is_falcon_mamba_ssm_available helper." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked prefill/cache, but one is missing cache in v5.0 while the other is lazy cache init causing recompilation; related area, not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config regressions: missing pad_token_id on Llama4Config versus sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different model-specific problems." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video vision_position_ids regression in Qwen2.5-VL is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning on num_return_sequences is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Mixture-of-Experts load-balancing loss omission are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generate-image test failure is not the same issue as Sam3LiteText config removal breaking CI." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model bugs: shape mismatch on load versus incorrect tied-weights warning involving dt_bias." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "A broad v5 buffer initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to path-trailing-slash import warnings." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still referencing pipeline() is not the same as a SigLIP2 model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping on Qwen3 causing cudaErrorAssert is unrelated to the category cardinality RuntimeError." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing/IndentationError is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are about Sam3-family memory issues, but video OOM and sam3-litetext overflow are different failure modes and likely different fixes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward inconsistency in chunked generation is unrelated to a stale generate() warning for num_return_sequences." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression is unrelated to the DebertaV2Model import parse error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk filling is a broader v5 regression, but not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile/SDPA model bug is unrelated to a dataset-loading example failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43650", + "issue:43673", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44877", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:36246|issue:41628", + "issue:45632|issue:46421", + "issue:46082|issue:46121", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:42175|issue:44279", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44246|issue:45003", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:44964|issue:45600" + ], + "prepared_review_unit_hash": "5ff07bc021eba1a6b7c3847599fe6707412cd162fc858569ec689215adbac4f8", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35217, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it spans unrelated bugs in imports, pipelines, tokenizers, configs, cache/generation, and model-specific regressions. None of the soft pairs look like the same underlying defect, so there is no clear duplicate canonical within this set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both mention repo/file listing, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision; different APIs and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are video/cache related only at a very broad level; Qwen3OmniMoe video input processing and transformers serve KV-cache indexing are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "One is about patchtsmixer post_init semantics, the other about strict config blocking granite_speech loading; unrelated config validation issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Top_k pipeline output nesting and XLMRoberta Flash Attention 2 are unrelated behavior/model support issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen models and save/tie-weight behavior, but one is LoRA merge collapse after vocab extension and the other is wrong visual encoder keys in save_pretrained; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both concern import/mapping utilities, but one is trust_remote_code cache path collision and the other is a missing availability helper in import_utils." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and loading a local dataset in an image-classification script are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement in relative positional encoding is unrelated to Fuyu's bare except swallowing errors." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification returning empty results and local dataset loading failure affect different example scripts and bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are separate dependency/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression with images and gemma4 resize_token_embeddings not updating embeddings are different model API regressions." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty-transcription generation failure are unrelated model-specific bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and subsystems: Qwen2.5 VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models and chunked-prefill cache lazy initialization are different caching bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and JSON-loaded list handling in rope parameter conversion are separate validation issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data request and a torch_extract_fbank_features implementation bug have no meaningful overlap." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 incorrect checkpoint saving are different save/tie-weight regressions." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is about TensorFlow missing from a torch-only install, the other is a generic dependency issue; too broad and not the same defect." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they target different missing exports in different modules and are not the same code-path problem." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline using image processors and a notebook syntax error are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access are separate import-path concerns with different symptoms and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and serve KV-cache continuation indexing are unrelated bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failing on torch>=2.9 and an incorrect PyTorch version check for AuxRequest import are different flex_attention issues." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing in v5.0.0 and max_cache_length only honored for Quantized Cache are distinct cache configuration problems." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression and removed Sam3LiteText references in auto_mappings are unrelated model-loading/CI breakages." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:35141", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46209", + "issue:46234", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44016|issue:44220", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46123|issue:46369", + "issue:43479|issue:45375", + "issue:42907|issue:43441", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:45372|issue:46234", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43299|issue:45216", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:43650|issue:46209" + ], + "prepared_review_unit_hash": "ff425e196eb2880b72f2f75ea88a47cf8556a19403500b5d35a8deb283b1afb3", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issue reports that only share broad model-loading/configuration themes. None of the proposed soft pairs look like true duplicates or mergeable PR-equivalents, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44964 is a clean, representative model-loading regression report with a specific failing checkpoint and enough discussion to serve as a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best single representative because it is concrete, self-contained, and sits near the common model-loading failure pattern seen across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model-loading failures, but one is a missing-field issue with trust_remote_code while the other is an unrecognized-model/model_type problem; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction issue are unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different causes; too broad to be duplicates." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and embedding resize reinitialization are separate bugs." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline partial-batch dropping results and SAM3 LiteText memory overflow are different failures." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern multimodal config handling, but they target different config classes and different field/default behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized weights and FlashAttention runtime failure in Ministral-3 are distinct code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading regression are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Label-reduction bug in an image processor and a pipeline docs mismatch are not the same underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and T5Gemma embedding resize behavior differ in both symptom and code path." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config loading and torchvision dependency checks are separate problems." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model-specific failure and the other is an AttributeError on sink-less models; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma 4 processor import failure and missing import-utils flag are different dependency/import issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling during chunked prefill and ANSI output formatting in loading_report are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache-length semantics are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are distinct failures." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Importing a missing model class and a nonexistent image_utils import are both import errors but from different modules and causes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and auxiliary-loss behavior in D-FINE are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to model_type/config parsing." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize not propagating and Whisper empty-transcription generation failure are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model/config resolution, but one is missing model_type while the other fails to unwrap text_config in composite configs; not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are separate issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data request and FP8 inference failure on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46132", + "issue:46399" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:44521|issue:45325", + "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43450|issue:44279", + "issue:43650|issue:46132", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "fd8ad0dcaa1ccd79d7cbe98f439dda744d5b9804c9b31266c68de903951e31c8", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft matches are overwhelmingly cross-subsystem and describe different bugs, regressions, or docs issues. I rejected all candidate edges; this set does not form a single duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config paths: LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration crash." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Unrelated failures: auto_docstring annotation handling vs Gemma 4 processor import error from mistral_common." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal/model behaviors: MoE load-balancing loss bug vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "No shared code path: SigLIP2 probability issue vs Sam3Video CUDA OOM." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs an unrelated PEFT version bump issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but for different model families and different symptoms; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/Gemma3.5 paths: Qwen3VL model loading failure vs save_pretrained visual encoder key serialization." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Deepseek tokenizer output regression; different failures and models." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different mechanisms: video pipeline processor lookup vs remote_code model breakage." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "apply_chat_template assistant mask bug is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared theme of imports is too broad; one missing symbol is not the same as many import errors after upgrade." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example issue and the other is a pipeline API doc mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: video-classification processor lookup vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated runtime/environment bugs: torch flex_attention compilation vs TensorFlow/tensorboard backend wiring." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue is unrelated to PEFT minimum-version packaging." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer repository file selection bug vs Mistral regex patch crash; different loading paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization metadata mismatch on save_pretrained is different from AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures: Qwen3VL MoE regression vs GLM-4.7-Flash unit test loading." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and symptoms: Phi4Multimodal default subconfigs vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to a dependency installation problem." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder/troll issue versus AttentionInterface.register behavior change; not comparable." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; completely different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: FlashAttention bug vs OCR long-input index error." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "One is a processor save issue; the other is a performance regression while filtering data." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary loss omission; unrelated model components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43262", + "issue:43317", + "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:44521", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:44297|issue:45397", + "issue:43262|issue:44521", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:44295|issue:45397", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "6ee3806629bccd7b83a0b5350ce9870f74dca5aef8f3c739b4505ae103a95b38", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35890, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated loading, model, optimizer, attention, and docs issues. The soft-similarity edges are mostly false positives, so no pair should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear duplicate hub; if forced to pick a representative, issue 44246 is the broadest and most general user-facing regression in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the best representative only because it is generic and high-discussion, but the cluster itself is too heterogeneous to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but they are different failure modes: saving a quantized model vs loading a dequantized model with offload." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo/CI hygiene problems, but they concern unrelated files and bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed and optimizers, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different subsystems and symptoms; no shared code-path bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model/task failures; not the same underlying problem." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting model/tokenizer behavior, but they are model-specific and not the same code-path issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error versus model device mismatch; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python version compatibility; different problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch versus incorrect model/pipeline outputs; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention implementations and different failure points; too far apart to merge." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression versus a specific ESM2 breakage; not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache bug and CLIP hidden-states bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch versus zero3 model loading failure; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is assistant-mask generation; distinct bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific model class versus Python compatibility issue; not duplicate." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different configs and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs bug versus import-performance bug; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is a missing model-specific field and the other is generic trust_remote_code field loss; not clearly the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Type/storage mismatch versus chat crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing export/import symbol versus Python-version packaging issue; different causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend-related, but one is a Python NameError in transformers and the other is a TensorFlow optional-dependency backend error; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence versus ANSI code output in a loading report; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error versus model loading under zero3; different code paths." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output issue versus docstring error; no duplication." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling versus rotary-pos-emb registration crash; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race versus stale generation warning; different problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness versus unrecognized model/config error; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary losses, but they are different mechanisms and model families; too weak to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "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:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44336|issue:46424", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:46291|issue:46399", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "ea95060ccd254d5d98892727e5b7e9c4e5ff1131319bae328547f699ed753f75", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: several issues share broad themes like Qwen3/MoE regressions or import/cache failures, but the proposed soft links are not the same concrete bug. I would not merge any of the soft pairs.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43299 is the best representative of the cluster\u2019s strongest recurring theme: Qwen3/MoE loading regressions on the v5/dev branch. It is broader and more central than the narrower follow-on reports, while still being a concrete end-user failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the most suitable anchor issue because it is specific enough to triage, clearly describes a regression, and sits closest to the small Qwen3/MoE subcluster among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3/MoE loading, but one is a LoRA compatibility problem on hf4.x/hf5.x while the other is a Qwen3VL MoE loading regression on transformers 5.0.0.dev0. Different models and failure paths; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen3-family models, but the symptoms differ: one is a sliding_window issue in Qwen3-MoE, the other is Qwen3.5-35B crashing in chat. Too broad to be a single underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe sys.modules access in modeling_utils. No shared code path or concrete duplicate evidence." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both touch processor-related audio/video preprocessing, but one is a pipeline selecting image processors and the other is a torch_extract_fbank_features issue. Different components and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Cache/offline loading vs AttentionInterface registration behavior are unrelated. Same general area of utility code, but not the same bug or fix." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Both involve tokenization/generation-related behavior changes, but one is load balancing loss omission and the other is eos_token_id mismatch. Different model semantics, not duplicates." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages: Qwen2_5_VLImageProcessor vs is_offline_mode. Same symptom class, not the same underlying issue." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-export import errors, but they reference different APIs (Qwen2_5_VLImageProcessor vs HybridCache) and different release breaks." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation crash in transformers serve is not the same as cache max length only being honored for Quantized Cache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are unrelated; one is core import logic, the other is test utility concurrency." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI code handling and cache configuration semantics are different areas with no shared failure path." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in v5 and resize_token_embeddings not affecting output embeddings are different functional bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and a 4.57.3-to-5.3.0 filtering slowdown are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video output attribute error and SAM 3 LiteText memory overflow are distinct model bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing router loss when output_router_logits=False is not the same as float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2_5_VLImageProcessor and a DeepSpeed ZeRO3/BertModel IndexError are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels dependency/version resolution during import-evaluate is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding and a missing decorator on apply_rotary_pos_emb are both Qwen3.5-related, but they affect different code paths and are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing during chunked prefill and trust_remote_code breakage from removing is_torch_fx_available are different regressions." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron Flash Attention 2 support error and a generic Flash Attention 2.0 issue are too underspecified and do not establish the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores and sys.modules access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access do not describe the same failure." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weights conversion under accelerate/deepspeed and a DeepSpeed ZeRO3 deque IndexError are both distributed-training related, but the reported defects are different." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and missing load balancing loss are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty transcription failure after align_special_tokens are not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings output mismatch and version-dependent tokenization changes are separate issues." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removing is_torch_fx_available breaks trust_remote_code models in general; the Qwen3.5 registration crash is a specific kernel/model bug and 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": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43701", + "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:44869", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:45685|issue:46431", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:43653|issue:44162", + "issue:44483|issue:46202", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43701|issue:44749", + "issue:43646|issue:44162" + ], + "prepared_review_unit_hash": "46c9781fd6250519ca92f5d57f2bfdcd6aaf8f9ca6b3e140fe8433f00be31440", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37413, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions across different models, serializers, cache paths, and runtime environments. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the best representative of the set because it describes a concrete, user-facing regression affecting multiple Qwen VL variants with a clear failure mode and version boundary; the other items are either more niche, more infrastructure-specific, or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor triage: broad impact, specific reproduction domain, and a clear regression signature. It is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal/config issues, but one is a missing config field and the other is a from_config unwrapping bug; different code paths and different failure modes." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Completely unrelated: MPS histogram support in MoE code vs missing chat template in a processor." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Different models and failures: Granite speech strict-config loading vs Qwen3.5MoeVisionConfig field handling." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model-loading regression for a specific repo/model, the other is tokenizer error masking when protobuf is absent; no shared bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is ZeRO3 from_pretrained loading and the other is duplicate optimizer steps; not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied/embedded weights, but one is serialization of lm_head.weight and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated: stale indexer cache on second forward vs missing mm_token_type_ids default for text-only fine-tuning." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-related, but one is a missing attribute in SAM3 vision output and the other is a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen models vs Windows/ROCm import dependency failure; different subsystems and root causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache/offline loading issue is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are not the same underlying issue." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat-completions API acceptance failure vs Gemma pipeline roundtrip tokenization failure; different surfaces and causes." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are model/config warnings, but one is tied-weights misreporting in Qwen3-Next and the other is patchtsmixer post_init policy; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash and flash-attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but one is a dummy Conv2d in the pixel decoder and the other is a config/type mismatch warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-word-embeddings warning is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile branching in attention kernels is unrelated to the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict Granite Speech config loading and Windows ROCm dependency import errors are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "One is a return-type contract bug in StaticCache, the other is config validation for Llama head_dim; different behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 LoRA tied-embedding warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compilation, but one is divergent kernels from allow_is_bidirectional_skip and the other is lazy cache init causing recompilation; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy layer issue and MaskGenerationPipeline partial-batch result loss are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure and Windows ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained problems, but one is tokenizer_class metadata mismatch and the other is missing processor files; not the same defect." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and a performance regression after upgrading are not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and double optimizer.step() under DeepSpeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "General slowdown after upgrade is not the same as optimizer.step() being called twice." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are different tokenizer failures." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and performance slowdown are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5 custom model init breakage and ESM2 breakage are too broad and unrelated to be duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "387f5b57ada2d125bfcc733d8f6e45e21bd06ae4cb89a6658e1ba5c1039854c9", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. None of the soft pairs is a clear same-bug duplicate; the closest overlap is the Qwen3.5/Moe loading/config pair, but the titles still point to different failure descriptions.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43873 is the most discussion-heavy and currently open report, with the broadest real-world impact signal in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue to anchor the cluster: it is active, heavily discussed, and describes a substantive functional regression rather than a narrow one-off import failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is about sync_gpus/_update_model_kwargs_for_generation and the other is chunked_prefill cache handling; different concrete code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is an unspecified bug report, the other is a Gemma-4 ZeRO3 from_pretrained failure; too little evidence they are the same underlying defect." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different symptoms and subsystems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 bug versus processor.save_pretrained missing files; related area but not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model and loading a GGUF model are opposite operations with different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder attribute error versus AutoConfig trust_remote_code field loss; unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failures: SAM3 vision encoder attribute missing vs qwen2.5-vl video position_ids issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found ImportError versus sentence-transformers loading hang; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance issue versus InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export issues, but they involve different missing symbols from different modules and likely different regressions." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "The titles are similar and both involve Qwen3.5-Moe, but one is a dropped config field and the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor internal attribute error versus Gemma pipeline roundtrip/tokenization failure; different symptoms and fixes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized-model saving failure versus Llama4Config missing pad_token_id on load; different model/config problems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression in v5 versus mistral_common continue_final_message behavior; different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "These are the closest match, but one is a generic Qwen3.5-Moe from_pretrained error and the other is a specific missing config field; plausible relationship, not enough to confirm duplicate." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers versus Qwen3.5 kernel registration error; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title, but the second is a later report of the same VRAM leak; without body evidence here, treat as related but not proven same underlying duplicate chain." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation crash are distinct utility bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and pipeline parallelism output corruption are separate runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/attention internals, but one is a cache/sync_gpus generation bug and the other is a torch.compile attention-kernel divergence." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure versus DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output error versus Qwen3_5 image-specific infinite loop; different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe versus Qwen3.5-Moe from_pretrained error; same model family but opposite operations and different symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure versus missing Qwen2_5_VL import; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction versus MaskGenerationPipeline final-partial-batch handling; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43526|issue:45561", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43723|issue:44568", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:27957|issue:30333", + "issue:30333|issue:34689" + ], + "prepared_review_unit_hash": "1071c50d6c146bb8b97a328a0500e1b04182a8dce10047ebd60fa3a54fd55f3e", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38079, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster: the issues span unrelated areas like model loading, tokenization, training/runtime bugs, docs, and backend packaging. The soft-similarity pairs mostly share only broad transformer-adjacent vocabulary, not the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging vs leftover dummy PyTorch classes; different maintenance problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config error vs pytest-xdist file race; unrelated failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT pretrained preset loading bug vs test utility concurrency bug; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation issue vs missing image_utils import; not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs captured_info.txt race; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python compatibility issue vs nonexistent import from image_utils; different root cause." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change vs missing BOS/EOS insertion; both tokenizer-related but distinct bugs." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated model internals." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "dtype mismatch in evaluation vs DeepSpeed ZeRO3 deque IndexError; different subsystems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs embedding reinit after resize; unrelated behavior." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in save_pretrained vs Qwen3.5 Moe from_pretrained error; different save/load issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs vs Adafactor OOM in DeepSpeed; not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig None-default init bug vs Whisper trailing replacement-char crash; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models vs Gemma 4 mm_token_type_ids defaulting; different multimodal model issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "v5 tokenization cleanup change vs Granite AutoTokenizer wrong token IDs; tokenizer-related but separate regressions." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization bug vs ModelOutput key assignment bug; different components." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 vs add_special_tokens missing BOS/EOS; different tokenizer regressions." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL symbol; unrelated import failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Global v5 tokenization behavior change vs DeepSeek tokenizer regression; both tokenizer issues but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docs mismatch in set_training parameter name; documentation/notebook issues, not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper vs old InternVL2 meta-initialization incompatibility; different multimodal loading problems." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs auto_docstring annotation crash; unrelated runtime paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "General v5 cleanup/tokenization behavior change vs Kimi-K2.5 codec handling regression; separate tokenizer bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error vs optimizer step called twice under DeepSpeed; different training/runtime bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments ignored vs docs parameter-name mismatch; one is a code bug, the other documentation." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change vs Pegasus output difference across v4/v5; related versioning theme but distinct symptom/root cause." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue vs tokenizer_class mismatch in tokenizer_config.json; both save/load-adjacent but different artifacts." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump issue vs dummy class cleanup; unrelated repository maintenance issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5Moe; different Qwen model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata mismatch vs DeepSpeed duplicate optimizer step; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs leftover dummy classes; different import/packaging problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs processor.save_pretrained missing files; both persistence-related but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting on failed jobs; completely different topics." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting vs Llama 3.2 vision model loading regression; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:46209|issue:46431", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:44734|issue:46421", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "ab6f591abaf0bd1baf2f8090423719548dc14bbffd2d477dac41e01826bf504e", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft pairs are distinct bugs/regressions rather than duplicates. No soft edge should be merged; the closest pairs only share a broad subsystem (tokenizers, cache, FP8, serving) but not the same concrete failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it describes a broad, high-impact Transformers v5 regression with a clear core symptom and likely central fix path (buffer initialization), making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest standalone issue in this set: it is specific enough to diagnose, but broad enough to anchor related regression discussions and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: Pegasus output drift across v4/v5 vs AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor save_pretrained missing files are unrelated failure modes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "B200 FP8 inference failure is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default-initialization bug vs broad non-persistent buffer initialization regression; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature handling." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job status reporting and embedding reinitialization in post_init are distinct bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and AttentionInterface.register behavior change are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 MOE from_pretrained loading failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization divergence across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one mask logic are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to is_offline_mode import failure from huggingface_hub." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation bug do not share the same concrete root cause." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are separate config issues." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "qwen2.5-vl vision_position_ids bug is not the same as a streaming sliding-window mask off-by-one error." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument compatibility and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max_length honoring are different cache-generation behaviors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and processor save_pretrained missing files are distinct serialization issues." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash from wrong indexing is not the same as lazy cache init causing recompilation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and remote-code checkpoint meta-init incompatibility are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 moe save_pretrained bug and max_shard_size default question are not duplicates." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation-state update bug and Kosmos2.5 OCR long-input index error are different code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id config inconsistency are different tokenizer/model-config issues." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "These both concern tokenizers, but one is a general v5 loading failure and the other is a specific EMBEDDIA/est-roberta regression; not enough evidence of the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance problem are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI-compatible chat endpoint request rejection and Gemma4Processor missing _tokenizer are distinct serving bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is a torch.split return-value bug and the other is a missing ReLU; likely related subsystem, not the same concrete 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": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:43761|issue:46082", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:43408|issue:46369", + "issue:44368|issue:46305", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "56f4dbb92ab9070b4da2e18b5d136f748ebca9d3d14abb7e9d51427f6ecbbbd0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35454, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated issues with only superficial keyword overlap. I rejected all soft edges: most are different code paths, different models, or different failure modes. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items span unrelated tokenizer, import, quantization, multimodal, config, and generation bugs. If forced to pick a representative, issue 46050 is the most concrete save/load regression, but it is not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46050 is the strongest standalone bug report among the open items because it names a specific broken workflow (quantized model save_pretrained/from_pretrained) and is actionable. It is still not close enough to subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading quantized models, but they describe different workflows and failure points (dequantized Ministral/Devstral save vs sinq quantized round-trip)." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different problems: Sentence-Transformers loading hang vs unexpected zero probabilities in SIGLIP2 inference." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal v5 regressions, but one is meta-init compatibility for old InternVL2 remote code and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated bugs: junk-filled non-persistent buffers vs an off-by-one in MoonshineStreaming sliding-window masking." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different model families and code paths; precision error from missing rms_norm_eps is not the same as InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 training degeneration and NaNs after checkout/init are distinct failure modes with no shared concrete code path." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Both are model-specific regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different import surfaces." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "These are different issues: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug on Transformers 5.0." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same broad SAM3 area, but different bugs: wrong model-type warning vs missing text encoder weights on load." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.split return-value bug in GLM-MoE indexing; the other is a docstring issue for position_ids." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: multimodal defaults when None vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but the symptoms and models differ: offset_mapping bug vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different subsystems: CLIPVisionModel hidden_states regression vs LlamaConfig validation for explicit head_dim." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific huggingface_hub import issue; the other is a broad post-upgrade import breakage report." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer issues: offline cache loading regression vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "No concrete overlap beyond general library/model use; support for Flash Attention 2 is unrelated to a loading hang." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different save/load failures: tokenizer offline cache loading vs quantized model saving." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different behavior and code paths: FP8 accuracy regression vs Qwen3.5 infinite-loop generation on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated issues: missing onnx module import vs tokenizer adding an extra space after an added token." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a wrong model-type warning and the other is memory overflow in sam3-litetext." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to a sliding-window mask off-by-one bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Both are v5-related import/runtime problems, but one is the transformers env command and the other is sentence-transformers failing on nn import." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different serialization bugs: reading position_ids after buffer registration vs tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Different attention-related issues: torch.compile with SDPA on Bamba vs AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a torch.split indexing bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "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:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:44188|issue:44373", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:36296|issue:43116", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "fd081c6f80d7b4e35399bccc783b75d98c5a5bd0b2951964b291f78b87e52049", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by subsystem name and are not true duplicates. I would not merge any of the soft edges; the strongest item to anchor the cluster is the active multimodal chat-template bug, but it is still distinct from the rest.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the most central and active concrete bug report in this set (highest inbound references/discussion) and has a clear reproducible failure mode, so it is the best anchor if one issue must be selected.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative overall because it has the most user impact signals and the clearest technical reproduction; however, it does not subsume the other reports as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor cached_file kwargs passthrough." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence bug vs a docstring issue; not the same underlying problem." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific internals: RoPE-layer dropping vs tied-weights warning for Qwen3-Next." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failures and platforms: loading hang vs MacOS bus error." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/dequantization bug vs incorrect output under pipeline parallelism; unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layernorm epsilon precision issue vs a docstring typo; not duplicates." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal apply_chat_template assistant-mask bug; different functionality." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is version drift and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing AutoImageProcessor import vs broad upgrade-time import errors; too generic to be the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure vs invalid GenerationConfig; different model behavior." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python compatibility issue vs wrong output from pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs stale auto_mappings config references; different layers of the stack." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwarg forwarding vs chat-template crash with tool calls; different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Save/dequantization bug vs inability to load a specific multimodal model." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; unrelated symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "offset_mapping correctness vs assistant_mask generation; separate tokenizer features." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returns empty multi-label results vs Gemma 4 token-type defaulting; different surfaces." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; unrelated topics." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; not the same failure." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 Video family, but different concrete defects: model-type warning vs missing attribute." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression vs batched apply_chat_template crash with padding=False; different triggers." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Similar category, but model-specific tokenizer regression on different APIs/models; not one concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe behavior vs FP8 save_pretrained moe issue; different bug surfaces." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save bug vs gguf_file loading regression; unrelated operations." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but save_pretrained checkpoint corruption vs from_pretrained construction error are distinct bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing symbol from huggingface_hub vs missing symbol from transformers; different packages." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs classification example behavior; no shared concrete code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift in evaluation vs pipeline-parallel output corruption; different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45072", + "issue:45083", + "issue:45278", + "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:43066|issue:44779", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:42673|issue:43906", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "f8680bc7dac93d4f866a7405700b67bd50cebd48f9efc2bd2d8979d1e664c139", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35134, + "estimated_input_tokens": 8784, + "estimated_eval_tokens": 17824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a heterogeneous set of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems (tokenizers, generation, model loading, docs, training, attention, and packaging) and the soft-linked pairs are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists for deduplication. If one must be used as a triage anchor, issue:43116 is among the most concrete user-facing regressions and has external references, but it should not be treated as representative of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failure modes and subsystems: backend install metadata vs Python 3.14 import/load failure." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is decoder type handling and the other is Deepseek output corruption; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import path issue for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity problem." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is a missing model weight during from_pretrained, the other is AutoProcessor kwargs propagation to cached_file." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference CI." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade report, but the former is a specific missing symbol import; not enough to treat as the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression in SequenceFeatureExtractor." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different defects." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script output failure is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing image-processor method are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose models and Ministral-3 FlashAttention failures are different model-specific problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 Moe models, but one is a v5 compatibility bug and the other is a from_pretrained error in a later release; not the same concrete issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() after train() are unrelated trainer/optimizer behaviors." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check for flex_attention are different packaging/runtime issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output failure is not the same as a pipeline() error-message regression." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are opposite directions of checkpoint handling and do not match as one bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-extraction length logic is unrelated to flex_attention import/version checking." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling are separate training vs generation issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both affect tokenization, but one is offset_mapping in Qwen3 and the other is incorrect Deepseek results; too different to merge." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None handling are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are different model/backend bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The second item is only an isolated reproduction of another issue; without matching symptoms, it cannot be treated as the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation updates for pipeline removals and a flex_attention version check are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "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:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "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:45561", + "issue:46002", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:42617|issue:45341", + "issue:42222|issue:46178", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:44877|issue:46231", + "issue:42673|issue:43582", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "f232568f38575d9b770ffb0b6c400a98c26c0a0c0690fb40982d7d91a2ab51aa", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. The only soft pair that looks plausibly like the same underlying bug is the tokenizer v5 regression pair; the rest are mostly unrelated issues that just share broad subsystem vocabulary (imports, tokenizers, configs, testing utils, etc.).", + "confidence": 0.41, + "canonical_issue_reason": "issue:43122 is the best representative of the likely duplicate theme because it describes the broad user-visible symptom of a tokenizer regression across versions, which fits the strongest soft-match pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most actionable and general issue in the set for the one likely real duplicate cluster; it captures the versioned tokenization regression more broadly than the narrower decoder-type report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both are video-related, but one is a batched-shape bug and the other is a missing-torchvision crash path; different underlying failures." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache handling and SequenceFeatureExtractor.pad performance are unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depending on device is not the same bug as NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both mention v5/loading regressions, but the concrete failures differ: unexpected init argument vs PretrainedConfig type-checking." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and flash-attention generation issues for Qwen3.5 are distinct model-specific problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "One is a packaging/version pin issue for PEFT; the other is an import-version check bug in flex_attention." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different failures: missing projections in qwen3next vs from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a mapping-lookup None bug and the other is a Mistral regex patch AttributeError; not the same concrete issue." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not enough to merge with a specific xdist race on captured_info.txt." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Versioned tokenization regression and a noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different API removals." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs a padding performance issue are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as a testing_utils bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend mapping are different import/backend issues." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance have no common underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM key error are different loading problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping in Qwen3 and runtime post-processor updates for special tokens are different tokenizer bugs." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use and an AppleSilicon TypeError are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local-model import warning and VRAM leak in threads are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and MLA rms_norm_eps precision error are unrelated numeric/config concerns." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE loading error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a feature-extraction fbank issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are load/config related, but one is invalid generation config and the other is missing model_type; different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific nonexistent import from image_utils is not enough to merge with a broad many-import-errors report." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "These look like the same tokenizer regression: a wrong decoder type in v5 plausibly explains the changed tokenization observed between 4.57.3 and 5.0." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are different numerical-control problems." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next model-loading failures, with no clear shared code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the tokenizer v5 pair as a plausible duplicate cluster and treats the rest as unrelated despite superficial subsystem overlap. The chosen canonical issue and confidence level are reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43097", + "issue:43335", + "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: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:42222|issue:45542", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:43673|issue:46123", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:44261|issue:44485", + "issue:43097|issue:45588", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "04364b10713763fdc1e64f489553eb26d731732e6c08b2fd4d3fb312075465f0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37013, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: the soft edges mostly connect unrelated Transformers issues that merely share broad themes (FlashAttention, model loading, imports, GLM/Qwen families). None of the candidate pairs looks like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45341 is the most connected node in the soft graph, but only as a weak, cross-topic hub; it is not a clean canonical for a single underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: one says SGD args are ignored, the other says optimizer.step() is called twice with deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: broken vitpose models vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic v1 API rejection and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions: removed tie_embeddings_and_encoder_decoder vs unexpected key with position id." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a PyTorch warning during compilation and the other is a Blip2 loading dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend installation issue vs vitpose model breakage; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking in v5.4.0." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 DSA indexer split behavior and RoPE implementation are different code-path problems." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Multimodal token counting bug vs MLA q_a_layernorm epsilon/precision bug; different components." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to missing TensorFlow backend handling." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support issues." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated GLM DSA indexer issue vs DeepSeek-V4 transpose/dtype bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission and DeepSeek-V4 tensor transpose are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model-loading failures: weight shape mismatch vs missing projections in layer 0." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 is not the same as degenerate training with flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a different model-family loading bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed config API and gguf_file loading breakage are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different runtime failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to testing_utils." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and MaskGenerationPipeline final-batch dropping results are different problems." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and loading physical-intelligence/fast are not clearly the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same broad GLM area, but different components and failure modes; not a duplicate." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to max_shard_size behavior." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is distinct from the DeepSeek-V4 comb transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video processors and missing ReasoningEffort import for Gemma 4 are different import/runtime issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5-ish model internals, but the root causes are different: RMS norm epsilon vs RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config deprecation/removal and flash_attention sink-less-model AttributeError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different packages and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "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:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43824|issue:43986", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43064|issue:44380", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "1c72952b432b20a89b867488f71f3f46b3e8b71823ebf0cccf98509b6dd8cbeb", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The set is a grab bag of unrelated issues across imports, model configs, training, attention backends, and logging, so there is no duplicate cluster to collapse.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are not duplicates of one another and do not share a common concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication; none of these issues can stand in for the others as the same underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different problems: FSDP2/PEFT optimizer state corruption vs. Liger Kernel not applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: removed tie_embeddings_and_encoder_decoder API vs. quantized model save/load regression." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unrelated: local_files_only still making requests vs. UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections and the other is a dropped config field; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen issues with different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness vs. noisy logging; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both tokenizer-adjacent, but one is AddedToken argument collision and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API vs. quantization offloading behavior; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failure after training is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwargs propagation vs. auto_docstring crash under future annotations; different subsystems." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Importing a specific Qwen VL class vs. AutoProcessor crashing without torchvision; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Vision-model/torchvision import issue vs. tokenizer mapping None; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. cache lazy init recompilation with chunked prefill; different code paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs. backend mapping error for tensorflow_text." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs. a separate isolated reproduction issue; no evidence they are the same defect." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight vs. 50GB shard-size default question; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs. Bamba torch.compile SDPA failure; different models and failures." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation warning text vs. inability to save Pipeline objects; different bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile warning on bfloat16 vs. a concrete compile failure on Bamba SDPA; not the same issue." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes vs. noisy logging message; unrelated maintenance issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs. pipeline save_pretrained failure; same broad API, different concrete bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: PyTorch bfloat16 compile warning vs. tie_word_embeddings config warning." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs. Qwen3_5 infinite loop on a specific image; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed embeddings-tie API vs. noisy logging; no overlap in bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention unsupported for one model vs. GPT2 attention scaling ignored under backends; different concrete problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific Flash Attention limitation vs. Python version compatibility regression; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs. deepseek-v4 tensor transpose bug; different code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure vs. Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend scaling bug vs. AttentionInterface.register behavior change; different APIs and symptoms." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling issue vs. degenerate zero-loss classification bug; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs. Trainer import conflict; no shared underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Training optimizer-state corruption vs. GPT2 attention scaling under SDPA/FlashAttention; different subsystems." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs. Apple Silicon TypeError in caching_allocator_warmup; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "096fd27dff3d635b19d559d26b1b31b3be1d9e97ced6c12698617123d77606ed", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37132, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: the items are mostly unrelated Transformers issues that only share superficial wording (imports, save/load, config attributes, model-family regressions, warnings, etc.). None of the soft edges looks like the same underlying defect, so no duplicates should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues span many distinct bugs and code paths rather than one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: any choice would be arbitrary because the cluster is heterogeneous and not centered on one concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different layers and failures: chat/completions request validation vs batched `apply_chat_template` padding crash." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated dependency problems: torch-only install missing TensorFlow backend vs Trainer import conflict with datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems and models: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A model path warning is unrelated to a bfloat16 compilation precision warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different issues: PyTorch warning during compile vs flex_attention compilation failure on newer torch." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import error for a utility symbol is not the same as unwanted network requests when `local_files_only=True`." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different packages/modules." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI breakage from stale auto-mappings is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different model families and feature gaps: Qwen3-VL-Moe bug vs FP8 inference support request." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module misresolution is unrelated to a DeepSeek tensor transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing and GPT2 attention scaling ignored are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same broad model family, but not the same concrete bug: missing `attentions` vs missing `hidden_states`." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request rejection and chat-template tool-call crash are separate failures at different layers." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3VL-Moe regression vs state_dict sorting causing load errors." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug has nothing to do with Trainer import resolution." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes on different model objects; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving and the other is pipeline serialization; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE layer-count issue in Smollm3 is unrelated to GLM-5 RoPE discussion." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for `return_all_scores` is unrelated to pipeline `save_pretrained` failure." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize and Gemma4 attention-mask construction are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages and different symbols." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support limitation and invalid `GenerationConfig` are unrelated problems." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression is a different serialization path than pipeline save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and patchtsmixer `post_init` validation are unrelated config issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict-sorting load error and Qwen3.5 checkpoint save corruption are different load/save regressions." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are different Python-version compatibility problems, not the same failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and Gemma4 bidirectional attention are unrelated config bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support and D-FINE auxiliary-loss behavior are different model-specific issues." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` on Gemma3Config and missing `pad_token_id` on Llama4Config are different attribute regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression and Qwen3.5 checkpoint-save regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation bugs on different models; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "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:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "4b504f47a79a1f846a758bef3bc8b9144d374b6019cd86b24040d2c4972ef342", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is still mostly heterogeneous, but it contains two real duplicate-like mini-clusters: the import-performance pair (41669/44246) and the near-identical Qwen3.5 MoE `from_pretrained` pair (45310/45478). Most other pairs remain different bugs or different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44246 is the clearest anchor for the import-performance duplicate pair with 41669; the Qwen3.5 reports form a separate near-identical pair rather than changing that canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is still the best global representative for the heterogeneous cluster because it captures the broad \"many import errors after upgrade\" theme without implying the whole packet is one duplicate chain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are model-loading complaints, but they hit different models and different failures: missing checkpoint key vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer no_grad decoration is unrelated to the broad import-error regression after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to an import-time failure caused by datasets interaction." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention loading/import problems, but the roots differ: compiled-file errors vs a Python 3.13 `torch.jit.script` parse issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict ordering load error and a Gemma pipeline roundtrip issue are different code paths and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load failure and missing Qwen3.5 vision config field are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are distinct regressions." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` is unrelated to the FSDP2/PEFT optimizer-state issue." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These describe the same import-performance problem: 44246 reports slow imports, and 41669 identifies the import-* cause and fix direction." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky test due to missing `set_seed` is unrelated to an xdist race on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no_grad behavior and a vague \"many models break\" complaint are not the same concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are loading errors, but they concern different model paths and different missing keys/error surfaces." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load failure from sorted `state_dict` and incorrect visual-encoder keys on save_pretrained are different directions and different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad behavior and Python-version compatibility are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM while loading a specific model are not the same concrete issue." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and `patchtsmixer` post_init validity are unrelated model-specific regressions." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch and tokenizer-loading regression are different startup failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP internals, but one is missing attentions assignment while the other is an inconsistent `.text_model` structure change." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only` still making network requests and `AddedToken` special-argument duplication are different tokenizer/loading issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ test and a Phi-4 multimodal loading regression do not share the same underlying cause." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and a stale device-override CI failure are unrelated test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed` in SamHQ tests and stale auto_mappings references are unrelated CI issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but one is tokenizer-specific and the other is checkpoint reload compatibility; too different to merge." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is unrelated to reloading a v4.57 checkpoint on v5.2/v5.3." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE and missing tensor-parallel plan for Qwen3_5MoeForConditionalGeneration are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` command and `AttentionInterface.register` behavior change are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network access despite `local_files_only` and GLM-5 RoPE implementation discussion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the uniqueness of the import-performance pair. The packet also contains a near-identical duplicate-like pair: issue:45310 and issue:45478 have the same Qwen3.5 MoE from_pretrained error title and are much closer to a true duplicate than several pairs the analyst discussed. Because the conclusion says there is only one strong duplicate-like pair, it is not fully grounded in the packet. The rest of the soft-edge rejections are mostly conservative, but the top-line assessment needs to acknowledge the Qwen3.5 pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44222|issue:44230", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "00f055722ccebd186cb87224690320796d0da482f77157f0ccdb52f47e2194c5", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the paired items are largely different bugs, with only one pair plausibly describing the same Qwen3.5 MoE loading regression. The broader set trends toward v5 regressions, import/load failures, and model-specific breakages, but not one clean duplicate group.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43576 is the broadest representative of the cluster\u2019s v5 regression theme, but this is not a clean duplicate umbrella because most items are unrelated or only loosely similar.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best single issue to represent the cluster because it is a user-visible v5 breakage with some external references and sits near the center of the version-regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and likely different export paths; not enough evidence of the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE loading path in v5.4.x; the from_pretrained error plausibly comes from the missing tensor-parallel plan regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different surfaces: one is compiled Python file errors, the other is a slowdown after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failure vs tokenizer loading regression; unrelated bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE related, but one is _tp_plan/tensor parallelism and the other is a missing config field; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/caching, but one is about no_grad decoration and the other is about update_model_kwargs_for_generation after sync_gpus." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage vs FP8 save_pretrained for MoE; different code paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs documentation confusion; not the same underlying problem." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related load failures, but one is Qwen3VL MoE specific and the other is generic checkpoint reload after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network access bug vs an unrelated issue with no clear shared code path." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different multimodal/FP8 bugs with different model components and failure modes." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job reporting vs tensor parallel training bug; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type checking regression; different failures." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs an unrelated issue with no evidence of the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors vs save_pretrained on Pipeline objects; different issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs model loading breakage for a specific vision model; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue vs a DSA indexer discussion; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer loading regression; different areas." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing import from huggingface_hub vs broken transformers env command; too different to merge." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "env command breakage vs Qwen2_5_VL import error; only broad v5 similarity, not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful evidence tying these together; different model/features." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command vs Python 3.14 load failure; different symptoms and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference/support request; related theme but not the same concrete defect." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs unrelated issue; no shared bug surface." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated item; not the same problem." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same fix." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but for different symbols and likely different export failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs pipeline docs mismatch; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init vs FP8 inference on B200; different hardware/model issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training vs BeitImageProcessorFast reduce_labels bug; different components." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing vs a cache-strategies typo; one is a functional bug, the other appears to be wording/metadata." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files vs a generic bug report with no concrete shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is cautious and broadly grounded in the packet: it treats the cluster as noisy, avoids claiming a clean umbrella duplicate set, and the selected representative issue is supported by the v5 breakage wording and inbound references. The one accepted soft edge is also reasonably conservative because both issues concern Qwen3.5 MoE loading in v5.4.x, with no stronger claim than plausibility." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:41669|issue:43673", + "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:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "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:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "2b625651b199ddfea947f413d8a99bc239f3d529e0ee8f5f2c20f9edc4f1c8ac", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39683, + "estimated_input_tokens": 9921, + "estimated_eval_tokens": 20098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate v5 regressions, model-specific compatibility bugs, or documentation/performance issues. I did not find any soft pair that looks like the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella for the many v5 breakage reports, but it is too vague to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different problem scope: a Qwen3.5 chat crash vs a generic 'v5 breaks too many models' complaint." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading behavior and a TensorFlow backend import error are unrelated symptoms and code paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe bug and the other is a missing tensor-parallel plan for a specific class." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box output bug is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working and unsafe sys.modules access are different internal issues." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "A broken env command is not the same as checkpoint reload incompatibility after a version upgrade." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but the reported failures are different concrete bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is generic checkpoint reload and the other is remote-code meta-init with InternVL2." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * removal is unrelated to a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig is a specific config regression, not the generic v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/API text is not the same as a broad model-breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are broader than the very generic v5 breakage report, but not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated documentation/API topics." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time performance regression is different from a missing model import symbol." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and scheduler kwargs being ignored are unrelated bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error is a specific runtime bug, not a generic placeholder issue." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading failure are related in theme but not clearly the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for Nemotron is unrelated to Qwen3-VL bounding-box hallucinations/errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and an inverse_sqrt scheduler kwargs bug are different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to a Qwen3-VL output bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough is unrelated to scheduler kwarg handling." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time performance regression is not the same as a missing exported HybridCache symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy wording and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "A model import slowdown is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support problems are not the same as generic model breakage after v5." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Two Qwen-related bugs, but one is a vision bounding-box issue and the other is a from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing model import are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key attribute handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and Flash Attention 3 degenerate training are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are different problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report cannot be treated as the same concrete issue as a Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A ReLU omission in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key crashes affect different APIs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issues and scheduler kwargs issues are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "A broken env command is unrelated to a missing model 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": 21, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "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:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "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:44861|issue:45290", + "issue:44938|issue:44998", + "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": "b1d92421c05a07132f863c169a998b5abe3f85dee2258e8d4bfe1b04f46a0244", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of distinct Transformers regressions, loading issues, tokenizer/model-specific bugs, and a few docs/typo reports. I don\u2019t see any soft edge that clearly describes the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella report about many models breaking in v5, so it\u2019s the best representative for the cluster, but it\u2019s too vague and high-level to be a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is about shared expert gating and the other is a specific tensor transpose/conversion bug; different code-path failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math vs scheduler kwargs handling are unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue and a VRAM leak in Qwen3ForCausalLM are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args is not the same as a model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs confusing forward docs are different problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature areas." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5-breakage complaint is not the same concrete bug as a specific missing-module import error." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and a VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different model components and failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio RoPE/positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they affect different symbols/modules and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to a missing Qwen3_5 module import." + }, + { + "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 bug; not enough to prove same root cause." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated spam/unemployment report are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated spam issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP output attentions regression is unrelated to the spam issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The latter is a broad regression report; the former is unrelated and not a technical duplicate." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the spam issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error and tied-weight key handling are distinct bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weight key crash are different issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job status reporting on failed training is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading speed and tensor-parallel training bug are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression differ in scope and symptom." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 inference support are unrelated feature requests/bugs." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights behavior in Mamba/Mamba-2 and RoFormer attention-interface usage are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value misuse and DeepSeek-V4 shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect config type hint and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling and kwargs not passed to loss are different issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value misuse and a typo in quantization conversion are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs handling and a config type-hint typo are not the same bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Different kinds of defects: type hint vs typo in conversion attribute path." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to a config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value and ModernBERT config typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "1e5125bcc0afa4dd9bf4e1b6ac985c2348e62bdc7315089d580543ce5fd0f462", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: truncation-from-start behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word offset timestamps. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics and code paths: tokenizer truncation behavior vs Wav2Vec2 word timing offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation direction option vs learning-rate scheduler-style functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; one is about optimizer scheduling, the other about speech timestamp extraction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "e9827fbdcc80db6bb0558beaafaedc3dc28e872782463b5c100749c24dd941f9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a clean duplicate set: one issue is about Tapas tokenization, while the other two are about model loading/download failures. The two model-loading issues are only superficially similar from their titles, but the explicit private-model/login error does not match the generic BERT loading failure closely enough to merge confidently.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 16618 is the best representative of the cluster because it has the broadest, most generic symptom ('Can't load the model'), which is the closest match to the other model-loading report. However, it still does not clearly unify with the private-model/login issue, and it is unrelated to the tokenization issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the strongest standalone issue in the set: it is the most general and likely to be the main user-visible failure mode among the loading-related reports. Issue 15980 is more specific, and 13244 appears unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different subsystems and failures: Tapas tokenization vs model loading. No indication they share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading models, but one is specifically a private-model download/login error and the other is a generic inability to load bert-base-uncased. That is too weak to treat as 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": 4, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "b4470bc1e30d2401d4b5257803ad94c8c7e60fc1b7c98bbb3c94b27c16e0a308", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community contribution feature requests: one for Flash Attention 2 support on more architectures, and one for GGUF support on more architectures. They share a broad pattern of \u201cadd support for more architectures,\u201d but they are different code paths and different changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are support-expansion requests, but they target different features (Flash Attention 2 vs GGUF) and would not be 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": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "184fe38e5ddf5f0313b2157981cfdba69859d5275d1577e910c14db80b3e4414", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not close enough to treat as duplicates: one is a concrete `resume_from_checkpoint` failure tied to an empty `epoch_iterator`, while the other is a broad report that FineWeb SLM training does not start. The second could have many causes, and there is no explicit shared code path or repro detail tying it to the first.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #26413 is the better canonical issue because it names a specific failure mode and error message, making it the more precise representation of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26413 is the best issue to keep as the representative record since it is specific, actionable, and clearly identifies the code-path symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Reject: the titles suggest different symptom levels and no shared target or code-path evidence. `resume_from_checkpoint` failing with an empty epoch iterator is a specific checkpointing bug, while `FineWeb SLM Training doesn't start` is a broad training startup report that could stem from many unrelated causes." + } + ] + }, + "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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "73a37b4514a89844affc1ac87e72682b8e18c3961aa2f595ee94f0c619f435ae", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of i18n doc-translation issues that are only superficially similar. The language-specific requests are clearly distinct, and the repeated placeholder titles are too ambiguous to merge without body or diff evidence.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical duplicate is clear: the cluster mixes distinct language translation requests with several generic/template-like issues that may only appear similar in title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the generic template-style subset, but it is not strong enough to treat as a confirmed duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request context; the visible title indicates a specific Turkish docs translation versus a generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request context; Turkish-specific versus a separate placeholder-style request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The specific Turkish translation issue is not the same underlying request as the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages and likely different translation tasks; similar wording alone is not enough to merge." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus a generic placeholder issue; no evidence of the same underlying change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different underlying tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue as the same duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation issue versus a generic placeholder issue; similar template text is insufficient to merge." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation issue versus a generic placeholder issue; not enough evidence of the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different visible titles and no evidence they are the same translation task." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different visible titles and no evidence they are the same translation task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "The identical placeholder title is too generic to prove the same underlying issue; could still be separate translation requests." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Matching template-like titles are not enough to confirm a duplicate without body or diff evidence." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Same broad i18n theme, but no concrete evidence these are the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Same broad i18n theme, but the available metadata does not prove a single duplicate change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder-style issues, but there is no proof they target the same language or same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity alone is not enough to merge these as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity alone is not enough to merge these as duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Exact same visible title, but the metadata still only shows a generic issue template; without body or explicit links, this is not enough to confidently merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "a33581d3ad994d75d55331ce2e05a1461906b07cfda526c3183523fbcfea5162", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21664, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21664, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by model-request issues that are only superficially similar in wording. They reference different models and different capabilities, so they should not be deduplicated into one canonical item.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these are distinct model-addition requests (different model names and often different modalities/capabilities), not the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative; the items share a template-like request style but describe different models and feature requests, so collapsing them would lose meaning.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 are different model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert model config and RF-DETR model are different additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity transformer are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are distinct model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are not the same change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture work and Voxtral TTS support are different tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model support issues." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE models are different requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different capabilities." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse transformer request are different problems." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the sparse transformer request do not describe the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are different requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct model support issues." + }, + { + "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 additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors and systems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "c5fe000dbfd85e835427cd65137fc00112d44ee366aa286d211224f2ec7ce346", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. The soft similarity signal is not enough to indicate a duplicate or shared underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the more substantive technical issue, but it is not a duplicate of issue:38740; the other item is a docs request about a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and change types: documentation request vs. Vision RoPE refactor. No shared target, filenames, or concrete code-path overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "9ea63793dc2a3f56b9fd9396de3080093bce170f87d0e9fd43b0029947a9833b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to be duplicates: one is about block decoding, the other about adding DeepSeek v3.2 support. They describe different feature areas and different underlying work.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more specific and actionable request, while 41084 is a different, broader decoding-related topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs model support for DeepSeek v3.2. No evidence they refer to 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": 10, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "cb48fc274c50d6a00ab84fef2b6751265ddd05af3b3bdf9c432cd8105a6dde64", + "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": "The two issues are related to Trainer custom-trainer behavior, but they describe different problems: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be highlighted, #43598 is the more concrete and actionable Trainer behavior change; #43600 is a separate instrumentation/estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They touch different code paths and user-facing problems: `remove_unused_column` behavior vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "fbf5e5892a5d96f8d160fb776a91e2708cd410bd3e3ec6b883c6c56fe6dc8f5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader, more general registry request and is the better representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue candidate because it covers the core model-registration gap at the auto-model level rather than a narrower task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification head support. They do not look like 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": 12, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "9e106f1c75dec37e4ab237ead3cd2149268524c58c824d781b9ecf7c76f67c88", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The repeated \"huggingface \" issues are plausibly a duplicate cluster, with 43845 and 43846 the strongest match. 43859 shares the same title, but the evidence shown here is weaker because its body length differs and we cannot compare the actual text. 43835 looks unrelated.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43845 is the earliest of the strongest matching \"huggingface \" reports and is the best representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best global representative because it is the earliest clear match among the repeated-title huggingface issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no visible shared details; not enough evidence they are the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no visible shared details; not enough evidence they are the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface \" pattern, so it is likely unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, similar timing, and matching sparse metadata make this the strongest duplicate pair in the set." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping of the three \"huggingface \" issues is plausible, but the verdicts overstate the evidence in places. In particular, the reasons for accepting 43845/43859 and 43846/43859 rely on \"identical title\" and \"no distinguishing content,\" but the packet only shows matching titles and body lengths, not the actual bodies. That makes the duplicate claim less grounded than stated. The summary and canonical choice are mostly reasonable, but the soft-edge justifications are not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "8beb9d1a7a861f414df03be5dbf31d02a084d40a47496d93c70913be1f62360d", + "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": "The cluster is dominated by low-signal spam/placeholder issues with no actionable evidence of duplication. The only somewhat substantive item is the generic documentation request, but there is still not enough information to treat any pair as the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate emerges from the text; if one must be named, issue 44418 is the least-noisy and most substantive item compared with the spam placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best representative only because it is the only legible, non-spam-like report; the rest are placeholder titles or spam.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no issue body or concrete symptom tying them to the same underlying problem; treat as separate spam reports, not duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-style titles are not enough to establish a shared bug or request; no substantive evidence of duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a generic documentation suggestion; they do not describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a separate vague spammy title about 'Google LLC' do not show the same concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder with no technical content." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared concrete bug or change request is evident; one is generic docs, the other is spam." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Matching spam placeholders are not sufficient evidence that these are the same issue; no body content or explicit linkage supports duplication." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Two vague spam-like issues with different titles and no technical details are not safely mergeable as duplicates." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "There is no concrete shared problem description; these appear to be unrelated spam/placeholder reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "555d6283a5e0b218687c3f2d4d48486fb1dad23a32e79c26da96a03d0a5f56eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues look strongly related and may be duplicates, but the packet only confirms identical titles plus a soft-text similarity signal; it does not prove the bodies are identical or that their scopes are fully the same.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45145 is the better canonical record because it was created earlier and already has an inbound reference, so it is the more established entry.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the strongest cluster representative for the same reasons: earlier creation and slightly more visibility/linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The identical titles and similarity signal make this a plausible duplicate, but the available evidence is not strong enough to conclude they are the same underlying issue with no distinct scope. Best characterized as possibly duplicate or likely related." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output overstates the evidence. The packet only supports that the issues have identical titles, similar body lengths, and a soft-similarity signal; it does not show the bodies are identical or that there is no distinct scope. The duplicate/duplicate-report wording should be softened to something like \u2018likely related\u2019 or \u2018possibly duplicate,\u2019 unless stronger evidence is present. The canonical-choice rationale is fine, but the soft-edge verdict and summary are too certain for the available data." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "a68e1ceb139711972377fd94e8ca06b9dad21d90a8800525a243e70540166efe", + "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 both 4-bit inference bugs, but they appear to be different defects: one is Gemma4 audio-module uint8 weights hitting a torch.finfo() TypeError, the other is BitsAndBytesConfig skip-module handling removing the default lm_head exclusion and triggering an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the better representative of the cluster because it describes a broader BitsAndBytesConfig regression in 4-bit inference, while 45672 is a Gemma4/audio-module-specific failure with a different root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is more suitable as the global issue representative because it is framework-level and more generally actionable; 45672 looks like a separate model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "They share the 4-bit inference context, but the failure modes differ: torch.finfo() on uint8 weights in Gemma4 audio modules versus BitsAndBytesConfig skip_modules clearing the default lm_head exclusion and causing an AssertionError. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "93a92b5a1227cfc107d6e8513056180244654b5ed62c6d07b449a4cf73fcab2e", + "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 personal-name/date titles and no body, files, or references; they do not describe the same bug or request and look like unrelated spam/placeholder reports.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45762 is the earlier-created issue and can serve as the representative issue for this tiny cluster, though neither issue contains meaningful problem details.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45762 is the best issue to keep as the cluster representative because it is the first-created item and there is no substantive content to distinguish them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are different personal names with different dates, and there is no body, explicit linkage, or shared technical context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "461b48acf4e215b4598a40571462ee00f4aa4b081d23135cb10877a04a3da12f", + "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": "The two closed issues appear unrelated; both are bare person/date titles with no body or technical context, so there is no evidence they describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles only contain different personal names and dates; there is no shared technical subject, description, or code context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "f095f8b6ea2c7bdd6ca127476822a36b84245a054b656f0f26fdbbeeb355ba04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and intents: model-class addition for value modeling vs training precision support. No shared code path or concrete overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "81737a31043728f5c833e430d5f471f2cfb180221e36b4fc4e8679b8f11cb1b9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial-data wording and is not the same underlying request or bug.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it actually splits into two separate duplicate topics. If one representative must be chosen, 45870 is a reasonable canonical for the first duplicate pair because it is an exact match of 45871 and appears slightly earlier.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest single issue candidate as a representative because it is an exact duplicate pair with 45871 and has a clear, focused title. That said, it does not cover the separate 45872/45873 topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention financial time series/data, but one is a dataset offer and the other is an example/prediction use case. Different underlying issue/request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869 vs 45870: related domain, but not the same concrete topic." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and highly similar content; these are clear duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge-related and financial, but one is an example and the other is a scraping-service plus time-series request. Different change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45872: same broad area, but not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete topics: example prediction workflow versus time-series plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topics; only broad financial/DataForge overlap." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and very similar content; these are clear duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two identical-title pairs are a reasonable duplicate call, and 45869 is only loosely related based on the available metadata. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "9b1f41c9ed8e4acec71cbd3a322a364741b1cc601a86843624697129d7866656", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static-cache failures around linear attention, but they describe different breakpoints: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They look related at the subsystem level, but not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a more general and concrete failure mode (`early_initialization` corrupting linear-attention layers and causing shape/runtime errors), which could subsume narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative for the cluster: it names the likely faulty code path and the observable corruption/error more precisely than the Qwen3.5-specific crash report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). That is not enough to treat them as the same underlying bug or 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": 1, + "component_count": 34, + "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-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": "25333403d6d1f5912783d38d1e54ccd23e87ccddebaba8b8ba3853772c7c596e", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Almost all pairs are false positives from broad topical similarity; only the two fixed_cross_entropy PRs are true duplicates of the same loss-kwargs change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest canonical representative: it is issue-linked, directly targets the loss utility bug, and its diff clearly implements the fix with the intended kwargs plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best standalone representative of the cluster because it has an explicit issue target, a focused code change in a single file, and the clearest bug-fix intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: one adds VideoPrism support, the other adds an executorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: Mistral tokenizer methods vs adding the MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: tokenizer methods for Mistral common vs executorch export testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-loading robustness work is not the same underlying change as adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs handling is a different bug from Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape testing does not match the Mistral4 test-fix PR." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export tests are unrelated to MobileLLM model implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-resolution-order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is not the same as Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill content do not fix the same code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor and Mistral4 test fixes are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm rename across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat response parsing updates address different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution-order changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with the model-creation skill PR beyond generic model-work context." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation is not the same underlying change as the model-creation skill draft." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are two variants of the same fixed_cross_entropy fix in the same file, both adding support for cross_entropy kwargs and tied to the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of PR 43251 is supported by its explicit issue link and focused single-file loss-utils change. The only accepted soft-edge pair, 43251 vs 43254, is clearly the same cross-entropy kwargs fix in the same file and tied to the same issue. The rejected pairs are appropriately framed as topical similarity rather than the same bugfix, with no evident overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "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-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "cd069f6d78304c15e2af969d160abaab50ecc2797cb6afbc6138f6ea8af9b187", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs: one is the base VibeVoice implementation, one is a separate VibeVoice Realtime extension, and one is an unrelated Parakeet-RNNT addition. The only reasonable cluster representative is the original VibeVoice PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the core VibeVoice implementation and the most central, non-draft representative of the VibeVoice work; the other VibeVoice PR is a later realtime extension, and the Parakeet PR is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "#40546 best represents the cluster because it introduces the base VibeVoice model support and has the strongest discussion/activity signal; the other PRs are either a separate feature branch or a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Same model family, but not the same concrete change: #40546 adds the base VibeVoice implementation, while #42781 adds VibeVoice Realtime with additional acoustic-tokenizer and generation changes. These are related follow-ups, not duplicates." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different code paths: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registration files are incidental and not enough to treat them 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": 3, + "component_count": 34, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "07b9637d4418e440b7be0626e20eeb7adbe43a1c22f7b20794480b35c8060d37", + "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 appear to be duplicates or merge candidates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different code paths, different models, and different user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global representative of the other; they are separate feature PRs with no shared underlying bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model areas and different functionality (TimesFM forecasting with covariates vs. DINOv3 image classification). Shared docs/tests patterns are incidental, not evidence of the same fix or feature." + } + ] + }, + "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": 34, + "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": 34, + "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-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": "b29e35cccf4334520e78f85d179e663a0a86fcdc720d180c72ac15e44e77f237", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-addition changes for different architectures (DeepSeekOCR, Isaac, Kimi2-6). They share repository plumbing and doc/auto-registration patterns, but not the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduping: each PR introduces a different model with its own files, configs, processors, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the best cluster representative only in the sense that it is the most mature/active of the three, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeekOCR vs Isaac. Overlapping auto-registration/docs are generic scaffolding, not the same concrete change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. Shared Hugging Face model-addition boilerplate does not indicate one underlying bug or feature." + } + ] + }, + "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": 34, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "a2ad96f46e00d492fe7947559a4f6b1835571e5a9a4ce6dfde07fb3814397e1b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate workflow dependency-upgrade PRs, not duplicates: one targets core GitHub Actions runtime compatibility, the other updates Docker build actions in CI image workflows.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more central GitHub Actions compatibility upgrade, touching many workflow files and core actions like checkout/cache/upload-artifact.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of this cluster because it is the wider platform-level Actions upgrade; PR 42976 is a narrower Docker build-action bump and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are CI dependency upgrades, but they change different action families and different code paths: general workflow actions vs docker/build-push-action. They could not plausibly be merged as one concrete 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": 7, + "component_count": 34, + "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-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": "732625bf06750cb585985e0739a839ad9b315174bfc5ec5d2c849c92187a397e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are distinct model-addition pull requests (ViT NEPA, Molmo, Molmo2, and CTSM). They share only broad repository plumbing like docs, auto-mapping, and model registration, not the same underlying bug or code-path change, so none of the soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the set, 43451 (Molmo2) is the most comprehensive implementation surface, but it is still a separate model addition rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the broadest and most mature PR in the cluster, with model, processor, video, conversion, and test coverage, so it is the best representative if a single PR must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared files are generic docs/auto-registration plumbing, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is limited to shared framework registration files, not a single concrete fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. They touch the same subsystem only at a high level, but not the same code-path problem." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different implementations; shared repo plumbing does not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. The overlap in registration/docs is incidental and not a duplicate signal." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different code paths and files; they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "e72cd943ea04da67ce7bdacccf1aaac7cd807bc0b6750a7fddfb44c7c218eb0f", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they span unrelated areas (Whisper tokenization/tests, synthetic test failures in CLIP/ViT, FP8 dequantization, and generation watermarking validation). The only commonality is that they are all bug-fix style PRs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46380 is the best representative of the cluster because it fixes a concrete runtime validation bug in generation config handling and includes broader test coverage than the others, which are either unrelated or clearly test-only.", + "best_issue_reason": null, + "best_pr_reason": "PR #46380 is the strongest standalone PR: it addresses a specific code-path problem (watermarking_config dict handling during validation) and has the clearest user-facing impact among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs. inserted failing asserts in CLIP/ViT tests; different models, different behavior, no shared bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic vs. FP8 dequantization/padding and model loading; unrelated code paths and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization changes vs. generation watermarking validation; both are transformer fixes but not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Synthetic test failures in CLIP/ViT are unrelated to FP8 kernel/dequantization changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-only assertions in CLIP/ViT do not match the watermarking_config validation bug in generation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization/padding fix and generation watermarking validation fix are distinct subsystems with different concrete bugs." + } + ] + }, + "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": 34, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "07e92e2030907ef9c61d9ba854b2050a1e777edbb76331ca8f26058f5fe16ded", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: they share only one test file, but the substantive changes are unrelated. PR 43488 is a setup/dependency/version tweak, while PR 43532 is workflow and testing-infrastructure churn.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43488 is the cleaner representative artifact if one must be chosen: it is narrowly scoped to setup/version and pytest dependency changes, unlike PR 43532 which spans workflows, testing utilities, and a test file.", + "best_issue_reason": null, + "best_pr_reason": "PR 43488 is the better standalone PR in this cluster because it has a focused, self-contained change set and a clear purpose; PR 43532 is broader and mixes unrelated CI/workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the overlap is incidental. 43488 changes setup.py, dependency tables, and a vit test; 43532 changes GitHub workflows plus testing utilities and one test file. They do not fix the same concrete code-path problem 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": 10, + "component_count": 34, + "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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "befbddf8eccc7c4a4bebb019f87ef8ff76cc79ec2fa5ffc5a17426a2b2ecfe2d", + "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": "The two PRs are closely related infrastructure additions, but they implement different pipelines for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share framework/docs scaffolding, but not the same concrete change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the stronger representative because it has the broader implementation footprint, more model integrations, and more test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the best standalone PR in this cluster since it appears more complete and covers a larger set of related model/pipeline updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. Shared docs/pipeline boilerplate is not enough to treat them 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": 11, + "component_count": 34, + "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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "9c075ace17a7d9cb31f85d216bcaee5988c0621a71f66b2c3a532fe5a839c87f", + "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": "Both PRs touch `src/transformers/trainer.py` and add custom-trainer extension points, but they address different behaviors: gradient-accumulation loss scaling vs. signature-based column filtering. They are not the same underlying change.", + "confidence": 0.91, + "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 trainer code paths and different goals: PR 43651 changes loss normalization in `training_step`, while PR 43663 adds `_get_signature_columns` for data column filtering. They are related only by being extension hooks in the same file, not the same bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "b6438405d02d812b6bd353d9fa03c0ac69e04fcfe2cbbba56da2f0d35e1c8927", + "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 open PRs touch the same CLI file, but they address different TypeAdapter/typing failure modes, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43656 fixes a broader annotation/runtime NameError path in the CLI, while 43842 fixes a separate pydantic-optional import/type-hint issue in the same module.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the better representative of the cluster because it addresses the more general CLI typing/runtime compatibility problem and has the more substantial fix; 43842 is a distinct narrower follow-up, not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: both modify src/transformers/cli/serve.py, but they fix different underlying bugs. 43656 targets a TypeAdapter-related NameError caused by annotation evaluation/forward refs, while 43842 adds a guarded TypeAdapter import and quotes the annotation to handle the case where pydantic is not installed. Same file, different root cause and change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "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:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44098|pull_request:44101", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "14e20b0aeff73c27600221af79f4db67d1007dac321816441ddeef6e3ed01aae", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of independent model-by-model refactors to the new output-capturing/decorator interface. The only clear duplicate-style overlaps are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J variants that touch the same GPT-J code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44066 is the strongest representative: it has an explicit issue link, cleanly targets the GPT-J/CodeGen output-tracing refactor, and is broader than the narrower GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "PR #44066 is the best overall representative because it is explicitly tied to the tracking issue and covers the same standardized output-tracing change with the clearest context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different forward paths; both are output-tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations; shared issue target is not enough to make these duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; these look like duplicate variants of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different architectures and files; this is the same refactor theme, not the same underlying bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model code paths; both are standardized tracing refactors, but not the same PR-worthy change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet: different models, different code paths, and not mergeable as one fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations; same issue link does not imply duplication." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different output-tracing behavior; not the same concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same general refactor pattern, but not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same modeling file and appear to fix the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and different files; the overlap is only in the refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; these are separate model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; not the same code-path problem." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; shared issue target would not make them duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model implementations and different fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same refactor style, but not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models with different output logic." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different concrete refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen are different code paths and not mergeable into one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different implementations; not the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; they only resemble each other at the refactor pattern level." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different implementations and not the same fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and ViLT are different model-specific output-tracing refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing work on the same affected code path; these are duplicate variants of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing change in the same file, so they look like duplicate implementations of the same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and ViLT are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different models and different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 do not share the same underlying code-path change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different models and different fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and ViLT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models and fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are model-specific output-tracing refactors, and the only clearly overlapping clusters are the GPT-Neo pair and the GPT-J/CodeGen variants that share the same GPT-J code path. The accepted soft-edge pairs are conservative enough, and the false pairs are reasonably rejected as different model/code paths rather than the same mergeable bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "f3ab3b81e035fb335e7662dd1c4281716cc1ca48aaf166aae8cb6179fd2e8090", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 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 refactors to standardized output tracing / capture_outputs, but they do not appear to be duplicates of each other; each one targets a different model implementation and code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest anchor for the cluster because it has the clearest concrete scope and an explicit issue target, making it the most traceable representative of this refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best overall representative: it is well-scoped, explicitly linked to an issue, and clearly shows the standardized output capture migration in a concrete model path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models (FocalNet vs ImageGPT) and separate forward paths; they share a refactor pattern, not the same underlying bug or change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model implementations; both migrate output tracing, but they are independent code changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different encoder/attention stacks; this is the same modernization theme, not a single fix that could be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model-specific refactors with distinct code paths, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures and files; the similarity is only the shared output-capture migration pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 target different model internals and do not look like the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "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-43998-14", + "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", + "pull_request:46438" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request: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", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "61a532f1798eb4553a6959b16cc3cca63158678d656e7d6a747da4411fbbf675", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43572, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43572, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of independent, model-specific output-tracing refactors plus one unrelated modular-conversion performance PR; 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This looks like iterative feature evolution, not the same concrete change set." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": false, + "reason": "These are in the same n-to-1 fusion line, but #46339 is a further refinement of the KernelConfig path rather than the same fix. The overlap is thematic, 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": 18, + "component_count": 34, + "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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ad5b7b974127af1ac58805b9954b7eff5870d1708395d5ddc5faa2ea8bff0dff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same AttributeError in `_patch_mistral_regex` for Mistral regex patching and make the same code-path change in `tokenization_utils_tokenizers.py`; 45317 adds test coverage, so it is the better canonical PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it changes the same Mistral pre-tokenizer AttributeError path and includes tests, making it the best representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best represents the cluster because it addresses the same concrete bug as 45086 but is more complete and verifiable thanks to added tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in `_patch_mistral_regex`; the second PR is essentially the first fix plus tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "f065779885911f5876220b1a37e5b0d839fc1b48fafdf45954507aaff3ba99f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH work items, but they are not duplicates: one is a focused refactor to make `nemotron_h` inherit GraniteMoeHybrid-style mappings, while the other splits NemotronH into new `dense` and `sparse` model families with docs/tests updates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45115 is the tighter, more central refactor around `nemotron_h` model inheritance and checkpoint conversion mapping; it best represents the core architecture change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the broader umbrella change, adding the new NemotronHDense/NemotronHSparse packages, auto-mapping updates, docs, and tests, so it is the strongest representative PR for the overall cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH code, but the underlying changes differ: #45115 is a conversion/refactor for `nemotron_h` inheritance and weight mapping, while #45569 introduces separate dense/sparse model variants and documentation. Not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 34, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "3de0e6fd4c88346f1ec5586ed67ff4a76234f561d432b3d74d1fc42c34773f1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related feature work for heterogeneous per-layer support, but they are not duplicates: one is config-only while the other is a broader model/runtime implementation that appears to build on the same feature area.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45332 is the broader umbrella PR: it spans config, modeling, cache, masking, and tests, so it is the more representative and complete change for the heterogeneous support effort.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the best cluster representative because it covers the larger end-to-end code path, whereas pull_request:45333 is narrower and focused on per-layer config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related, but not the same concrete change. 45333 is specifically per-layer configuration support, while 45332 is a broader heterogeneous model/runtime PR that only overlaps partially and would not plausibly be merged as a single duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 34, + "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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "464b0b9f7f1ed0cc6a2da261c4bf3d1ee2a4c944130c7e7b3a0af50e4e453f7d", + "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": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking pass, while #45425 adds specific typing protocols/helpers around modeling_utils and PEFT integration. They overlap in a few files, but the underlying work is distinct.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella typing pass and is the better cluster anchor if one PR must represent the group.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the most representative of the shared theme because it covers the widest set of typing-related edits across transformers code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing cleanup and a few overlapping files do not make these the same concrete change; #45415 is a broad type-checking sweep, while #45425 focuses on adding typing support for specific modeling/PEFT interfaces." + } + ] + }, + "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": 34, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "99039affb712bfb8dc6f0c18b39118178a23be63c05fe5f45554d346be360651", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs look superficially similar because both adjust cached-forward logic for seq_len > 1, but they target different model families and different code paths. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 45513 fixes Qwen3.5/Olmo hybrid cached multi-token forward behavior, while PR 46084 fixes Mamba2 use_cache handling for seq_len > 1; they are distinct bugs in different implementations.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global duplicate representative here because the fixes are architecture-specific and not mergeable into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs and code paths: 45513 changes cached multi-token forward in Qwen3.5/Olmo hybrid linear attention, while 46084 changes Mamba2 CUDA-kernel cache handling for seq_len > 1. Similar pattern, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "0e3bfa0b20b296747788d4ae1f96ff061e338e716f324b4a54d986e8f3032b2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (expert parallel loading), but they fix different concrete bugs in different distributed code paths: one targets DeepSpeed ZeRO-3/accelerate config handling, the other FSDP2 expert parameters being overwritten after load. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the better representative of the broader EP-loading class because it addresses the actual parameter-loading path across multiple modules and fixes the overwrite behavior directly, whereas #45548 is narrower and backend-specific to config serialization/EP detection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and code paths: #45548 fixes distributed_config serialization and an EP flag for DeepSpeed ZeRO-3/accelerate loading, while #45662 fixes post-load sharding/wrapping so FSDP2 experts are not overwritten by rank-0 broadcast. Same subsystem, 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": 24, + "component_count": 34, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "0dc5c6de84de0b916e5eda98778c80c03d5525729d74c835a78844be56aba154", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision around captured_info artifacts in testing_utils; #45645 is a broader superset that also updates CI log collection, but the core bugfix overlaps with #45639.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it covers the same captured_info xdist-safe fix and also includes the CI-side handling needed to read multiple worker outputs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative because it addresses the core collision plus the downstream log-consumption path, making it the more complete fix for the shared issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; #45645 extends the same change set with workflow log aggregation, so they are 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": 25, + "component_count": 34, + "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-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "b7c8b9cde6398b4481f98a96cfb272a7f71a45f47ecac57ae6991ca97f83bea1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains three unrelated PRs: one auto-model registration fix for GLM ASR, one RecurrentGemma SDPA dispatch update, and one BLIP-2/InstructBLIP/InstructBLIPVideo SDPA dispatch update. The latter two are thematically similar but target different model code paths and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the most self-contained representative of the cluster: it makes a concrete RecurrentGemma attn_implementation dispatch change with supporting mapping/docs/tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the best representative PR overall because it contains a focused model-specific implementation change plus test and mapping updates, making it the clearest exemplar of the cluster's general theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: GLM ASR auto-class registration versus RecurrentGemma SDPA dispatch support. They touch unrelated model paths and are not the same underlying bug/change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both concern SDPA dispatch, but for different model families and code paths (RecurrentGemma vs BLIP-2/InstructBLIP). They are similar refactors, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 34, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "e1985a15e69f88bbdec7129b1cac896dc4df3457951a03c7807bdc6718d171df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both linter-rule implementations, but they target different rules and different code paths: TRF003 for model forward return-dict/tuple handling, and TRF018 for image/video processor boolean flags. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules, different affected subsystems, and different behavioral changes. Shared files are incidental overlap across modeling modules, not evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 34, + "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": 34, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "f1dcb7876c3fa7efe72f0f9ee2b90727f13b946afbb5ee063739e698fb21629c", + "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 pull requests are not duplicates: one is a broad real code/config change, the other is an intentionally failing test-migration PR. They do not fix the same underlying issue or change the same code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the better canonical representative because it contains the substantive production/workflow changes across model code and CI secrets, whereas PR 46100 is just a test file with deliberate failures.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best overall representative of the cluster since it reflects an actual functional change; PR 46100 is clearly a non-production/test-only placeholder and not suitable as the cluster exemplar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs are unrelated. 45932 changes CI secrets and multiple model implementations, while 46100 only adds intentionally failing tests in ViT; they do not address the same bug or merge into one coherent fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "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-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": "100834789e77d271a58d0f5a94a487f9f2d82cc71743de9c24edab4057c61582", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are related by the same general feature request\u2014adding SDPA attention dispatch\u2014but they target different model implementations and distinct code paths, so they should not be deduplicated together.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest representative of the cluster: it covers multiple model families (SeamlessM4T/v2 and wav2vec2_conformer/bert) and includes the most substantial implementation surface for the shared SDPA dispatch theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the best cluster representative because it is the most comprehensive of the three and most clearly showcases the recurring SDPA support pattern across models, while the others are narrower single-model variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch, but for different model code paths (CTRL vs T5). They are similar feature ports, not the same underlying bug or a single mergeable PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These target different model families and different attention implementations. The overlap is only at the high-level SDPA feature theme, not the concrete fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are SDPA support PRs, but they modify different architectures and test/documentation surfaces. They are not the same change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 34, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "c7018d9ccac8c1b9d7b7c14a9a603fe0275a4c07a7d259f3650b58cb686216b6", + "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": "The two PRs overlap in distributed files, but they are not the same underlying change: #46126 is a focused EP + Trainer integration feature, while #46269 is a much broader distributed branch/base refactor spanning FSDP, tensor parallel, MoE, and integration plumbing. The soft duplicate edge should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR must be chosen, #46269 is the broader umbrella change and is more central to the shared distributed infrastructure, whereas #46126 is a narrower follow-on feature.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the stronger standalone representative of the cluster because it spans the larger distributed-system groundwork; #46126 is more specialized and depends on that broader context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames alone are not enough here: #46126 adds EP/Trainer integration around router parallelism, while #46269 is a broad distributed branch base touching many unrelated subsystems. They do not look mergeable as one PR or the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 34, + "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-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "85d180585a92e4d80295f5d0cd50a2d8a60d5905470a72bcc57617c3558503d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs touching different workflow files and different operational concerns, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46432 is the more concrete and security-oriented workflow hardening change, with a pinned download and environment cleanup; 46138 is a separate stdin-plumbing update in another workflow.", + "best_issue_reason": null, + "best_pr_reason": "PR 46432 is the clearest representative of the cluster only in the sense of having the stronger, more explicit change set, but it is not the same change as 46138.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows, different filenames, and different purposes: stdin handling for self-comment CI vs pinned download and secret scrubbing for ssh-runner. They do not fix 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": 32, + "component_count": 34, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "df1760c825335c16f997fba52f4bd29b636990316c7c2d112dcec11013e9e98d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar because both remove ad hoc file-open source reading, but they target different code paths and problems: one fixes source resolution in import_utils, the other changes a heuristic in modeling_utils. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical PR if one must be chosen: it has a narrower, explicit fix in _can_set_*_implementation with a matching test update, making the change scope clearer than the broader source-resolution refactor in PR 46152.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone candidate because it targets a single concrete behavior change and includes tests; PR 46152 is also valid but addresses a different subsystem and a more infrastructural helper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace file-open source reading, but they fix different mechanisms in different modules: import_utils source traversal vs modeling_utils attention-implementation detection. They do not appear to be the same bug or the same mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "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-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368" + ], + "prepared_review_unit_hash": "6a2be0f8d5761b093e814d1df351773cdeaff29193f6971d2b9ff8dda6faef05", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5961, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5961, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate test-related PRs for different models. The two quant-cache skip PRs are only superficially similar; they target different model-specific cache implementations and are not the same underlying fix. The Cohere2Moe PR is a distinct configuration change for a device-map test failure.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46337 is the most concrete and representative fix: it adjusts Cohere2Moe test settings to avoid an hf_device_map/offload failure by changing model test parameters and split thresholds.", + "best_issue_reason": null, + "best_pr_reason": "PR 46337 is the strongest standalone change in the cluster and the only one fixing a specific runtime/test failure rather than skipping a test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different cache paths; one fixes Cohere2Moe device-map test setup, the other skips a NemotronH quant-cache test. Not the same underlying bug." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different models and unrelated failures. Cohere2Moe changes test configuration for device placement, while DeepSeek V4 only skips a quant-cache test." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip quant-cache tests, but for different model-specific cache implementations and failure modes. Similar pattern, not a shared concrete 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": 34, + "component_count": 34, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "7e35fde77b7bce65c094b0b2c5cb67e427dd98bbef0285c4ebbaa6ba3cbdeb34", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. There is no duplicate or mergeable overlap.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are different feature areas with no shared concrete code-path or implementation target.", + "best_issue_reason": null, + "best_pr_reason": "46417 is the more self-contained, complete feature PR; 46376 is a draft infrastructure change in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different domains and code paths: continuous batching/multimodal cache changes vs a new HunYuan VL model implementation; not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/manifest.json b/snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5cfbc9c14f9c3c6a4db7a904d1a9c30bdbbf9a13 --- /dev/null +++ b/snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260607t000022z", + "artifacts": { + "hybrid": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-07T00:02:39Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260607T000022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260607T000022Z/manifest.json b/snapshots/20260607T000022Z/manifest.json index 844f8b867de662c030cefadc6d0b1e429ddca300..06232646c9e9e28948373977b1a8ab0f7571339c 100644 --- a/snapshots/20260607T000022Z/manifest.json +++ b/snapshots/20260607T000022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 27 }, "extracted_at": "2026-06-07T00:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260607t000022z", + "runs": { + "hybrid-model-20260607t000022z": { + "analysis_id": "hybrid-model-20260607t000022z", + "artifacts": { + "hybrid": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/manifest.json", + "model": null, + "published_at": "2026-06-07T00:02:39Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260607T000022Z", "watermark": {