diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 69e932252beb6c7eb7d0a4c156c222110fceffa4..4ebc0a3c52ce8deedda0d7c2461593563c66b1ed 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": "20260501T113108Z", - "generated_at": "2026-05-01T11:39:25Z", + "snapshot_id": "20260501T114022Z", + "generated_at": "2026-05-01T11:41:30Z", "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 0cc1643dbac0f74eb3c76a621b875ca9b1710b0a..e4aeda9e04636ffb67a81749c041b21ef9c4cdb2 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": "20260501T113108Z", - "generated_at": "2026-05-01T11:39:25Z", + "snapshot_id": "20260501T114022Z", + "generated_at": "2026-05-01T11:41:30Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "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": [ @@ -84,8 +84,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -597,8 +597,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -933,8 +933,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -1289,8 +1289,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -1608,8 +1608,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -1913,8 +1913,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -2270,8 +2270,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -2605,8 +2605,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -2920,8 +2920,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -3245,8 +3245,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -3578,8 +3578,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -3918,8 +3918,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -4225,8 +4225,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -4529,8 +4529,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -4826,8 +4826,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -5103,8 +5103,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -5431,8 +5431,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -5724,8 +5724,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -6071,8 +6071,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -6397,8 +6397,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -6680,8 +6680,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -7000,8 +7000,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -7316,8 +7316,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -7649,8 +7649,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -7961,8 +7961,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -8272,8 +8272,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -8556,8 +8556,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -8868,8 +8868,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -9187,8 +9187,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -9499,8 +9499,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -9796,8 +9796,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -10108,8 +10108,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -10406,8 +10406,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -10735,8 +10735,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -11047,8 +11047,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -11411,8 +11411,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -11746,8 +11746,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -12072,8 +12072,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -12383,8 +12383,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -12751,8 +12751,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -13112,8 +13112,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -13431,8 +13431,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -13813,8 +13813,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -14238,8 +14238,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -14428,8 +14428,8 @@ "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": [ @@ -14491,8 +14491,8 @@ "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-27088-4", "nodes": [ @@ -14594,8 +14594,8 @@ "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-36817-14", "nodes": [ @@ -14846,8 +14846,8 @@ "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-37934-6", "nodes": [ @@ -14962,8 +14962,8 @@ "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": [ @@ -15025,8 +15025,8 @@ "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": [ @@ -15088,8 +15088,8 @@ "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": [ @@ -15151,8 +15151,8 @@ "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": [ @@ -15251,8 +15251,8 @@ "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": [ @@ -15376,8 +15376,8 @@ "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": [ @@ -15496,8 +15496,8 @@ "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": [ @@ -15559,8 +15559,8 @@ "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-39895-12", "nodes": [ @@ -15754,8 +15754,8 @@ "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-40546-2", "nodes": [ @@ -15817,8 +15817,8 @@ "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": [ @@ -15943,8 +15943,8 @@ "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-41797-2", "nodes": [ @@ -16006,8 +16006,8 @@ "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": [ @@ -16069,8 +16069,8 @@ "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-42978-5", "nodes": [ @@ -16177,8 +16177,8 @@ "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-43291-3", "nodes": [ @@ -16255,8 +16255,8 @@ "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-43488-3", "nodes": [ @@ -16333,8 +16333,8 @@ "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": [ @@ -16396,8 +16396,8 @@ "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": [ @@ -16459,8 +16459,8 @@ "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-43656-3", "nodes": [ @@ -16599,8 +16599,8 @@ "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": [ @@ -17037,8 +17037,8 @@ "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": [ @@ -17141,8 +17141,8 @@ "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-43998-13", "nodes": [ @@ -17509,8 +17509,8 @@ "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-44662-3", "nodes": [ @@ -17587,8 +17587,8 @@ "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-44979-2", "nodes": [ @@ -17650,8 +17650,8 @@ "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-45086-2", "nodes": [ @@ -17713,8 +17713,8 @@ "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-45115-2", "nodes": [ @@ -17776,8 +17776,8 @@ "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-45332-2", "nodes": [ @@ -17839,8 +17839,8 @@ "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-45415-2", "nodes": [ @@ -17902,8 +17902,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + 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evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..e4aeda9e04636ffb67a81749c041b21ef9c4cdb2 --- /dev/null +++ b/snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18150 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260501T114022Z", + "generated_at": "2026-05-01T11:41:30Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 14, + "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": "b2b4497bbd41fdc39c6dab4d9500b9944ca443294a6d925e643ce74d380dfdb1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are not true duplicates: one is about Tapas tokenization parity, one about a private-model auth/download error message, and one about failing to load bert-base-uncased. The only plausible commonality is model-loading/download friction, but the concrete failures differ.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #16618 is the broadest and most central model-loading failure in this set, with the most discussion, so it is the best representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 best captures the cluster\u2019s general theme of model loading problems and is the most likely target for cross-references or triage, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization parity with TensorFlow is a different code-path problem from failing to load bert-base-uncased; same library area, but not the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is a bad error message when downloading a private model without login, the other is a model load failure for a specific public model; related subsystem, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:41762|issue:43638", + "issue:43039|issue:44918", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:43792|issue:45070", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "58b88e8edbc20920314b52a9d588e47a1c6da9ebae85ea7ad4c827ee5186d42f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47117, + "estimated_input_tokens": 11780, + "estimated_eval_tokens": 23816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; the only clear duplicate edge is the ZeRO-3/BertModel index-0 failure pair. Most other high-similarity pairs are superficial symptom matches across different models, backends, or code paths.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43596 is the clearest representative of the shared ZeRO-3/BertModel empty-index failure; issue:43638 appears to be the same bug with a slightly different repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best canonical issue for this set because it most directly captures the recurring ZeRO-3/BertModel index-0 bug and is the cleanest duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated backend issues: AMD GPU failure vs MPS Int histogram op missing." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failure modes; dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is a different bug than the AMD GPU startup failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: GPU/backend crash vs invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and distinct runtime errors." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error vs FP8 config load failure; different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different problem areas: export tooling vs auto device-mapping assert." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed v5 references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same broad index-error theme, but the specific repros and code paths differ too much." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/Bert empty-index failure vs a generic mask/tensor shape mismatch; not clearly the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/index shape error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different training/runtime paths and different underlying failures." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug is unrelated to the index/mask error." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset handling is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is a Bert empty-index crash." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BertModel index-0 empty-tensor failure; 43638 is effectively a rephrased report of the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA save/load mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy path is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/load inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is a different failure than the generic mask/index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the underlying runtime errors and repros differ." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing issue is unrelated to the trainer signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and unrelated failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and distinct bugs: dtype mismatch vs invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Sliding-window config issue in vLLM is unrelated to the tokenizer regex patch crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS TP failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP recompute mismatch and Qwen3 auto device-map cuda assert are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and different failures: dtype mismatch vs MPS unsupported op." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model families and code paths; tracing grouped_mm vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are Qwen/Phi-family runtime errors, but the concrete bugs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy call and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer API signature change are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel behavior has no clear relation to the mask/index mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3/index errors, but they involve different models and are not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions: return_all_scores wording vs removed run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption is not the same as an implementation failing to load checkpoints." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross_entropy issue and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading failure and corrupted checkpoint are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different index/mask shape errors and different repro contexts." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model families and concrete failures differ." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic config-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but one is a crash in transformers chat and the other is a streaming API failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight tying and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 and an MPS Int op limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing error and MPS histogram support issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime failures on different models; grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to the Gemma3 sliding_window_pattern regression." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template compilation error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they arise in different model/loading paths and are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The canonical choice of issue:43596 over issue:43638 is supported by the near-duplicate DeepSpeed ZeRO-3/Bert index-0 titles, and the rest of the soft-edge rejections are cautious given the clearly different models/backends/code paths in the packet. I did not see any overstated duplicate claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403", + "issue:41553|issue:43883" + ], + "prepared_review_unit_hash": "fde77ef4f8b30eb45cf3dcdbe180c100d5b5d6768139f94378d616a0b888d7e4", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37182, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers bug reports; the only clear duplicate cluster is the 5.x non-persistent buffer corruption regression.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43950 is the clearest root report for the non-persistent-buffer regression, and it matches the duplicate phrasing in issue:43644 and issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it names the concrete 5.x regression most directly and is the most likely anchor for duplicate consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: vLLM/PaddleOCR-VL load failure vs GGUF architecture support request." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated config regression vs pydantic-model field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different failure modes: int4 OOM vs tied-weights handling on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing error is not the same as GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both mention dtype/runtime issues, but the models and code paths differ completely." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights constructor-arg breakage is separate from the PretrainedConfig/pydantic field issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Architecture support for GPT-OSS GGUF is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is not the same as the pydantic PretrainedConfig regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3TextConfig sliding_window_pattern error and MobileLLM key error are distinct model-loading bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is embedding degradation and the other is bad AutoModel/pipeline outputs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero3 index error are different tensor/indexing failures." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different concrete bugs: torch tracing grouped_mm vs missing Float8 storage type." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-quality reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but the titles point to different root causes; not enough to treat as the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is separate from Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight assertion and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "LM head tying bug in Mistral3 is not the same as translation-model tied-weights issues in v5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model init regression is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5. models issue is unrelated to tied-weights handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different model-specific bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer behavior and documentation cleanup are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure is separate from flash-attn fallback selection." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and removed CLI docs are unrelated documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method are different model/trainer bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: 5.x non-persistent buffers being filled with junk/corrupted." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying bug: non-persistent buffers are corrupted during from_pretrained in 5.x." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 model runtime error and GraniteMoEHybrid invalid method are not the same code path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs/example breakage is unrelated to SigLIP2 embedding quality complaints." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different symptoms and causes: autocast dtype mismatch vs RLHF NaN explosion from 3D position_ids." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are not the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the 43950/43644/44534 non-persistent-buffer regression is the only clearly supported duplicate cluster, and the other soft-edge pairs are rejected conservatively based on distinct titles and failure modes. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43881|issue:43883", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43975|issue:45237", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:43975|issue:44451", + "issue:43824|issue:43872", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "11f28d0b049e4573edceb8668e99113b61d89c2d7312deff7110ef4b58f7d619", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37864, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive thematic matches: the cluster spans many unrelated model-loading, quantization, tokenizer, and docs issues. Only the v5 docs cleanup pair looks like a true duplicate; the rest are too model- or code-path-specific to merge safely.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set ('recent transformers versions break models using remote_code') and is the best representative of the shared regression theme, though the cluster is still quite heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable anchor issue because it is open, broad, and centrally covers the main compatibility-regression pattern seen across several items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: CustomTrainer loss signature mismatch vs Gemma3 ZeRO-3 loading IndexError." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are low-level dtype/storage errors, but they point to different incompatibilities (_is_hf_initialized vs missing Float8 storage) and different code paths." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality complaint vs tokenizer/version-induced tokenization change; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is embedding quality regression; insufficient evidence of one root cause." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Voxtral tokenizer error vs glm-4v-9b load failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/perf, but one is gradient checkpointing with LoRA and the other is int4 quantization CUDA reserved memory; different bugs." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is general embedding degradation and the other is HF-vs-JAX implementation discrepancy; not clearly the same fix." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loading noise/logging issue vs a hard model loading failure for ScandiBERT." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and code paths: glm-4v-9b loading failure vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization regression vs flash_attn import key error on Python 3.13; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code/config loading, but one is missing fields in AutoConfig and the other is a broad recent-version breakage report; not the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is excessive noise/logging and the other is a specific tokenizer/model load failure." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug vs AMD GPU model execution issue; different subsystems." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/Qwen3.5 LoRA, but one is a cross-version incompatibility and the other is a warning about tie_word_embeddings; different problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FP8 load failure are different model/config regressions." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight_only error vs GLM5 issue." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "DeepSeek tokenizer regression vs inability to load ScandiBERT; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2_5_VL class vs bitsandbytes Int8Params constructor mismatch; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-template registration bug in add-new-model-like vs remote_code loading regressions; different code paths." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regression vs Kimi-K2.5 tokenizer codec regression; different concrete issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup after v5 pipeline removals: both report stale documentation still referencing removed pipeline tasks." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn fallback blocked by checks; different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model run failure vs generic fbank feature-extraction issue; possible relation, but not enough evidence of the same root bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers; unrelated loader regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue vs Ovis2 checkpoint corruption; different models and failures." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error while loading vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE ZeRO-3/FP8 load failure is a specific model/config issue, not the broader remote_code regression." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but different models and failure modes." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Model-specific loading key error vs general remote_code regression; different scopes and causes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 language_model load failure; similar theme but not enough evidence of one bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch vs init_empty_weights/_is_hf_initialized error; both adapter/loading related but different incompatibilities." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load problem vs NemotronH checkpoint loading failure; different models and issues." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE loading issue vs bitsandbytes constructor incompatibility; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral vs failure to load cjvt/sleng-bert; different models and bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s broad mix of unrelated loading/tokenizer/quantization/docs issues, and the only accepted soft-edge pair (issue:43827 with issue:44509) is well-supported by the titles as docs cleanup around removed pipeline tasks. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45685" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43824|issue:43957", + "issue:43950|issue:45325", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:36010|issue:42915", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "95afaa823216ad8348eb215623944f26ff0380adc8dbd3d4b5c75d500639e9e5", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37222, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose similarity set of unrelated transformer bugs; none of the soft pairs look like the same underlying issue strongly enough to merge. The clearest duplicate-looking subgroup is the Transformers v5 non-persistent-buffer regression, centered around issue 44534.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44534 is the most canonical representative of the shared regression theme: it is concise, broadly phrased, and matches the closely related non-persistent-buffer loading reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the best issue anchor because it captures the broadest version of the recurring Transformers v5 buffer-loading regression without overfitting to one model or workaround.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention AttributeError on s_aux=None." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is about MOE weight conversion during loading and the other about gradient averaging with model_accepts_loss_kwargs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated bugs: a trainer API signature change versus a mask/tensor shape mismatch." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error text pattern, but the reports do not establish the same code path or root cause." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Completely different areas: bitsandbytes init incompatibility vs CLIPTokenizer model_max_length." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Related video/model families, but the concrete failures differ and do not clearly share one fixable code path." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading bugs: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "No common underlying bug: DeepSpeed training weight shape error vs image processor void-segmentation-map handling." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF architecture support request vs a dtype mismatch in Phi-tiny-MoE under autocast." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both mention incorrect inference behavior, but one is an AudioFlamingo3 batching leak and the other is Whisper empty-transcription generation." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "No match: GGUF gpt-oss support request vs a Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile+SDPA crash in Bamba vs Qwen3.5 flash-attention illegal memory access from position_ids handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Both are model-specific regressions, but one is a video StopIteration issue and the other is an MPS histogram Int implementation error in MOE." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Closely related 5.x custom-model initialization regressions, but not the same concrete failure mode." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different load/import failures: missing Qwen2_5_VLForConditionalGeneration export vs meta-device loading breakage." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Shared Transformers v5 context, but one is non-persistent-buffer corruption and the other is a Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 failure vs meta-device loading regression." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF support request vs missing Float8 storage type when loading." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are video/embedding related, but the failures are different and not clearly the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No overlap beyond broad model-loading/runtime trouble; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one report is zero probabilities and the other nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Related regression family, but one is custom model initialization while the other is non-persistent buffer corruption." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different import/runtime problems: GenerationMixin import breakage vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different video/embedding issue vs generic mask-shape IndexError; no shared concrete code path." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config validation problems for different model families." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: zero-sized Bert model indexing under ZeRO-3 vs tokenizer mapping name validation." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "No shared underlying bug: ZeRO-3 index error vs tokenizer mapping validation." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory related, but one is dequantized model offload and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "These look related, but the titles are not identical enough to assert the same bug without the underlying traceback; keep separate." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is runtime zero-probability behavior and the other is documentation/example errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different compatibility issues: qwen3_moe LoRA loading across versions vs BitNet packed-weight loading with accelerate." + } + ] + }, + "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": 14, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "748fcd26268cc9a7649eca2f84597e0b5a4c9905ef075ecae50418683ed847bb", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37009, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose mixed cluster of Transformers issues, mostly about recent model-loading / generation regressions and a few version-specific architecture bugs. Only two duplicate-like pairs look strong enough to merge; the rest are similar only at a broad subsystem level.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43404 is the clearest concrete bug report in the set: a missing lm_head weight-tying regression in Mistral3ForConditionalGeneration, with issue:43454 looking like the same underlying failure on AyaVision.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43404 is the best standalone issue here: it has a specific code-path, clear user-visible failure, and a clean fix surface that can plausibly cover the related AyaVision report too.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is ZeRO-3 load failure and the other is save_pretrained visual-encoder key regression; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures on related BERT-like models, but the titles don\u2019t \u0581\u0578\u0582\u0575\u0581 a shared concrete bug or fix path." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated models and failure modes: GLM5 vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load failures; no evidence of the same underlying issue." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint step accounting and SGD argument handling are separate bugs." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both are regressions, but one is Qwen3 MoE version compatibility and the other is Gemma4 embedding resize propagation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is a device-map CUDA assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is offloading with quantization." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration bug vs compiled flex_attention / torch>=2.9 failure; different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but they affect different initialization/save workflows." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related broadly to memory, but not the same bug: Qwen3 MoE training footprint vs int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different products and failures: Qwen3.5 chat crash vs Gemma4 processor missing _tokenizer." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is packed-sequence misinterpretation on Qwen3.5 and the other is an s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE hf4.x/hf5.x compatibility is not the same as a generic resize_token_embeddings propagation bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same underlying bug class: lm_head weights not tied, causing bad generation; 43454 looks like the same issue on a different model." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same resize_token_embeddings propagation bug, with model-specific symptoms around additional embedding/output heads." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated regressions." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument mismatch are distinct loader/saver bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are load problems, but one is a tokenizer vocab mismatch and the other is an unspecified model-loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert in device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/example issues are unrelated to GLM5." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config creation and FSDP2 shared_kv_states rebuild are different model bugs." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading regressions are separate incompatibilities." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior and int4 reserved-memory growth are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes: quantization memory regression vs mmap on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash test loading vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch and Strix Halo mmap OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles alone (43404/43454 on untied lm_head weights; 45276/45335 on resize_token_embeddings propagation). The remaining rejections are generally cautious and do not overclaim shared root causes beyond broad subsystem similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44743|issue:44960", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44863|issue:45663", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:43257|issue:45663", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:43425|issue:44918" + ], + "prepared_review_unit_hash": "260c9ce7432bbc0d3e3806ec8b515f1ad87e22aa28baf7a7bc7783fafe3b2f30", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38409, + "estimated_input_tokens": 9603, + "estimated_eval_tokens": 19462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate subcluster around `resize_token_embeddings` not updating output embeddings. Most other soft pairs are related only at the subsystem level and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:45292` is the most general phrasing of the `resize_token_embeddings` bug and cleanly covers the Gemma4- and t5gemma-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative of the only strong duplicate set in the cluster because it states the shared failure mode without model-specific narrowing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading failures, but they involve different models and different failure modes." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Same broad MoE/cache area, but no evidence they describe the same recurrent-state bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the model's output embeddings / tied embedding structures." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is a permissions problem and the other is wrong module resolution." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is an eval-mode restriction." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: meta-device loading versus mmap/OOM behavior." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different problems: eval-mode checkpointing versus RLHF NaN explosion from 3D position ids." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` serialization is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` step calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash-attention `s_aux=None` crash versus Gemma4 FSDP2 shared-state rebuild." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading are separate bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same duplicate family: `resize_token_embeddings` failing to update the output/decoder embeddings." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch and model-loading failure are not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and `extra_state` save/load handling are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading bugs affecting different architectures and failure points." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as meta-device loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad; the other is a specific dtype mismatch under autocast." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline language return and tokenizer-version drift are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Video-input regression and Gemma4 FSDP2 KeyError are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue is not enough to treat this as the same bug as the Qwen3.5 cache crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL and NemotronH checkpoint loading are different failures." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformer 5 regressions around custom models, but the reported breakages are different." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 linear-attention cache crash is unrelated to template-node compilation failure." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different deprecated/changed pipeline APIs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-VL loading regressions with different symptoms and likely different causes." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 attention state handling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video regression and mask/tensor shape mismatch are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` failing on `torch_compilable_check` is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Accelerate/deepspeed conversion failure and Gemma4 FSDP2 `KeyError` are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect predictions in a model/pipeline and `ModelOutput` key assignment are different failure modes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction drift and tokenizer loading failure are not the same issue." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version compatibility and TRL embedding unpacking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: `issue:45292` is a reasonable canonical representative for the resize_token_embeddings duplicate family, and the two accepted soft edges (`45276`/`45292`, `45292`/`45335`) are conservative and well supported by the titles. The remaining soft-edge rejections stay appropriately cautious rather than overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43957", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45685" + ], + "soft_pairs": [ + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:43425|issue:45685", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:44987|issue:44991" + ], + "prepared_review_unit_hash": "3096386bb432f83b1874cdf837b0c91b74b160955fc153c82991144295a23679", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36982, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports, with a small number of Transformers v5 loading regressions. Only one soft pair looks like the same underlying bug: the gguf_file/from_pretrained loading failure.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43452 is the broadest and clearest description of the gguf_file loading regression, and it naturally covers the model-specific follow-up in 43482.", + "canonical_pr_reason": null, + "best_issue_reason": "43452 is the best representative issue for this cluster because it states the core loading failure in a generic way and can subsume narrower duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: Qwen3 MoE training memory use vs Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "BertModel/zero3 init IndexError is unrelated to torch>=2.9 flex_attention compilation." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error and template-node compile error are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing/LoRA behavior." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch version incompatibility and an MPS histogram kernel missing for Int are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict vs gguf_file/from_pretrained loading breakage." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline failure." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Generic tokenizer load failure and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "torch.device(meta) loading problems are not the same as extra_state save/from_pretrained handling." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state serialization and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both mention loading, but one is a model-load failure and the other is a specific Mistral regex patch crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on gpt-oss is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent-buffer initialization are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures on different models; no shared concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in feature extractor and _torch_extract_fbank_features() issue are distinct audio regressions." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are separate issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code field loss is unrelated to PagedAttentionCache's linear_attention group error." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading failure do not share a concrete root cause." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization are related only at a high level, not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading failures with different affected models and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same gguf_file/from_pretrained loading regression; 43482 is the model-specific manifestation of 43452." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to FineGrainedFP8Config failure in Qwen3Moe." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized-model offload failure is unrelated to gguf loading breakage." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the template-node compile issue." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config training failure and Qwen3.5 PagedAttentionCache crash are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing tied weights on Mistral3ForConditionalGeneration is not the same as device-dependent serialization inconsistency." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is mostly heterogeneous bug reports, and the only clearly same-bug soft pair is 43452/43482 around the gguf_file/from_pretrained loading regression. The other soft-edge rejections are conservative and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:45216|issue:45357", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:45084", + "issue:41553|issue:43582", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:44987|issue:45081", + "issue:43632|issue:44756", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:43296|issue:43531", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43317|issue:43856", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "dc22133b70acc0017f1619be1140e00d479f719889c090ef1fe4264244108e23", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36662, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. The only duplicate-style pair I\u2019d accept is the Qwen3.5 save_pretrained regression (45216/45357). The Qwen VL/video and Qwen2.5-VL position-id pairs are related by theme but are still distinct bugs, so they should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "Issue:45216 is the best anchor because it has the only clear duplicate-style companion in the packet (45357) and its wording is the broader checkpoint-regression report; the rest of the set is too mixed to justify a stronger canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45216 is the most suitable representative issue overall: it matches the single accepted issue-duplicate pair and describes the broadest concrete failure in that mini-cluster. The remaining issues are mostly unrelated regressions across different models and subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different bugs: audio chat-template sampling-rate handling vs MIMI batched-output mismatch from missing padding-mask support." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths and failures; same broad model/workflow theme is not enough to merge." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer corruption are distinct bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated failures: bad inference results vs processor/model image-size mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init bug and junk-filled non-persistent buffers are not the same defect." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/video crashes with different triggers and code paths." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic load noise vs tokenizer regex patch crash; no shared concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like the narrower report on incorrect visual encoder keys within the same failure." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio models, but padding-mask mismatch and DAC from_latents/forward mismatch are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failures; no evidence of the same underlying issue." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue vs compiled flex_attention failure on newer torch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Both are regressions, but they describe different concrete failures and fixes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error handling and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to the OmDet processor image-size regression." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embeddings/weights, but they are different concrete bugs on different models and workflows." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Specific model loading failure vs Mistral tokenizer regex patch crash; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 flag regression vs mmap/OOM workaround request; no shared code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen-VL/position-id theme, but one is a video-input regression and the other is a still-image temporal position-id scaling bug; too different to accept as a duplicate." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is unrelated to loading a specific model." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-era loading problems, but the concrete failures differ." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models, modalities, and error mechanisms." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict vs MobileLLM key error are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image finetuning failure vs still-image temporal position-id scaling bug; only a broad Qwen-VL overlap." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions affecting different internals." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config failures with no shared concrete defect." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow backend packaging, but the triggers and failure modes differ." + }, + { + "left": "issue:44589", + "right": "issue:44987", + "accept": false, + "reason": "Missing Float8 storage type error vs model-loading failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload loading failure and MoE memory inefficiency are different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key-assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The write-up is mostly careful, but one soft-edge accept is too strong for the packet: issue:44479 vs issue:45325 only share a broad Qwen-VL / position-id theme from the titles, while one is specifically a video-input regression and the other is a still-image temporal position-id scaling bug. That is enough for a tentative similarity, not a confident duplicate-style accept. Because the evaluation must stay conservative, I can\u2019t accept this clustering as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43828", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538" + ], + "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43425|issue:44403", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44265|issue:45072", + "issue:41720|issue:45081", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:43881|issue:44488", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43828|issue:44683", + "issue:43525|issue:44589" + ], + "prepared_review_unit_hash": "d0928b90e396923581288ed0ef5aa1973c06b17d38113f7f9e82ee4b6c111383", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated bug reports, with a loose theme around Transformers v5 regressions and model/tokenizer edge cases. I don\u2019t see any soft-edge pair that is safely the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "No true duplicate hub stands out; issue 43632 is the closest representative of the broad core-initialization regression theme, but the cluster is too mixed to treat it as a canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the most representative single report of the cluster\u2019s main Transformers v5 initialization/loading regression pattern, though it still shouldn\u2019t absorb the rest as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a Video-LLaVA tower bug and the other is Qwen3.5 save_pretrained key serialization; different failures." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility is unrelated to generic loading noise; no shared code-path bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is `_is_hf_initialized` handling and the other is non-persistent buffer junk; distinct bugs." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both touch special-token behavior, but runtime post-processor updates and tokenizer `add_special_tokens` BOS/EOS insertion are different issues." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3 auto device mapping assert are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are separate problems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal training issues, but multi-GPU training and iterable-dataset multi-image failures are different code paths." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both cause bad training behavior, but flash_attention_3 degeneration and single-label zero-loss classification are distinct bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading in v5 and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and tokenizer loading failure for a specific model are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper loading/runtime failure and Float8 storage lookup are different failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer serialization junk are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing `pad_token_id` on Llama4Config are separate issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are different model/path bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` arg during `init_empty_weights` is unrelated to Float8 storage resolution." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key bookkeeping are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image iterable finetuning failure and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not enough to call the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/export-check failures and bf16 dtype mismatches are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping assert and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Core v5 init flag regression and bf16 dtype mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights `_is_hf_initialized` handling are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V loading failure and a specific tokenizer load failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend inclusion and vLLM PaddleOCR-VL loading are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init regressions, but base_model_prefix loading failure and custom initialization breakage are not clearly the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsense outputs and Perceiver non-default resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "lm_head tie failure causing bad generation and device-dependent serialization inconsistency are related in theme but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and compiled flex_attention on torch>=2.9 are different problems." + }, + { + "left": "issue:43525", + "right": "issue:44589", + "accept": false, + "reason": "Missing `pad_token_id` and Float8 storage lookup errors 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": 14, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43526|issue:43883", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43317|issue:43873", + "issue:44291|issue:44877", + "issue:43881|issue:44991", + "issue:43632|issue:45563", + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43296|issue:44991", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:41720|issue:44977", + "issue:40990|issue:45701" + ], + "prepared_review_unit_hash": "be0f48de431d42728c5c73d5d28b153668c2e0e8d604baac796bb9e876a3c9c1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37623, + "estimated_input_tokens": 9406, + "estimated_eval_tokens": 19068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated transformer/model-loading regressions rather than one duplicate cluster. I rejected all soft edges because the paired reports target different models, code paths, or failure modes. If an anchor is needed, issue 43873 is the broadest discussion-heavy offloading/quantization report, but it is not a strong duplicate hub.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the most discussion-heavy and broadly framed report in the set, centered on offloading/quantization behavior, so it is the least arbitrary issue to anchor the noisy group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative only in a loose sense because it has the broadest scope and strongest surrounding discussion, but the overall set is not a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different models and symptoms: int4 quantization OOM vs generic SAM3Video OOM." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading failures, but one is Whisper-specific while the other is a broad meta-device loading regression." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope/indexing are unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate default mismatch is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression and Whisper empty-transcription generation are different failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but the concrete failures and affected paths are different." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument and strict config loading are distinct issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized regression and a stale generate() warning do not describe the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior and version-dependent tokenization are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export compatibility." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor output size mismatch and Qwen2.5-VL temporal position scaling are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different Qwen issues: generation with inputs_embeds vs CUDA assert under auto device mapping." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload mismatch and DAC latent mismatch are different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying bug and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency and OmDet-Turbo input-size mismatch are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-vs-single mismatch and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying serialization bug and bf16 dtype mismatch are different failures." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL finetuning with multi-image iterable data are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization, but they affect different models and different saved keys." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper loading/runtime failure and compiled flex_attention torch-version regression are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are different problems." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying in Mistral3 and BitNet packed-weight unloading during accelerate loading are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Model loading failure in vLLM and strict granite_speech config rejection are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Llava Next segmentation fault are different model-loading crashes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual-encoder save_pretrained regression are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation are different save/load issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert with auto device mapping and flash-attention generation bug are different failures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity regression and version-dependent tokenization 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": 14, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43526|issue:43881", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:36331|issue:42617", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:41720|issue:45161", + "issue:44292|issue:44479", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:41720|issue:43873", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:43421|issue:45701", + "issue:44492|issue:44509" + ], + "prepared_review_unit_hash": "197fc57a6c795a7bce86e7b53bcc5966e56d6c6093054fe14fe121b84d9fa2b2", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37765, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated transformer bugs/features across different models and subsystems. All soft edges are rejected; none look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span distinct regressions and model-specific failures with only loose thematic overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the closest broad representative of the offloading/quantization subset, but it is not a true cluster-wide canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but they involve different models and different failure modes (Qwen3.5/continuous batching vs Gemma4Processor _tokenizer)." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "One is a tokenizer/NER padding crash; the other is a dtype mismatch in inference. Different components and root causes." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is quantization/offload behavior and the other is mmap OOM on Strix Halo. Not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to glm-4v-9b model loading failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype persistence and Trainer resume/max_steps are unrelated issues in different code paths." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but int4 quantization OOM and apex RMSNorm leak are different causes and fixes." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py launch problem and a Qwen3Moe FP8 failure are different model/runtime bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading are separate failures affecting different artifacts." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape regression and tokenization-version changes are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and packed-weights unpacking in BitNet are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss API break and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizing, but OmDet-Turbo and Perceiver have different model/processor expectations and distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression and Qwen3.5 embedding unpacking with TRL SFT are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER crash and image processor resolution mismatch are different subsystems and failures." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload issue are unrelated config bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized-model device_map offload failure are different loading problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization-version changes are not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA/torch.compile bug and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and 3d_parallel.py launch failure do not share a concrete root cause." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/device parallelism, but they target different models and distinct failures." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and v5.3.0 video regression are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gathering label truncation and SAM3 text/box odd behavior are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError are separate tokenizer issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are unrelated model-loading bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Auto device-map cuda asserts and quantization/offloading issues are only loosely related, not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different regressions." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature mismatch and Qwen3 auto device mapping failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processor updates and tokenization-version changes are not the same defect." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated pipeline docs are separate documentation/config issues." + } + ] + }, + "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": 14, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:44514|issue:44545", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44625|issue:45479", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:44077|issue:44625", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:43421|issue:43653", + "issue:43531|issue:44589", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45081|issue:45356" + ], + "prepared_review_unit_hash": "a04e4cd23dbc6a9f969972f173dc21d0c7aeda452d877d823c4450e4e3d8a668", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items are unrelated model/tokenizer/training bugs that only share broad subsystem keywords. I only see two clear duplicate pairs: the Qwen2.5-VL batched `padding=False` crash, and the HF_HUB_OFFLINE / `_patch_mistral_regex` tokenizer failure.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the HF_HUB_OFFLINE tokenizer regression, explicitly naming the failing `_patch_mistral_regex` path; issue:42886 is the broader symptom report for the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue in this set because it pinpoints the offending code path and environment trigger, making it the most actionable canonical bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failures: MacOS bus error with a CLIP model vs progressive generation with `inputs_embeds`/`past_key_values`." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated areas: void segmentation-map processing vs BarkProcessor `voice_preset` behavior." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same concrete crash: `Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different root causes and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/offload-related, but one is a device mismatch under CPU offload and the other is packed-weight unpacking during accelerate loading; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs a T5 apex RMSNorm memory leak are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch labels, but one is config propagation and the other is a zero-loss classification bug; not the same concrete problem." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different symptoms and likely fixes: tied-embeddings warning vs incorrect visual encoder keys in save/load." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer backend post-processor updates and DiaConfig custom token-ID persistence are different bug classes." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during offload vs tokenizer special-token registration; no shared underlying code path." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking vs generation with embeddings/past KV are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset bug vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and different failure modes; too broad to merge." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument conflict is not the same bug as failing to load ScandiBERT." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal issues: `from_pretrained` weight-only error vs video vision-position-id bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-mode failure in tokenizer loading; 44843 identifies the specific `_patch_mistral_regex`/`model_info()` cause." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy issue vs Qwen3.5 `num_labels` propagation; unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific inference bugs: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading regression vs PIL image processors incorrectly requiring torchvision; separate problems." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor refresh and BigBirdTokenizer mask-token registration are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing Float8 storage support." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and OmDet-Turbo processor size mismatch are different issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL embedding unpacking during SFT is not the same as `trainer.evaluate()` failing after training." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime post-processor special-token updates vs LayoutLMv2Tokenizer padding/truncation crashes are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and outputs: SigLIP2 nonsensical results vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config is unrelated to the Qwen3-MoE `sliding_window` bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but the reported failures differ enough that they do not clearly describe the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicates are well supported by near-identical titles and matching failure modes, and the other pairwise rejections do not overclaim shared root causes. The heterogeneity summary is also consistent with the listed issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45704" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:41720|issue:45704", + "issue:43618|issue:43697", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:43746|issue:45381", + "issue:40444|issue:43746", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43716|issue:44008", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43322|issue:45685", + "issue:43577|issue:43818", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "9365df409774735a6d4f6359a5c3ef00189055b778b925ca06e665ff222a4807", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36148, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports; the soft-similarity links are mostly false positives. The most representative issue is the highly discussed FSDP loading regression.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43749 has the strongest triage signal (high discussion and inbound references) and is a broad, actionable infrastructure regression compared with the narrower one-off bugs in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best single issue to anchor the cluster because it is open, well-discussed, and broadly impactful.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: DeepSpeed/BertModel init vs audio feature extraction." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping assert is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP 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error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are distinct issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failures are different model/tokenizer paths." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA on Bamba and bfloat16 dtype mismatch on other models are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig strict-field loss are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one drops fields under trust_remote_code and the other rejects granite_speech config under strict validation." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor sync and Whisper batch_decode skip_special_tokens are separate tokenizer/processor behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile failure is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Qwen2.5-VL vision_position_ids regression." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but Pegasus output drift and CamemBERT masked-LM errors are different model-specific bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption and FSDP CPU RAM-efficient loading are different regressions in different loading paths." + } + ] + }, + "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": 14, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + 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No PRs are present. I selected the broad remote-code regression report as the best issue representative, but it is only an umbrella, not a true duplicate of the others.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set, covering recent-version breakages for remote_code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best top-level representative if a single issue must stand in for the cluster, but it should not be treated as a duplicate of the more specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: from_pretrained weight_only loading error vs flash-attention generation issue." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated subsystems: tokenizer special-token registration vs DAC latent decoding/STE mismatch." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific API removal breakage; the other is a broad umbrella report about remote_code regressions." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: v5 error-message wording vs a model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: BLIP2 dtype propagation vs Apple Silicon caching allocator TypeError." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths and models: torch.compile SDPA failure vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related theme, but one is runtime messaging and the other is docs cleanup; not the same bug/change." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Image processor URL loading issue vs template compilation error; no shared underlying defect." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms: auto device mapping CUDA assert vs tokenizer loading failure." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different layers of the stack: image segmentation-map processing vs trainer loss signature change." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization-change report." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer evaluate-after-train failure are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/empty issue title is not the same as an isolated reproduction of another bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but they describe different models and different rope/loading failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Different warning causes: tied-weights bug across layers vs a LoRA fine-tuning config warning." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor size mismatch and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer/processor classes and different AttributeError causes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight accelerate loading bug is unrelated to dtype mismatch issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label reduction bug in an image processor is not the same as RTDetrV2 output changes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs CUDA AMP crash are different platform-specific failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate default bug is unrelated to DAC latent reconstruction mismatch." + } + ] + }, + "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": 14, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43819|issue:43927", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43931", + "issue:44849|issue:45701", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43257|issue:43756", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "ded0bbb03bb2c6d86ec77777345856733e03cecbe02a085192073ef31aeb9de9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37123, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the items span unrelated bugs across trainers, tokenizers, vision/audio processors, quantization, loading, and model-specific regressions. All soft edges are false positives and should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems: multimodal token counting vs stale auto-mapping references breaking CI. No shared bug path." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: template-node compilation error vs CLIPTokenizer max length constant. Same tokenizer/model area only at a very broad level." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug and Trainer.compute_loss signature change are entirely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration vs GPT-OSS MXFP4 quantization fallback are unrelated tokenizer/model loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is a specific tokenizer regression for est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs multimodal token counting video-branch bug; not the same defect." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 with non-pretrained BERT index error is distinct from trainer.evaluate() failing after train()." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model input-size mismatch are different model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug and BLIP2 dtype propagation bug are separate model initialization issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mDeBERTa special-token addition regression is unrelated to LlamaTokenizer pre-tokenizer override affecting DeepSeek." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error and PIL backend requiring torchvision are unrelated runtime/loading problems." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression are different model bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example/model-processor mismatch and git-oss MXFP4 loading fallback are different problems." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import path breakage and Jupyter custom-model initialization regression are not the same underlying issue." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading vs OmDet processor image-size mismatch are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to GPT-OSS quantization loading behavior." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are different memory/loading scenarios." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "mDeBERTa BOS/EOS token insertion regression and Kimi-K2.5 codec handling warning are distinct tokenizer bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processing, but one is multimodal token counting internals and the other is batched processor output shape." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to GPT-OSS high-perplexity evaluation results." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug and Smollm3 RoPE-layer omission are unrelated model implementation issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 visual-encoder key saving regression are different code paths and model families." + } + ] + }, + "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": 14, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44164", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43577|issue:45072", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:44291|issue:45042", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:42175|issue:44938", + "issue:44062|issue:44991", + "issue:42175|issue:44488", + "issue:43526|issue:45479", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:38175|issue:44898", + "issue:43749|issue:44164", + "issue:28282|issue:34689", + "issue:44737|issue:45588", + "issue:43756|issue:45325", + "issue:36010|issue:42175", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:43493|issue:43994", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "a269bb6b1097d8a956bad6c7812385b5772c0440b800840963ad66331bef79d9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37116, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous false positives, with only a couple of likely true duplicate pairs around the same concrete bug. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "No single canonical issue for the whole set; 44479 is the best anchor for the strongest duplicate pair because it is the broader Qwen2.5-VL video regression report and matches the same position-id bug seen in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most representative issue among the true duplicates: it describes the broader regression and has the clearest overlap with the matching Qwen2.5-VL report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Both are loading-related, but one is a model-loading failure and the other is a CLIPTokenizer max-length issue; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression: both describe wrong video position IDs / temporal position handling in v5.3.0." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and different failure modes; too broad to be the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen-family problems: auto device mapping cuda assert versus video-input ValueError." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated areas: gguf/AutoTokenizer loading versus Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different concrete bugs: FP8 quantization failure versus MobileLLM key error on load." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP MacOS bus error and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights constructor-arg breakage is unrelated to the PIL/torchvision backend regression." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue versus missing Qwen2_5_VL class import; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-ID loss is a different bug from MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video, but they are different Qwen3 variants with different error signatures and likely different code paths." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is just an isolated reproduction of another issue; it is not the same as the Qwen2.5-VL video-position regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 zero probabilities versus Perceiver non-default-resolution failure." + }, + { + "left": "issue:43749", + "right": "issue:44164", + "accept": false, + "reason": "Both touch loading/saving, but FSDP CPU RAM efficient loading and extra_state handling are separate concrete problems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor placement bug and flash-attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different position/index logic." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to TensorFlow backend packaging." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Generic import error versus LayoutLMv3 box-content validation messaging; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different root causes: MobileLLM key error versus init_empty_weights argument mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model-family regression: both report incorrect/nonsensical outputs from the HF implementation compared with expected behavior." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Reproduction issue versus a specific Qwen2.5-VL video-position bug; not the same underlying change." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Repeated pair: different models and distinct RoPE-related bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading failures, but the titles do not establish the same concrete root cause." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging versus Python 3.14 load failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image-processor reduce_labels behavior is unrelated to degenerate zero-loss sequence classification." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Repeated pair: import dependency issue versus model-loading regression." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Repeated pair: different loading bugs with different failure mechanisms." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Repeated pair: same SigLIP2 implementation/output discrepancy." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is generic trust_remote_code config loss and the other is a model-specific field dropped by @strict; not enough to unify them." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, no PRs are present, and the accepted duplicate pairs are reasonably supported by the titles (notably the Qwen2.5-VL video regression pair and the SigLIP2 discrepancy pair). The rejected pairs are generally conservative and do not overclaim same-root-cause evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43582|issue:43782", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44484|issue:44704", + "issue:45405|issue:45600", + "issue:45042|issue:45081", + "issue:43697|issue:45216", + "issue:43643|issue:44561", + "issue:43688|issue:43749", + "issue:43742|issue:44589", + "issue:44514|issue:45381", + "issue:43531|issue:44821", + "issue:44514|issue:45290", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:41762|issue:44936", + "issue:43525|issue:43643", + "issue:24643|issue:29127", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "ad7ab0e0c1fa3bbd365925d9aee9a605b67bc33b26d2e858996a1c4b121a270b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35496, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 + }, + "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 regression/issues, largely around loading, tokenizers, config handling, and training. The only strong duplicate-like pair is the tied-weights serialization reports (44466/45005).", + "confidence": 0.58, + "canonical_issue_reason": "issue:44466 is the clearest concrete bug report in the one credible duplicate pair: tied/lm_head weight serialization in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best anchor overall because it is specific, reproducible, and most directly matches the accepted duplicate-style pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Both are TypeErrors, but they describe different code paths: Apple Silicon allocator warmup vs Qwen3VL weight_only loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-related, but one is AddedToken special-arg duplication and the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different Trainer regressions: token counting not updating vs custom compute_loss signature breaking on num_items_in_batch." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading failures: init_empty_weights/_is_hf_initialized vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the bugs are different and model-specific; not the same root cause." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both involve multimodal models, but they target different models and likely different failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing is unrelated to AutoProcessor forwarding kwargs to cached_file." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Completely different issues: dependency version bump vs stale auto_mappings config references." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs in different subsystems: image processor torchvision dependency vs Mistral tokenizer regex handling." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model regressions: RTDetrV2 output differences vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available breaking remote code." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: MoE auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors with different symptoms and code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is chat template batching and the other is video position ids." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window model issue and image-processor URL loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same general chat-template area, but different crash conditions and no clear same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but one is num_labels propagation and the other is strict config loading for granite_speech." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different bugs: gguf_file/pretrained loading vs dtype not propagating to BLIP2 qformer." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model behaviors: packed BitNet weight loading vs Perceiver image classification with interpolation." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different tokenizer/loading regressions: gguf_file handling vs offline-model_info call in Mistral regex patching." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE/model-quality issues, but not the same bug or code path." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different Trainer/DeepSpeed problems: ZeRO-3 model loading vs evaluate failing after train." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-field problems, but one is a missing pad_token_id attribute and the other is remote-code config field loss." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Entirely unrelated: DeepSpeed weight-dimension runtime error vs LayoutLMV3 error-message clarity." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different models and different failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality: DAC latent reconstruction vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both report v5 tied-weight/lm_head serialization problems and plausibly share the same save_pretrained code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate-style pair, issue:44466 and issue:45005, is plausibly the same tied-weights/save_pretrained bug class, while the other rejected pairs are not overstated and the reasons match the issue titles. Confidence is appropriately moderate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:41720|issue:43906", + "issue:43688|issue:45704", + "issue:44361|issue:44442", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:44361", + "issue:28282|issue:32090", + "issue:44843|issue:44991", + "issue:44479|issue:44936", + "issue:30064|issue:33666", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44977|issue:45356", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:43577|issue:44554", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43452|issue:44451", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:43334|issue:43572", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "cfd7b06dd0bb98b4fd6ec86a9b826b941a7dec30a3f3dc9da28d0628d8e23a2c", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38343, + "estimated_input_tokens": 9586, + "estimated_eval_tokens": 19428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate bug reports with only superficial overlap (same library/version or same subsystem). None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a generic Transformers 5.0 initialization regression that could umbrella several nearby version-breakage reports, unlike the narrower model- or tokenizer-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most useful standalone umbrella issue in this set because it describes a widespread initialization regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is about BigBird mask-token registration/decoding and the other is about BOS/EOS insertion for mdeberta-v3; different failure modes and fixes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "One is about chunked generation with compiled forward, the other about recurrent state reset with cache; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and processor.tokenizer/image-passing regression are unrelated symptoms and components." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "One is a dtype propagation issue in Blip2 loading, the other is a model output mismatch in RTDetrV2; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction of another issue number; there is no evidence it targets the same Qwen3 auto-device-map cudaErrorAssert." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models and a T5 RMSNorm memory leak are separate implementation defects." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure affect different tokenizers and failure points." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom-model initialization breakage is not the same as FSDP CPU RAM-efficient loading being broken." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and a generic tokenization-change report do not describe the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and different symptoms: empty decode output vs task-time AttributeError." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import error and Trainer broadcast TypeError are unrelated environment/runtime problems." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup in mistral regex patch is a different code path from tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression for several VLMs and trainer.evaluate() failing after train() are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different domains and bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error in CLIP loading are not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "AutoModel import failure and token embedding resize reinitialization are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and tokenizer codec/regex regression in Kimi-K2.5 are separate." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype handling and flash_attention.py crashing on s_aux=None affect different subsystems." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer output changes across versions and an isolated reproduction of another issue are not enough to conclude the same bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are distinct." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM-125M load key error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration and DiaConfig custom token IDs lost on save/load are different defects." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-path helper variables in multimodal token counting and Qwen2.5-VL rope index scaling are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward generation inconsistency and flash-attention generation failure are separate generation-path issues." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation into text config are unrelated Qwen3.5 problems." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "NoneType broadcast TypeError in Trainer and num_input_tokens_seen not updating are different Trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading failure in BeitForSemanticSegmentation and packed-weight unpacking in BitNet loading are different model-load paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field pretrained loading and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file handling for AutoTokenizer/AutoModelForCausalLM and inability to load a specific tokenizer are different loading issues." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType failure and Qwen2-VL multi-GPU training are not the same problem." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading with a legacy field and OmDet-Turbo processor/model input-size mismatch are separate." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert on auto device mapping and compiled-forward generation inconsistency are different runtime failures." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and StableLmConfig missing pad_token_idx are similar naming issues but on different configs and code paths." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are separate model config regressions, not one duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43278|issue:43688", + "issue:44849|issue:45357", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:43262|issue:45084", + "issue:33666|issue:36010", + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:39692|issue:43493", + "issue:43493|issue:43844", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:33666|issue:36331", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:44625|issue:45584", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:44423|issue:44734", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "c53fb539f95a512eb6a0c34f804b1cd37c43bb67b92baaef1b65c2c3348f09ea", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37401, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad themes like loading, multimodal models, or config regressions, but they describe different concrete bugs and code paths. None of the proposed duplicate pairs should be merged. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: BF16/FP32 dtype drift between training and eval vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is an output_hidden_states bug and the other is incorrect visual-encoder key serialization." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Different models and failures: Smollm3 RoPE-layer dropping vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline() translation-task error message regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading problems: MobileLLM key error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to the non-template-node compile error." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different model families and code paths: Qwen3OmniMoe video processing vs Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking during load is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different issue than DiaConfig token-ID persistence." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MOE models, but one is an accelerate+deepspeed conversion problem and the other is a Transformers 5.0 load regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch is not the same as abnormal gradient growth under HfDeepSpeedConfig/ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example mistakes are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 fidelity mismatch is unrelated to the ZeRO-3 gradient issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-load failure for Phi-4 multimodal is unrelated to the unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature break are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert is unrelated to the offline-mode failure in _patch_mistral_regex." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3 issues: video-input processing error vs flash-attention generation bug." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug does not match the qwen3_omni_moe helper-function behavior issue." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting bug is unrelated to multi-GPU inference CUDA OOM." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are distinct bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import error is unrelated to the Float8 storage-object lookup failure." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression is different from inconsistent lm_head.weight serialization." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors are not the same as the regression around processor.tokenizer access and image inputs to tokenizer." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash from str.to() is a different failure than KV-cache continuation tensor indexing." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx loss is unrelated to init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field load failure is a different bug from bark-small CPU offload device mismatch." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the unreleased PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID corruption is not the same as MLukeTokenizer task-time AttributeError." + } + ] + }, + "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": 14, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:44521|issue:45290", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:44554|issue:45446", + "issue:43844|issue:44964", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:43232|issue:44849", + "issue:15354|issue:38175", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:39401|issue:44568", + "issue:44315|issue:44849", + "issue:43334|issue:43525", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:43493|issue:43701", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "f6567a3845a819456f775998384c9b61689ac42295ea8e0421a1a8fefdc1ec96", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35029, + "estimated_input_tokens": 8758, + "estimated_eval_tokens": 17772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a collection of mostly unrelated transformer bugs spanning tokenization, multimodal chat templates, generation, dtype/device issues, and CI failures. I don\u2019t see any soft pair that appears to be the same concrete underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the most active open issue here and has the strongest cross-reference signal, so it works best as a cluster anchor even though the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue because it has the highest discussion/inbound activity and a concrete reproducible regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both are loading/token-related, but one is a Beit legacy-field load failure and the other is a BigBirdTokenizer special-token decode bug; different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is multimodal assistant mask generation and the other is a tool-call tokenization crash; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation failures in different models/features: compiled-forward chunked generation vs Whisper empty-transcription alignment handling." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 output regression is unrelated to the broad 'unexpected key with position id' issue, which points to a different model/state handling problem." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure and a PEFT version-pin issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval and a resume_from_checkpoint key mismatch are separate behaviors with different causes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention devices, but one is a real CPU-offload mismatch and the other is a stale CI test; not the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention2 test failures and MLflow job-status reporting are unrelated subsystems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug and a PyTorch-version import guard in flex_attention are different issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a latest-transformers model-load failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "A specific mdeberta BOS/EOS regression is not the same as a vague tokenizer-version-change report." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma 4 mm_token_type_ids defaults are different multimodal bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile-time template-node error and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation problems do not share the same code path." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "These are different generation-related regressions: sync_gpus kwargs handling vs output_hidden_states behavior." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A missing flash attention helper import is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and missing BOS/EOS insertion in mdeberta are separate tokenizer defects." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied during model_init is unrelated to the Qwen3.5 hidden-states regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and load paths; not enough to treat as the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness issue and a Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer access breakage and OmDet-Turbo image-size mismatch are different model/processor integration failures." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids handling and Qwen2.5-VL rope-index scaling are separate multimodal position-id issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is not the same as a checkpoint resume key mismatch." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory reclamation 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": 14, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44779", + "issue:44792", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:37428|issue:43824", + "issue:43873|issue:44464", + "issue:43572|issue:44987", + "issue:43388|issue:43526", + "issue:43572|issue:43957", + "issue:43844|issue:44936", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:43295|issue:43873", + "issue:42915|issue:43824", + "issue:43295|issue:43994", + "issue:44360|issue:44561", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:44206|issue:45584", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43450|issue:43575", + "issue:43819|issue:45083", + "issue:44561|issue:44779", + "issue:45290|issue:45381", + "issue:37428|issue:43425", + "issue:44462|issue:44561", + "issue:44610|issue:44857", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "8900d69b755feb63dabd49649524c143250a9cc91ada5dd59bf094b15aa70ebe", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "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": "The cluster is heterogeneous: the soft pairs share broad topical similarity but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the items span unrelated regressions across import errors, tokenizers, chat templates, processors, training, docs, and memory/loading behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not a single underlying defect but many distinct problems with only superficial similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different bugs: one is about inconsistent lm_head.weight serialization, the other about LoRA merge collapse with extended vocabulary and tied embeddings." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different symptoms and code paths: janus image-generation test failure vs a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions; not the same underlying fix." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading behavior and chunked generation with compiled forward are unrelated concrete problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Version-related loading failures, but with different models and failure modes; too broad to treat as one bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is a gather_for_metrics truncation issue and the other is a BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: missing StableLmConfig field vs meta-device loading failures in some models." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training instability under ZeRO-3 is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video processor shape bug are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template-related, but one is a batching crash with padding=False and the other is incorrect assistant masks for multimodal inputs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not releasing are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor/tokenizer regression vs quantization offloading issue; no shared concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to a missing Qwen2.5-VL export." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Different regressions in different models: processor/tokenizer access vs SigLIP2 inference correctness." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue and removal of is_torch_fx_available breaking remote-code models are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are distinct tokenizer problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different removed/deprecated pipeline APIs and are not the same change." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LASR feature extractor center-arg crash and Whisper empty-transcription failure after align_special_tokens are different audio bugs." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch shape bug and SigLIP2 HF-vs-JAX discrepancy are separate issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and a categories-count runtime error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape error and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch and a Qwen3 Omni MoE feature-length helper issue are different code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video vision_position_ids bug are distinct multimodal issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json lookup behavior and trust_remote_code breakage from is_torch_fx_available removal are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different failures." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent conversion mismatch and GraniteSpeech CI test failure do not share a concrete underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43262|issue:43450", + "issue:43278|issue:43825", + "issue:43606|issue:45083", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:45310|issue:45478", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:43335|issue:43550", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43335|issue:43653", + "issue:29127|issue:32090", + "issue:44292|issue:45520", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:43550|issue:44112", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:43335|issue:45072", + "issue:45459|issue:45712", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "4893f886797557ded8acb589c8cb11294498b33c3967d3abc36fb83bb9e3b9d7", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "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 across many model families and subsystems. The only clear duplicate is the repeated Qwen3.5 MoE `from_pretrained` regression; the rest are only loosely similar by broad theme and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue:45310 is the best canonical issue because it is the cleaner, earlier report of the Qwen3.5 MoE `from_pretrained` regression, and it is an exact duplicate of issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45310 is the strongest representative issue in the cluster since it has a clear, concrete failure mode and matches another report verbatim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are vision/detection losses, but they describe different failures: AMP/CUDA crash vs missing auxiliary losses." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different media pipelines and different bugs: audio chat-template sampling rate vs batched video output shape." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "One is a dtype regression in evaluation, the other is a v5 pipeline error-message issue; no shared code-path bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Completely different components: CPU offload device mismatch vs a Qwen3 Omni MoE feature-length helper behavior." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different models and failures: Gemma4 token-type defaults vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation behavior, but the concrete bugs differ: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact reported bug: Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different failure causes." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and paths: SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but one concerns `base_model_prefix` and the other a specific Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc-example issues and BeitImageProcessorFast label reduction are unrelated processor/model bugs." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths: DAC latent decoding mismatch vs widespread unexpected position-id key warnings." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal inputs, but one is token-type defaults and the other is incorrect vision position IDs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model bugs: sparse-layer creation vs BigBird mask token registration." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "A model-specific layoutlmv3 error message issue is not the same bug as Trainer GPU broadcast failing on NoneType." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different runtime failures: Qwen-3-8B-NVFP4 execution vs a Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2 Python 3.13 parsing/import issue is unrelated to the Qwen3 Omni MoE helper function behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both touch model setup, but one is SwitchTransformers config creation and the other is BEiT pretrained loading legacy-field handling." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 documentation/example regression is not the same as a broad position-id key issue across many models." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A model compilation/SDPA bug and a stale CI device-override test are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 are unrelated to unexpected position-id keys." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are distinct performance/behavior issues." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and symptoms: SwitchTransformers sparse-layer config vs bfloat16 inference dtype mismatches." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error hiding and dummy-class cleanup are unrelated repository issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior do not share the same code-path." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI device override test are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings under sliding-window attention are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the cluster is indeed dominated by disparate issue titles across unrelated subsystems, and the Qwen3.5 MoE `from_pretrained` pair is the only clear duplicate based on identical titles and chronology. The soft-edge rejections are conservative overall and do not overstate linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43066|issue:44462", + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43701|issue:45083", + "issue:43873|issue:44493", + "issue:43550|issue:45083", + "issue:43976|issue:45440", + "issue:43412|issue:45588", + "issue:29942|issue:35141", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:45372|issue:45406", + "issue:41720|issue:45229", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:25251|issue:32090", + "issue:44857|issue:45588", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "6205f2b30e277a15cc26d0234eec7189de6b5085e8cb8bf75bb5b50676e7cd96", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are superficially similar in wording but describe different models, features, and failure modes; I found no strong duplicate pairs. The most central issue is the open offloading/quantization report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the most central/open item in the set, with the most inbound references and discussion; its offloading/quantization scope is broad enough to act as the cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is open, broadly scoped, and appears to be the most referenced problem in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different bug classes: model loading regression for Llama 3.2 vision vs. output embedding reinitialization after resize/tied weights." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention output differences, but one is Pegasus v4/v5 behavior and the other is Qwen3.5 flash-attention generation; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device-mismatch offload failure for bark-small vs. AMP float16 crash in LwDetrImageLoss; unrelated symptoms and subsystems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "One is a loss/AMP CUDA crash, the other is a dtype mismatch during bfloat16 inference in different models." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 vs. AutoTokenizer ignoring tokenizer.json; related area, but not the same underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Different import/version issues: missing flash attention symbol vs. failing model load for physical-intelligence/fast." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load and custom module handling, but one is config token IDs causing generation IndexError and the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common vs. flash_attention.py crashing on s_aux=None; different failure points." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch vs. unexpected helper output lengths in qwen3_omni_moe; unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Offloading/quantization behavior vs. unexpected position-id key warnings; not the same code-path problem." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile with SDPA in Bamba vs. a feature-extraction length helper bug in qwen3_omni_moe; different models and failures." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs. DeepseekV3MoE divergence from remote implementation; unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues and flash-attention sinkless-model crash are distinct export/runtime paths." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading bug vs. multi-GPU CUDA OOM for Gemma4; different resource problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to a generate() warning." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval vs. multimodal token counting bug in video branch; different components." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs. MacOS bus error with CLIP; different platforms and failure modes." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both affect Gemma 4, but one is a processor import dependency issue and the other is a missing _tokenizer attribute in transformers serve." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping CUDA assert for Qwen3 vs. Gemma4 multi-GPU OOM; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d issue vs. SigLIP2 nonsensical AutoModel/pipeline results; different models and causes." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import regression vs. protobuf-related tokenizer error masking; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as RT-DETR memory not being released." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output changes across versions vs. lm_head.weight serialization inconsistency; both are version-related but different underlying defects." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading problem vs. Python 3.13 flash_attn import KeyError; unrelated loader vs. optional-dependency issue." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType failures." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP loss crash and flash_attention sinkless-model crash are different runtime failures." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. recurrent state reset in modular_qwen3_5; different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change in eval vs. gradient checkpointing disallowed in eval mode; not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs vs. RT-DETR memory leak; separate problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs. quantized model saving failure; both quantization-related but not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs. Wav2Vec2 save_pretrained/tokenization failure; unrelated tokenizer behaviors." + } + ] + }, + "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": 14, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:44361|issue:45198", + "issue:43756|issue:45440", + "issue:44206|issue:44479", + "issue:44265|issue:45198", + "issue:44871|issue:44977", + "issue:43257|issue:43278", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45440|issue:45593", + "issue:29127|issue:34567", + "issue:45103|issue:45372", + "issue:32090|issue:33290", + "issue:33357|issue:39692", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:45072|issue:45229", + "issue:43334|issue:43531", + "issue:43653|issue:44442", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:44464|issue:45491", + "issue:29127|issue:33357", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:43262|issue:44206", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "a9a86d85228a5dbe3eeb5a0868ab06d8a24021afbccb6bbf58e9ed6e55838fad", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36814, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, vision, audio, training, and dtype/precision bugs. I do not see a credible duplicate core, and there are no PRs to consolidate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items are not the same underlying bug and should not be merged as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not a coherent duplicate set; the similarity signal appears to be broad Transformers/topic overlap rather than shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different problems: runtime special-token post-processing update vs Gemma3 NaN embeddings from sliding-window/all-padding behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failures: MLukeTokenizer task AttributeError vs Wav2Vec2 save_pretrained/tokenization breakage." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-specific, but they describe different bugs: Smollm3 RoPE layer dropping vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature argument in LASR extractor vs Qwen video-input regression; unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenizer/save_pretrained issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is a different bug from Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion issue vs embedding dtype drift between train and eval; different symptoms and causes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing in an image processor." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor size mismatch vs RT-DETR memory not being released; not the same defect." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 native-vs-remote divergence and D-FINE auxiliary-loss omission are distinct model bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updating are unrelated issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling vs missing ReasoningEffort import; different subsystems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer vs deepspeed/adafactor OOM; no shared root cause." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with CLIP and SigLIP2 doc/example mismatch are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2_5_VL import failure is not the same as a generic transformers dependency issue." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training bugs." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bf16 dtype mismatch in inference is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL differs from Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes affect different components." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test regressions are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different bug from Gemma3 sliding-window NaNs." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the category-count limit runtime error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg handling after sync_gpus and gather_for_metrics label truncation are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor label reduction bug vs CUDA float16 AMP crash in LwDetrImageLoss; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to LASR feature-extractor argument handling." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 inference dtype mismatch are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43761|issue:44079", + "issue:43526|issue:43994", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43316|issue:43525", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:45588|issue:45600", + "issue:44479|issue:45290", + "issue:44977|issue:45584", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:43575|issue:44387", + "issue:42907|issue:45698", + "issue:43994|issue:44206", + "issue:43873|issue:45588", + "issue:39692|issue:45491", + "issue:34689|issue:43611", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43493|issue:43827", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:33290|issue:35141", + "issue:43550|issue:44743", + "issue:41628|issue:45372", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "e5d3b97c019d126817440bb3cea49e897166e1ddcd31f80083c7279070405d2f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of superficially similar but distinct Transformers bugs; none of the soft pairs look like true duplicates. Several involve loading/saving, attention, tokenizer, or model-output issues, but the concrete failure modes differ.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45588 is the most central concrete bug report in this cluster and appears in multiple soft-similarity links, but it should be treated as an anchor rather than a duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45588 is the best representative issue because it is specific, actionable, and the most hub-like item among the candidates, even though it does not unify the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: model-specific FlashAttention generation failure vs a flash_attention.py AttributeError on s_aux=None for sink-less models." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Related area, but not the same bug: one is CLIPVisionModel.forward dropping hidden_states, the other is ModelOutput key assignment when a value was previously None." + }, + { + "left": "issue:43526", + "right": "issue:43994", + "accept": false, + "reason": "Different model/processor failures: BeitImageProcessorFast reduce_labels behavior vs SigLIP2 nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated issues: unsafe sys.modules access in modeling_utils vs DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Different failure modes: AutoTokenizer loading in v5 vs degenerate zero-loss classification with num_labels=1." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Separate code paths: recurrent state reset with cache/seq_len>1 vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to the flash_attention integration crash." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API inconsistencies, but they concern different models and different missing attributes; not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broadly about initialization, but not the same concrete defect: generic v5 custom model init breakage vs patchtsmixer-specific optional post_init handling." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: tensor-parallel OOM while loading a model vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Both involve internals around loading/integration, but one is a flash_attention crash and the other is a stale auto_mappings reference causing CI breakage." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different regressions: video input handling for Qwen variants vs apply_chat_template crashing on tool-call assistant messages with no content." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a Qwen3.5 flash-attention issue and the other is Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different bugs: hidden_states not returned vs divergent attention kernels under torch.compile branching." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are load/save regressions, but one is weight-shape mismatch for a Qwen3-VL checkpoint and the other is incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both mention save/load behavior, but one is saving dequantized models and the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "Different concrete regressions: SigLIP2 wrong outputs vs LasrFeatureExtractor crashing on an unsupported center argument." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failure modes: quantization/offloading behavior vs flash_attention integration AttributeError." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "One is a docs/example problem for SigLIP2, the other is a runtime NaN bug in Gemma3 with sliding-window attention." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different root causes and different affected paths/models." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated trainer/runtime issues: Adafactor+DeepSpeed OOM vs TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenizer vs image-classification bugs; no shared concrete code path." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different concerns: SigLIP2 implementation mismatch vs docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during training with DeepSpeed is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization offloading are separate features with different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: Bamba SDPA torch.compile failure vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-related, but one is a direct AutoImageProcessor import removal issue and the other is a Gemma 4 processor dependency/import failure." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init handling is unrelated to Qwen video-input regressions." + } + ] + }, + "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": 14, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:43720|issue:44442", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:33290|issue:45656", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:43673|issue:44743", + "issue:43381|issue:43856", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43381|issue:43742", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:25251|issue:28282", + "issue:16998|issue:22355", + "issue:43388|issue:43688", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "494d070670bd1ce22f40ebf12ef7b4a2150f99566e558c309d20098aaaa03a33", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35389, + "estimated_input_tokens": 8848, + "estimated_eval_tokens": 17952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers bug reports around model/config loading, processor behavior, and regression issues, but the items are not duplicates of one another. The soft edges are similarity-only and should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue fully represents the cluster, but issue 43643 is the best anchor because it is a concrete config-loading regression with a broad API surface (`AutoConfig.from_pretrained` returning incomplete objects).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43643 is the most suitable single representative: it is specific, user-facing, and sits in the center of the broader config/load regression theme present in several nearby issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is missing fields on load and the other loses `rotary_pct` on reload; different bugs and code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading error vs missing `model_type` in model config; unrelated failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug and AutoTokenizer tokenizer-class loading failure are distinct issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP RAM-efficient loading vs Qwen3-VL shape mismatch are different model-loading problems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos-token config mismatch are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed/optimizer behavior, but one is OOM with Adafactor and the other is duplicate optimizer stepping." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing error in DebertaV2 vs DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression for Llama 3.2 Vision is not the same as a missing `GenerationMixin` import path." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked prefill cache regression and Qwen3_5 recurrent-state reset are different cache/state bugs." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and MoE training memory usage are separate concerns." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and strict config rejection for granite_speech are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input handling in Qwen3OmniMoe and batched chat-template padding crashes in Qwen2_5_VLProcessor are different code paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus generate-images test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend-install packaging issue vs config API discrepancy; no shared underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct regressions." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient-checkpointing eval-mode bug is unrelated to key errors while loading MobileLLM-125M." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and missing `fpn_position_embeddings` in Sam3Video are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in a config class and image-preprocessor dtype mismatch are not the same change." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting change and missing PyTorch import are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question and missing `transformers.onnx` module are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering truncation and MoE auxiliary-loss normalization are different training/eval bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation-error messaging are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy-conv issue and Sam3Video OOM are not the same underlying problem." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos-token configuration mismatch and Whisper empty-transcription failure are different generation bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden-state regression and Qwen video-input regression are unrelated model families and code paths." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary collapse and Gemma 4 token-type defaults are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:44734|issue:45406", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:43575|issue:43742", + "issue:43761|issue:44242", + "issue:42617|issue:43575", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:41720|issue:43575", + "issue:32090|issue:35141", + "issue:44521|issue:45381", + "issue:43906|issue:45290", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "6b6046e19c9d641f2e527e8d9bda6b188dc13c1305a269a483804b5093aaa304", + "component_budget": { + 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I do not see any true duplicate pairs among the soft candidates; they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43646 is the broadest and most representative framework-level regression in the set: custom model initialization breaking under Transformers 5.0.0. It best fits the recurring init/load regression theme, even though the cluster as a whole is not a duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest global representative because it describes a core library regression affecting model initialization, which is more central than the many narrow model- or feature-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is about patchtsmixer/post_init policy and the other about non-persistent buffer serialization; different bugs and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile + SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor/tokenizer regression in multimodal custom code; the other is an eos_token_id config inconsistency for Gemma-3." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate after train and wrong custom module loading after save_pretrained are different code paths and failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload defaulting are separate config/init issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file path regression and unrecognized model_type/config loading error are both loading-related but not the same defect." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning are different model architecture problems." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and MobileLLM key error on load are unrelated failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are different model behaviors." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same issue as Qwen2 large-model TP OOM." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is not the same bug as empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen2 TP OOM are distinct distributed-loading issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast_one NoneType error and token-embedding resize reinitialization are different training/model-init bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids are both multimodal, but not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction report is not the same as the tool-call/empty-content crash in apply_chat_template(tokenize=True)." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen2.5-VL/Qwen3-VL models and serve KV-cache tensor indexing are different problems." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and wrong processor image size are both SAM3-related but different components and fixes." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency under compile and Gemma-3 eos_token_id mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed Janus image-generation test and Qwen3.5 flash-attention generation bug are different models and code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are not the same issue." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reverting on reload are separate serialization/config bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script and Phi-4 multimodal loading failure are different loading scenarios." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on Qwen3 device mapping and category-count overflow are unrelated runtime errors." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and broken auto_mappings references for Sam3LiteText are not the same defect." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different save/merge regressions." + } + ] + }, + "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": 14, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43388|issue:44079", + "issue:44855|issue:45588", + "issue:44938|issue:45542", + "issue:43761|issue:44743", + "issue:43976|issue:44855", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:43650|issue:44220", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:44683|issue:45446", + "issue:44561|issue:45632", + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "07748904f4c63450aca9175962fa6875e6ed158b409d9e004da1f36ef108fc1b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37122, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose similarity cluster rather than true duplicates: it mixes unrelated import/export regressions, model-specific bugs, pipeline issues, and docs/notebook problems. I rejected all soft edges because none look like the same concrete underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41628 is the broadest top-level API regression in the set and the closest thing to a hub for the import/export failures, though it is not a true duplicate center for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most representative issue for the cluster because it describes a generic import failure at the package boundary, making it the closest match to the few other import-related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Different failures: batch label truncation in metrics vs ModelOutput key assignment logic." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: Python 3.13 import/parsing issue vs flash_attention crash on sink-less models." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different runtime problems: Python 3.14 import/load failure vs missing TensorFlow backend wiring." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different model bugs: CLIP hidden_states regression vs Qwen recurrent state reset with cache." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version related, but one is a broad 5.1.0 compatibility issue and the other is a specific DebertaV2 parsing failure." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config construction bug is unrelated to the DebertaV2 import/parse error." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Different semantics: optional post_init handling vs ModelOutput key assignment for None values." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems: SDPA/torch.compile failure in Bamba vs dataset loading in an image classification script." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization issue is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "One is a vague data issue, the other is a specific feature-extraction function bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different execution paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/tied-weight behavior is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different examples and symptoms: multi-label empty outputs vs local dataset loading failure." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech is unrelated to stale auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor selection bug vs notebook syntax error; not the same bug class." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example/model mismatch and quantization errors are unrelated to local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings weight propagation are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is default multimodal config initialization and the other is a missing field dropped by strict serialization." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and modules, not the same export bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Tied lm_head weight bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit has no relation to Whisper generation on empty transcription." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache continuation bug and trust_remote_code cache path collision are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different import failures: missing Qwen2_5_VLImageProcessor export vs missing layer_type_validation symbol." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific issues." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is not the same as the _torch_extract_fbank_features() bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 is not the same as a bad PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to cache-path collisions." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash in LayoutLMv2 is unrelated to serve KV-cache indexing." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package dependency/install issue vs a generic dependency issue report; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access are related thematically, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "issue:43295|issue:45335", + "issue:43299|issue:45216", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43854|issue:44964", + "issue:43531|issue:45600", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:43381|issue:45593", + "issue:44521|issue:45325", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43901|issue:44496", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44496|issue:44877", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "85aafd3376af131895d929d0d2ff1b6ad5582026588cdfba8e31a0b1d77a3e0b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated Transformers regression and model-loading issues, not a tight duplicate cluster. If a single umbrella issue must be chosen, the broad open remote-code regression report is the closest anchor; the soft pairs are all too different to merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella here, covering recent-version regressions in remote-code model loading, but it is still only a thematic anchor rather than a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue anchor because it is open, broad in scope, and plausibly encompasses multiple version-regression reports better than any model-specific bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Different failures: Gemma4Processor missing _tokenizer vs trust_remote_code cache-path collision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/remote-code loading, but one is missing fields in AutoConfig output and the other is invalid model config recognition; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral issues: save_pretrained/dequantized save failure vs FlashAttention load failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings CI references are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Separate regressions: processor.tokenizer/images handling vs t5gemma embedding resize not propagating." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained output corruption; not one underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility complaint and a model-specific load failure are not the same issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device override test failure is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache/chunked prefill bug and ANSI-code logging bug are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config.json problem is unrelated to PIL backend torchvision dependency handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and subsystems; not the same underlying breakage." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash unit-test loading vs Phi-4 multimodal loading." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings references are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency/version issue vs a vague transformers dependency problem; no shared concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are not the same change." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize bug and Whisper empty-transcription generation bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used and tie_word_embeddings warning are different behavior issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both affect Qwen save/load behavior, but one is a loading regression and the other is incorrect visual-encoder keys on save; not mergeable as one fix." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode failure and D-FINE auxiliary-loss omission are unrelated training bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant mask generation and still-image temporal position-id scaling are separate multimodal issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import error may be one symptom of import breakage, but 45278 is a broad version-upgrade report and not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation text mismatch is unrelated to model config recognition failure." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and MIN_PEFT_VERSION release timing are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logit load-balancing loss and Gemma 4 mm_token_type_ids defaulting are different model-train path bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default-config initialization and Llama4Config missing pad_token_id are separate config issues." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model due to missing model_type and strict granite_speech config loading are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:44462|issue:44779", + "issue:45600|issue:45712", + "issue:44016|issue:44291", + "issue:44261|issue:44263", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43262|issue:44521", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:43653|issue:45593", + "issue:43122|issue:43650", + "issue:44987|issue:45542" + ], + "prepared_review_unit_hash": "7a12f72b7bb534663446e9d7591dd8f6d1b3b3fff035daffcb2fb4be28cada09", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35529, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are separate Transformers regressions, docs issues, or model-specific bugs. The soft pairs share broad subsystems at best, but not the same concrete underlying issue or mergeable fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs. If a loose anchor is needed, issue 44462 is the broadest tokenizer-loading report, but it does not actually subsume the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the closest thing to a representative issue because it is a generic tokenizer-loading regression, but it is still too narrow to serve as a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring repository tokenizer.json and the other is a Mistral regex patch crash; different code paths and fixes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "These are unrelated version/dependency problems: a generic transformers dependency issue versus an unreleased PEFT version bump." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both concern model loading failures, but for different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Completely unrelated: a video-classification processor lookup bug versus a trivial placeholder issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer serialization/loading, but one is wrong tokenizer_class saved on disk and the other is AutoTokenizer ignoring tokenizer.json; distinct fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example with model/processor mismatch and quantization errors, while the other is a pipeline docs mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer/processor regressions, but one is about processor.tokenizer access and multimodal tokenization, while the other is Deepseek tokenization output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated model-specific issues: unexpected zero probabilities in SigLIP2 versus Sam3Video CUDA OOM." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizers, but the reported failures are different models and different behaviors; not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene problems, but they affect different maintenance checks and files." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm precision/config handling versus torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape handling and a dependency issue are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization, but one is about saving a quantized model and the other is about loading a dequantized model with device_map offload." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs with different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "A generic AutoTokenizer loading regression and an ESM2 breakage are not the same underlying problem." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention backends, but one is model-specific FlashAttention breakage and the other is compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Related to embeddings/weight tying in Gemma4, but one is device-dependent serialization and the other is resize_token_embeddings not updating per-layer/output embeddings." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Completely different: a placeholder issue versus a crash on assistant messages with tool calls and empty content." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission and gemma-4 zero3 loading failure are different save/load problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor files and a performance regression in filtering are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default bug and the other is multimodal assistant mask generation." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend errors, but they come from different optional dependencies and different missing symbols." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "A generation cache regression and a CLIPVision hidden_states regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different v5 regressions affecting different models and outputs; not the same code-path problem." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change and a placeholder issue have no overlap." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "A model-loading failure for physical-intelligence/fast and a TensorFlow backend import issue 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": 14, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:43475|issue:44016", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:45561|issue:45563", + "issue:44188|issue:44336", + "issue:43352|issue:45250", + "issue:41628|issue:43976", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:44462|issue:45356", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:45003|issue:45561", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43526|issue:45003", + "issue:43673|issue:44561", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "2bc9024962422aa0f36b3cdcab6dd5a6ad0fb1426f298ebdfcdcd7a7f6491452", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. Several items share broad themes like import errors, model-loading regressions, or tokenizer behavior, but the soft pairs do not describe the same concrete bug/change closely enough to merge under strict duplicate triage.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43824 is the clearest, most referenced, user-facing concrete regression here: a specific Qwen2.5-VL import failure with strong duplicate potential in the same family of export/import problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best representative issue because it is specific, actionable, and tied to a concrete import/export failure rather than a broad symptom or unrelated regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow-backend packaging bug vs Python-version compatibility regression; unrelated failures." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline flag vs incorrect SigLIP2 outputs; different problem classes." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError in tasks vs missing auxiliary losses in D-FINE; different models and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata bug vs Gemma-4 from_pretrained/ZeRO loading issue; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import/export failure vs Python version support regression; no shared code-path." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video model attribute error vs notebook syntax error; completely unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs GLM-4V loading failure; different model families and failure modes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error vs Qwen3.5 chat crash; unrelated runtime issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs stale generate() warning; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs terminal ANSI output leakage; unrelated subsystems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific unsupported Flash Attention 2.0 error for Nemotron vs a generic FA2 topic; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure vs Python3.9/3.10 compatibility problem; different causes." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs SAM3 video CUDA OOM; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility issue vs Qwen3VL MoE loading breakage; same broad family but not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch vs import performance regression; no common underlying defect." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission in loading_report vs wrong position_ids docstring; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss bookkeeping vs D-FINE denoising auxiliary-loss behavior; different models and paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline selecting image processors vs fbank feature extraction issue; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug vs Gemma-4 ZeRO loading bug; not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "add-new-model-like tokenizer mapping bug vs tf backend installation/availability issue; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Kimi-K2.5 codec/warning regression; both tokenizer-related but different concrete bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency sometimes vs unrecognized model/config loading error; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs Qwen3.5 chat crash; different failure modes." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode from huggingface_hub; both import errors but unrelated symbols." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs xdist test-file race; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports/symbols in transformers; same pattern of import error but not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI formatting bug vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sys.modules access bug; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache issue in chunked_prefill vs removal of is_torch_fx_available breaking trust_remote_code; unrelated regressions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; different model-specific defects." + } + ] + }, + "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": 14, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:43066|issue:44779", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:45292|issue:45584", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44368|issue:44977" + ], + "prepared_review_unit_hash": "f6f6404144b654fe1a3725191ca5147bb3eaecb8f82b9f901c19baee694cf0ab", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically noisy: many items mention Transformers loading/tokenizer/modeling regressions, but the paired candidates are not the same concrete bugs. I rejected all soft edges because they differ in model, failure mode, or code path.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45701 is the broadest and most representative open report here: a version-dependent tokenization regression with clear impact and room for follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single anchor for this cluster because it is general, open, and closest to the recurring tokenizer-regression theme among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: MoE router loss handling vs an AMP/CUDA crash in image loss." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Different issues: import slowness vs eos_token_id config mismatch." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different code paths: missing Qwen2.5-VL image processor export vs DeepSpeed/BertModel zero3 indexing." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms: position_ids buffer access error vs a general performance regression." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: FlashAttention on Ministral-3 vs Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they are different model-specific config problems and not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Different concrete failures: wrong tokenizer decoder-type warning vs incorrect DeepSeek tokenization." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Unrelated: offline tokenizer cache loading vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Different import/pipeline problems: missing AutoImageProcessor export vs video pipeline image-processor lookup." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different areas: embedding resize propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different bugs: model loading failure for a repo vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 issues: dummy Conv2d in pixel decoder vs model-type warning for sam3_tracker." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs a modeling_utils sys.modules access bug; not the same underlying issue." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Related to tokenization/embeddings in a broad sense, but one is resizing embeddings and the other is a version-dependent tokenizer regression." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling vs ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model failures: stale MoE cache on second forward vs missing mm_token_type_ids default." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a generic deque IndexError." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config issue vs sys.modules access bug; unrelated code paths." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config issues: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different SAM3 vs Qwen3OmniMoe video-processing failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs import latency; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different tokenizer/model problems: BigBirdTokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warnings in unrelated areas: tied-weights config warning vs stale paged-generate warning." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale indexer cache vs flash-attention s_aux=None crash." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding serialization/resizing, but they are not the same concrete bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different DeepSpeed issues: gemma-4 zero3 loading vs duplicate optimizer stepping." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: config warning text vs Qwen3.5 flash-attention generation failure." + } + ] + }, + "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": 14, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:44933|issue:45459", + "issue:43931|issue:44368", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43673|issue:45278", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44361|issue:44749", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:44749|issue:45656", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:45362|issue:45375", + "issue:42831|issue:44222", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351" + ], + "prepared_review_unit_hash": "49c5a7dd951e57194ef922f186e03ffb13169eececfdbd001239f370bf465cde", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37022, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; there are only a couple of clear duplicate pairs (the two identical Qwen3ForCausalLM VRAM-leak reports, and the two identical Qwen3.5 Moe from_pretrained reports). Most other soft edges are related only at a broad subsystem level and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the closest thing to a cluster anchor even though the cluster is not a single duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative standalone issue for the overall cluster because it captures a wide v5 compatibility regression pattern; the other items are mostly narrower, model-specific, or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but they describe different failing code paths and symptoms." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the Sam3LiteText auto-mapping CI break." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils and tokenizer protobuf error are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are distinct issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwarg handling and the other is chunked_prefill cache state." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Cache/generation bug is not the same underlying problem as broad import failures after upgrade." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are different save paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to the ESM2 breakage." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Save-pretrained file emission and double optimizer step under deepspeed are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and upgrade-related slowdown are different failures." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression is not the same code-path problem as Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error and Sentence Transformers hanging on load are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save failure and GGUF loading failure are separate bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/Transformers v5 breakage is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data-path slowdown and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report is not the same issue as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video attribute error and trust_remote_code missing fields are different model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in a vision config is not the same as the Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and qwen2.5-vl video position-id bug are different vision-model failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "One is a Qwen3.5 Moe from_pretrained failure; the other is a missing vision-config field being dropped." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and docstring annotation crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 encoder output attribute error is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and missing vision-config field are different problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained bug are not the same code-path issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different failures." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync_gpus handling is unrelated to torch.compile attention-kernel divergence." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are separate missing exports rather than one underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as heterogeneous, picks issue:45278 as a reasonable umbrella anchor, and the only accepted soft edge is an exact duplicate pair. The rejected soft edges are conservative and the reasons generally match the issue titles and descriptions. The only minor caution is that the confidence feels a bit high for a heterogeneous cluster, but not enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:44496|issue:45561", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:44964|issue:45137", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:42175|issue:44933", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:30333|issue:33290" + ], + "prepared_review_unit_hash": "8c62155ed164d9133c330c2b4b7266b303c45239d7f5709fb81e717c2cbc0771", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct Transformers bug reports with only superficial overlap around imports, tokenizers, or save/load flows. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best anchor if one must pick a representative issue: it is a concrete, version-specific regression report about Qwen3.5-MoE from_pretrained behavior, and it is the closest match to the strongest soft similarities in the set. That said, the cluster is not a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest standalone issue in this set: it has high discussion/inbound reference activity and a clear, actionable import regression symptom, making it a good representative issue even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: VitPose breakage vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Same broad MoE area, but different code paths and symptoms: FP8 save_pretrained vs from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but they target different model generations and different loading/runtime issues." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve save/load, but one is quantized model saving and the other is extra_state handling; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated packaging/testing issues: missing TensorFlow backend vs dummy PT objects leaking into repo checks." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Completely different bugs: BeitImageProcessorFast label reduction vs xdist file race in testing utils." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model behaviors: missing padding-mask support in MIMI encoder vs missing load balancing loss when router logits are off." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both are generation-related, but one is cache availability in chunked prefill and the other is attention-kernel divergence under torch.compile." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated modules." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config recognition failure vs pytest-xdist captured-info race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different issues: generation kwargs after sync_gpus vs a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different subsystems: BEiT preset loading legacy field vs a parallel test-file race." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is special-token insertion; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: Phi-4 multimodal load error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import from image_utils; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different None-handling bugs in different layers: multimodal config defaults vs ModelOutput key assignment." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems and symptoms: config initialization vs Whisper timestamp decode crash." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; no shared underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a different path from Qwen3.5-MoE model loading." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel runtime divergence and a wrong docstring are not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but they involve different missing symbols and different packages/code paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the ZeRO3 deque error." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and missing BOS/EOS addition are separate tokenizer regressions." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen model issues: tied-weights warning logic vs missing tensor-parallel plan." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal/model-init issues, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but one concerns cleanup spaces and the other codec handling in Kimi-K2.5." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer regressions, but different models and different underlying tokenization failures." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to DeepSpeed Adafactor OOM." + } + ] + }, + "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": 14, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:41628|issue:45459", + "issue:42898|issue:43295", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:30333|issue:36331", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:30333|issue:34689", + "issue:44483|issue:45406", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44261|issue:45092", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "29c6c181e4bdaf9f6883a672401afc914351a3ae4fe0f7a4fd0ac74408ec8035", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38598, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 + }, + "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: tokenizer/import regressions, model config bugs, save/load failures, and a few training/runtime problems. Only one soft edge looks like a likely duplicate pair within the tokenizer-loading regression family; the rest are too broad or hit different code paths.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43723 is the best representative of the only clearly related subset here: v5 tokenizer-loading regressions. It is broader than the model-specific reports, so it makes the most plausible anchor among the issues, though the overall cluster is not truly homogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 is the most central issue for the tokenizer-loading problem space and can absorb a specific example like 44991 if a single duplicate anchor is needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated topics: PEFT version pinning vs leftover dummy classes and repo checks." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are version-related, but one is tokenization-space behavior and the other is a model output divergence; not the same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: position_ids buffer reading vs optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both involve exposed names, but one is an image_utils import issue and the other is dummy class leakage; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Different import failures in different areas: AutoImageProcessor export vs tokenizer error handling with protobuf." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Related to v5 behavior changes, but the concrete failures differ: clean_up_tokenization_spaces vs processor.tokenizer/image passing regression." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata vs optimizer stepping; no shared code-path." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug vs non-persistent buffer initialization bug; different objects and failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Different saving problems: FineGrainedFP8 accuracy/saving vs processor.save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save-related, but one is quantized model saving and the other is processor artifact completeness." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated regressions: feature extractor argument handling vs auto-docstring AttributeError under future annotations." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch for AutoModel; different dependency/path issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are top-level import failures, but for different missing symbols from different packages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs a specific Qwen3.5 MoE from_pretrained regression; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs vs Trainer compute_loss signature mismatch; unrelated training issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different GLM/InternVL problems: torch.split return handling vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both are DSA-indexer related, but one is split return handling and the other is missing ReLU; not mergeable as one fix." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Quantized model save failure vs a question about default shard size; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation/loading regressions, but one is tokenizer loading and the other is flash-attention generation behavior for Qwen3.5." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Both are regressions, but MLflow reporting and Llama model loading are unrelated code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request handling vs Gemma4Processor missing _tokenizer; different API layers." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import dependency vs MLflow reporting after failed training; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting vs embedding resize/post_init reinitialization; no common bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access vs processor save_pretrained missing files; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording vs RoPE implementation; no shared underlying code failure." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon/config precision issue vs remote-code meta-init incompatibility; different problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor chat-template batching crash vs auto-docstring AttributeError; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id configuration inconsistency; separate model/tokenizer concerns." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen/InternVL-era regressions, but one is meta initialization compatibility and the other is save_pretrained visual-key serialization." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": true, + "reason": "Both describe the same tokenizer-loading regression in v5; 44991 is a concrete model-specific instance of the broader AutoTokenizer.from_pretrained failure in 43723, and one fix could plausibly address both." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both mention tokenizers, but one is AutoTokenizer loading and the other is a specific tokenizer class load failure for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization vs GPTNeoX rotary_pct persistence; distinct config bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Stuck loading Sentence Transformers vs unexpected zero probabilities in SigLIP2; different model/runtime failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer loading vs quantized model saving; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing top-level exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy/saving issue vs Qwen3.5 MoE from_pretrained regression; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The one accepted soft edge (43723/44991) is reasonably supported by the titles as the same tokenizer-loading regression family, and the remaining pairwise rejections are cautious and code-path specific. The summary also appropriately notes that the cluster is mostly heterogeneous rather than a single bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:43232|issue:45245", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:44261|issue:44373", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44295", + "issue:36296|issue:43116" + ], + "prepared_review_unit_hash": "38b3928678c7f5f23a17307ff9f99ee7a160dd634c48dc13df80fdf9b2f30132", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37778, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone bugs/feature issues. A few are thematically close around imports, tokenization, or generation, but none look like the same concrete underlying bug. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest umbrella regression in the set: multiple import failures after upgrading from 4.57.0 to 5.5.0. It is the best representative of the import-regression subset, even though the overall cluster is not a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it covers the widest user-facing failure mode among the issues shown and can reasonably subsume several import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are model-specific bugs, but one is an FP8 accuracy issue and the other is a Qwen3-VL-Moe loading/runtime problem. Different root causes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is about a torch.split return-value bug in a DSA indexer; the other is a docstring problem for position_ids. Not the same issue." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but 42757 is a specific huggingface_hub symbol import failure while 45278 is a broader Transformers upgrade regression. Different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior when denoising is disabled." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning affect different models and code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command is not the same as an import-time NameError in sentence-transformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is offline cache loading and the other is decoder-type metadata in v5. Different failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization/chat templates, but one is regression in tokenization output and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a torch.split indexing bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "One is a TOKENIZER_MAPPING_NAMES null-handling bug; the other is AutoProcessor not forwarding kwargs to cached_file. Related loading area, but different code-paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading-related complaints, but stuck loading Sentence Transformers and a MacOS bus error on a CLIP model are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallel incorrect outputs are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version support breakage is unrelated to pipeline parallelism output corruption." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A position_ids buffer read error and a tokenizer_class mismatch on save_pretrained are distinct serialization issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization/chat-template behavior, but one is output regression and the other is a batched-input padding crash. Not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache logic, but they concern different mechanisms: sync_gpus kwargs vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping mismatch and failure to load a specific model are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning and a missing attribute on Sam3VisionEncoderOutput are separate SAM3 issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failures and invalid GenerationConfig errors are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling has nothing to do with the category-count runtime limit." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "An import NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but 41628 is a specific AutoImageProcessor export failure while 45278 is a broader post-upgrade import breakage. Not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "The DSA ReLU discussion and GLM-5 RoPE implementation are different model/backend topics." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset_mapping and multimodal assistant_masks are different tokenizer/template issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification returning empty results in an example script is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions across versions, but they affect different models and likely different code paths. Too broad to merge." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are different precision-related problems." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and a multi-label example script issue 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": 14, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43992|issue:44704", + "issue:42907|issue:44222", + "issue:43278|issue:44945", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "issue:42222|issue:43441", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "06c8d924556da6a0a0e16ff60dc0ce9f8d224af52d23ab6c04f9a5d23478dc4b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change. The set is a heterogeneous mix of import failures, tokenizer regressions, model-specific loading/saving issues, training problems, and docs/error-message fixes.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster does not converge on one bug theme closely enough to represent as a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the broadest candidate is still just an umbrella import-error report, not the same problem as the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/Qwen, but one is a model loading bug and the other is FP8 save_pretrained behavior; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different failures: saving dequantized Ministral/Devstral models vs gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different causes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family/version area, but one is save_pretrained checkpoint regression and the other is from_pretrained load failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub is unrelated to missing HybridCache from transformers." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight-loading issue and AutoProcessor cached_file kwargs forwarding are separate loading bugs." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving, but one is dequantized Ministral/Devstral output and the other is FP8 MoE save_pretrained." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluation is not the same as incorrect output from pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer-version behavior change is unrelated to a flash-attention generation failure." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import NameError in sentence-transformers setup is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Generic 'many import errors' is too broad to be the same concrete bug as one specific missing import." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different problems." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded loading and bfloat16 dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage and Ministral-3 FlashAttention failure affect different models and different failure points." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings guidance is not the same bug as a missing image-processor method." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT training and missing cache in chunked_prefill are distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 HF-vs-JAX discrepancy are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to an AuxRequest import version-check bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen MoE-related, but one is a VL-Moe loading issue and the other is a Qwen3.5 from_pretrained error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained are different operations and likely different defects." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args not used and trainer.evaluate failing after train are not the same underlying trainer bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A classification example returning empty results is unrelated to a pipeline() deprecation/error-message issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different warning/validation paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe helper behavior and flex_attention import version checking are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression is too broad to be the same as a specific Qwen3 offset_mapping bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer models and symptoms: Qwen3 offset mapping versus Deepseek tokenization drift." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight shape mismatch on load is not the same as incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug do not share the same underlying code path." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalidity and Qwen3.5 flash-attention generation failure are different model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type-checking are separate compatibility issues." + } + ] + }, + "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": 14, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656" + ], + "soft_pairs": [ + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:43450|issue:43986", + "issue:42673|issue:43906", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44117|issue:45081", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:42673|issue:43577", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:43012|issue:43577", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:42222|issue:45459" + ], + "prepared_review_unit_hash": "74f5b387c4bfc2e2c47879f5eb8659ef2b2c83beb01616c6aaeeeaf2d6c87b33", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated Transformers issues. The soft pairs are thematically similar in a few cases, but none are strong enough to be treated as the same underlying bug/change.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative symptom in this set: a generic post-upgrade import regression affecting many symbols.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different problems: a PEFT version pin issue vs a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Same file area, but different bugs: a testing_utils bug vs an xdist race on captured_info.txt." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is batched video processor shape handling; the other is an AutoProcessor crash without torchvision." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No clear same bug: a Qwen3 VRAM leak vs an isolated reproduction of another issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: flash_attention_3 training degeneration vs a Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and failures: missing projections in qwen3next vs from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping bug vs runtime special-token/post-processor sync bug; not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: a None mapping assumption vs a Mistral regex patch crash." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance is unrelated to the MLA q_a_layernorm precision/config issue." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different backend problems: vitpose model breakage vs TensorFlow missing from a torch-only install." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues: sam3_video/sam3_tracker mismatch vs MobileLLM key error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging issue vs a broken vitpose model family; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Qwen3 VRAM leak and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs unrecognized model/config.json error." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in dataloader threads is not the same as dtype remaining float32 on BLIP2 load." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import-name regression is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not enough to merge with a broader many-import-errors regression." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not the same area or bug: 3d_parallel.py failure vs a small testing_utils issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both touch dtype/precision, but one is a warning during compile and the other is incorrect model dtypes on load." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer defects: SGD args ignored vs optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "A chat/completions request rejection is not the same as a streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer regressions, but one is a decoder-type mismatch and the other is changed tokenization output." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache regression is unrelated to a testing_utils bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-next failures; no evidence they share one concrete code path." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image-patch counting bug vs MLA rms_norm_eps precision issue; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size discussion is unrelated to a Qwen3.5 MoE loading error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API vs unexpected position-id key warnings are different regressions." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage and protobuf-related tokenizer error hiding are unrelated defects." + } + ] + }, + "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": 14, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:44263|issue:44485", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43986|issue:44484", + "issue:45003|issue:45341", + "issue:43931|issue:44038", + "issue:43986|issue:45341", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:38617|issue:43097", + "issue:43012|issue:44368" + ], + "prepared_review_unit_hash": "c5b8db053f72d16ccd60ce79e1893474d2a5304d9ebdca737ac0f5777d35d1fe", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39092, + "estimated_input_tokens": 9773, + "estimated_eval_tokens": 19802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct regressions and import/runtime issues across different models, backends, and utilities; I did not find any soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43502 is the most broadly relevant and well-documented regression in the set, with substantial discussion and references around a clear loading behavior problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 has the clearest reproduction and strongest user impact, making it the best representative issue despite the cluster being mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related problems: one is a torch.split return-value issue, the other is a RoPE implementation question." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve attention backends, but they affect different models and failure modes; not the same code-path bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Unrelated symptoms: a bfloat16 precision warning versus a wrong model-type warning during SAM loading." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An import failure for AutoImageProcessor is unrelated to PretrainedConfig type-checking behavior." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "One is a type-checking regression; the other is a TensorFlow/backend detection error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different loading failures: shape mismatch versus missing projections." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "No evidence these are the same bug; one concerns sys.modules access, the other a testing utility issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related, but the concrete failures and affected model variants differ." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems and different failure classes; not a duplicate." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "A SwitchTransformers config bug is unrelated to PretrainedConfig typing changes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling and a physical-intelligence model load failure are not the same underlying issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config option warning, the other is a gguf tokenizer/model loading breakage." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different code paths: multimodal token counting versus GlmMoeDsaIndexer splitting behavior." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different model families and different configuration checks." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility and config type-checking are unrelated regressions." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A sliding_window model bug is unrelated to a testing utility issue." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degeneration and a category-count runtime limit are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video models is unrelated to a mistral_common import breakage." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different packages and different missing symbols." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps config field is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "These are different training-stack issues: FSDP2/optimizer-state corruption versus Liger Kernel application." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen vision config/model issues with different missing fields and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3 variants, but one is a general v5/moe bug and the other is missing layer projections." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors involving different missing names and modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "A token construction TypeError is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed embedding-tie option warning is unrelated to flash_attention sink handling." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both touch argument handling, but one is AutoProcessor kwargs propagation and the other is auto_docstring annotation parsing." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network requests and a missing embed_tokens weight are different loading bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different loader paths and error causes; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "An import error for a model class is not the same as a torchvision-dependent AutoProcessor crash." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config option warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete problem." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support gating for Nemotron and GPT2 attention scaling under SDPA/FlashAttention are different backend bugs." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and Pipeline save_pretrained support are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing encoder weight during load is unrelated to the default shard-size choice in save_pretrained." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "A missing configuration import and a removed tie-embeddings option are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A precision warning during compilation is unrelated to a tie_word_embeddings warning during fine-tuning." + } + ] + }, + "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": 14, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:42994|issue:44655", + "issue:44220|issue:44655", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43066|issue:45381", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36010|issue:42757", + "issue:36683|issue:43525", + "issue:43064|issue:44492", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380" + ], + "prepared_review_unit_hash": "4a9b8094710edd79e17020882d0edee5a409009903cd0ceeaecebecf7f9d0f66", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38401, + "estimated_input_tokens": 9601, + "estimated_eval_tokens": 19458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, import errors, model-specific bugs, and API/documentation issues. The soft-similarity links mostly reflect shared vocabulary rather than the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too diverse to represent one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because there is no single underlying bug or change spanning the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different problems: a PyTorch warning during compile vs a Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Both mention runtime behavior, but one is offline cache loading and the other is gradient checkpointing in eval mode." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model/training bugs; only the broad topic of torch.compile overlaps." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is saving Pipeline objects." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different code paths: attention scaling backend behavior vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model backend support issue is not the same as a Python-version compatibility failure." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both are chat-related, but one is `/v1/chat/completions` request acceptance and the other is apply_chat_template batching/padding crash." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions export is unrelated to GPT2 attention scaling behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different xLSTM training bugs vs a BEiT image processor label-reduction bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP, but one is missing attentions assignment and the other is a CLIPVisionModel hidden_states regression." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bfloat16 precision is not the same as flex_attention compilation failing on torch>=2.9." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same Qwen3-VL family, but one is model loading breakage and the other is fp8 inference support." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates/APIs, but they are different failure modes with different inputs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading failure is not the same as a state_dict sorting load error." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL video vision_position_ids placement." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and making API requests despite local_files_only are distinct issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and different RoPE concerns; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes in different model/config paths." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "General load-model error from state_dict ordering is not the same as a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Model support for Flash Attention 2 and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is quantized model saving and the other is pipeline serialization." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to pipeline save_pretrained." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation and GPT2 attention scaling are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size and patchtsmixer post_init are unrelated model-specific issues." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type regression is not the same as Qwen2.5-VL video position ids." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/architecture bugs; no shared concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility for Transformers 5.1.0 is unrelated to a Python 3.14 load failure." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing names from different packages." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs in different model families." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP optimizer state corruption has nothing to do with a cache-strategy typo." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/backends, but one is kernel divergence under torch.compile and the other is GPT2 scaling being ignored." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44242", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:44355|issue:44855", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43010|issue:44075", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "ab5815d125c51baa584e114c3312573102be1dd2343d004b954970af066b0244", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a loose cluster of Transformers v5 regression reports, mostly import/loading/config/model-specific failures. The soft pairs share broad themes, but they do not appear to be the same underlying bug, so I would reject them all as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it explicitly frames the problem as many import errors after upgrading from 4.57.0 to 5.5.0, which matches the broad cluster theme better than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative and general of the set; it captures the version-upgrade/import-regression theme without overfitting to one model or subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config vocab_size missing and MoE load-balancing loss omission are unrelated bugs in different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention 2 support error for NemotronH and Qwen3-VL weight-shape mismatch are distinct model-specific load failures." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Missing no_grad on cache/layer update is a functional implementation bug, not the same as broad import errors after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different checkpoint-loading issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * slowdown and occasional slow import are both import-performance topics, but the underlying causes are not shown to be the same." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting load error and missing deepstack_visual_indexes are separate config/state serialization problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config attribute missing and wrong optimizer states under FSDP2/PEFT are unrelated training/config bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and PyTorch script parsing on Python 3.13 are different import/runtime failures." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in a flaky model test is unrelated to xdist races on captured_info.txt." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are both version-related, but not the same defect." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict sorting load error and incorrect Qwen3.5 save_pretrained visual keys are separate serialization regressions." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors involve different models and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad decoration on cache/layer update and Python 3.9/3.10 support issue are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import failure and Qwen2.5-VL video vision_position_ids bug are different problems." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU complaint and DeepSeekV3 implementation divergence are not the same code-path defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions field regression and patchtsmixer post_init policy change are unrelated model API issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and Qwen2-57B-A14B-Instruct TP OOM are both TP-related, but not the same concrete failure." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State_dict sorting load error and max_shard_size default question are different save/load behaviors." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment and LwDetrImageLoss AMP crash are separate bugs." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions regression and flash_attention.py crash on s_aux=None are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer loading regression are both import/load related only at a high level; the underlying causes differ." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky SamHQ test and Phi-4-multimodal-instruct loading error are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and GraniteSpeech stale device override failure are distinct CI/test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in tests and removed Sam3LiteText configs breaking auto_mappings are not the same defect." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making API requests and AddedToken duplicate special kwarg are different networking/tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and checkpoint reload failure after upgrading are broader version regressions, but not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache/layer update no_grad bug and unused SGD args are separate optimizer/training issues." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE issue and missing _tp_plan for Qwen3_5Moe are different model infrastructure problems." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Flaky missing set_seed tests and a bug in testing_utils.py are related to test infrastructure, but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and reload failure after upgrading are different runtime regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "cannot import PreTrainedModel and cannot import HybridCache are separate symbol/export regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "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:43065", + "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:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:43502|issue:44485", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43827|issue:44961", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556" + ], + "prepared_review_unit_hash": "bb92b5a8b9dde4bf604b9d99a07d9b185c896de88e8536caa830cbeeb24409d4", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39027, + "estimated_input_tokens": 9757, + "estimated_eval_tokens": 19770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broad and mostly consists of unrelated Transformers v5 regressions, import errors, and model-specific bugs. I did not find any soft pair that clearly describes the same underlying bug/change closely enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42548 is the broadest, most central user-facing regression here: a core `PreTrainedModel` import failure with active discussion and strong overlap with the cluster\u2019s repeated import/load breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42548 best represents the cluster because it is a high-impact, general import regression affecting core APIs rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different bugs: cache/layer `update()` no_grad decoration vs a dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing `_tp_plan` and the other is a broader `from_pretrained` failure; not clearly the same fix." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Generation/cache-related, but the concrete failure modes and code paths differ." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: local file access/network requests vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel plan support and the other is a config field silently dropped; different underlying issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to a documentation issue about forward arguments." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors are unrelated to a performance regression after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job-status reporting bug is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and bugs: Liger kernel application vs DSA indexer/ReLU." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/no_grad decoration bug is unrelated to a tied-embeddings warning in Qwen3.5 LoRA." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline-mode API calls vs FP8 `save_pretrained` on MoE are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relation between network requests despite `local_files_only=True` and the generic 'racoon' issue." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Different version windows and different symptoms for model loading; not the same regression." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to pipeline `save_pretrained` support." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "One is saving FP8 MoE checkpoints; the other is inference support for Qwen3-VL/Qwen3.5 FP8." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue is unrelated to a missing image-patch helper in GLM46V image processing." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure is unrelated to tensor-parallel training." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors are unrelated to `PretrainedConfig` type-checking regression." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are different concrete problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Both are v5 regressions, but one is a missing `huggingface_hub` import and the other is a broken `transformers env` command." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation references to `pipeline()` are unrelated to the 'racoon' issue." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading vs tensor-parallel training are separate bugs." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI environment command breakage is unrelated to `PretrainedConfig` typing regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: broken env command vs missing Qwen2.5-VL export." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No clear relation between the generic 'racoon' issue and Gemma-4 audio positional encoding." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Importing `layer_type_validation` and a broken env CLI are different issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to an import error." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing `HybridCache` import are separate regressions." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the generic 'racoon' issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to docs mentioning `return_all_scores`." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Different failures: missing `AutoImageProcessor` import vs compiled-file runtime errors." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA RMS norm precision issue is unrelated to a DSA indexer ReLU concern." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and unsafe `sys.modules` access are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor `save_pretrained` missing files is unrelated to a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug is unrelated to a TensorFlow backend/package-install issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI and checkpoint reload failures after v5.2/v5.3 are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:43704|issue:45341" + ], + "prepared_review_unit_hash": "e33aa2ca2e738778716846bef91e91b05c5c3fc4524790d1a6b27ef07efecce2", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41139, + "estimated_input_tokens": 10285, + "estimated_eval_tokens": 20826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is not a single duplicate cluster; it mixes unrelated loading, tokenizer, config, performance, and model-specific bugs. All soft-edge matches are superficial keyword overlaps, so they should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items are too heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues is a representative duplicate anchor for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different failures: Qwen3-VL-Moe vs Qwen3.5 MoE tensor-parallel setup." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "One is import-time slowdown from broad imports; the other is a GenerationMixin cache/chunked prefill bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Both are about bad model behavior, but one is Qwen3-VL bbox output and the other is PretrainedConfig type checking." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern reloading old checkpoints after v5, but one is general v4.57 incompatibility and the other is InternVL2 remote-code/meta-init specific." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness in SamHQ is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation and scheduler kwargs are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy loading failure overlap only loosely; not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model class mismatch warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support error for Nemotron is unrelated to Qwen3-VL bounding-box output issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwargs ignore bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as the generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the vague bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time performance regression is unrelated to missing HybridCache export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance regression is unrelated to cache-strategy typo." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen bugs: 2D bbox output error vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and tied-weight-key attribute crash are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance and scheduler kwargs are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bbox output failures." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy loading are not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support and tied-weight-key crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is not the same as the specific Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak and timestamp calculation are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama 3.2 loading regression are different bugs." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to forward-API documentation confusion." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model creation/loading, but one is Liger Kernel application and the other is checkpoint compatibility with meta init." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak across dataloader threads is unrelated to RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model-specific implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug and VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values bug and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision issue and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to a testing_utils bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "3263df6e3d0cd2c544a1d4e3b1281a090277b200d366c9374a61048b5e041367", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737928, + "estimated_input_tokens": 184482, + "estimated_eval_tokens": 369220 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 16, + "serialized_chars": 16524, + "estimated_input_tokens": 4131, + "estimated_eval_tokens": 8518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly mixed issue noise. The tokenizer/v5 items are the only somewhat related theme, but the evidence is too thin to merge 42913 and 43066 as duplicates from titles/metadata alone, so that soft edge should be rejected conservatively.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43066 is the most concrete tokenizer/v5 report, but the packet does not support treating it as a confirmed duplicate of 42913.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best single representative for the limited tokenizer-regression theme because its title is specific and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer/v5 behavior, but the packet only gives titles/metadata and does not establish the same underlying bug or the same decoder regression." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Inverse_sqrt scheduler kwargs handling and a vague unrelated title are not the same bug." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No shared code path or concrete bug is visible from the titles." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crashes and chat-template tool-call crashes are different failure modes in different paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions missing assignment is unrelated to the unrelated title." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload compatibility after v5 upgrade is not the same as the unrelated title." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and tied-weight-key list handling are distinct bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key attribute handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor.save_pretrained files are not the same issue." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failure is unrelated to checkpoint loading performance." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5, but one is fp8 support and the other is a from_pretrained error; too different to merge." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are adjacent but not clearly the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen fp8 inference support are different feature gaps." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too strong for the packet. In particular, accepting issue:42913 \u2194 issue:43066 as a duplicate pair overstates the evidence: the packet only gives titles/metadata, and while the titles are similar, it does not establish the same underlying bug or the specific v4\u2192v5 decoder regression described in the reason. The rest of the rejections are mostly conservative, but the one accepted soft-edge verdict is not sufficiently grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 14, + "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": "f376d05e9a02fb0d34006cb1687481b6600033eacf328ec2134ad349f8b5be6c", + "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 separate feature-request/community-contribution issues in the same general area but for different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the better representative of the cluster only because it is older and has substantially more discussion activity, but it is not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and different target problems: Flash Attention 2 architecture support versus GGUF support for more architectures. Shared 'community contribution' framing is not enough to treat them as 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": 4, + "component_count": 14, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "5b6a86a9415c6eabd8000c4c95e0358dc6f1e7138960cfc5bb27a425dd5f29b8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all documentation-translation requests, but only one is concrete (Turkish). The other three are near-identical placeholder-style issues and look like duplicates of each other, not of the Turkish-specific request.", + "confidence": 0.77, + "canonical_issue_reason": "issue:27088 is the only specific, language-filled request ([i18n-TR] Translating docs to Turkish) and it is the earliest issue in the set, so it is the clearest canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most informative and concrete issue in the cluster; the others are generic placeholder variants, so this is the best global issue anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request versus a generic placeholder translation issue; same broad topic, but not the same concrete request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request versus a generic placeholder translation issue; related, but not a true duplicate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus a generic placeholder translation issue; same subsystem, different underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are generic placeholder translation issues with near-identical wording and no visible distinguishing target, so they look like the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical placeholder translation request; no concrete difference is visible, so they appear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title pattern and very similar body size; they look like duplicate copies of the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:27088 is genuinely specific ([i18n-TR] Turkish), while issue:43834, issue:44365, and issue:44370 share the same placeholder title and extremely similar body sizes. The soft-edge verdicts are appropriately conservative: Turkish vs. placeholder issues are rejected, and the placeholder-to-placeholder pairs are accepted based on strong textual similarity. No overstatement is obvious from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 14, + "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-36817-14", + "nodes": [ + "issue:36817", + "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" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "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:43837|issue:45177" + ], + "prepared_review_unit_hash": "98a69ed920b7bf0130804fc2aefba7bab2bfbc632d256000ca3f046be5e99188", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17649, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17649, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they\u2019re separate model-request issues spanning different architectures and modalities (BERT variants, audio/TTS/ASR, OCR, perception, sparse transformers). The shared wording is mostly from a common \u201cadd model\u201d template, not the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBERT config support vs DEIMv2 architecture addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request is unrelated to the OpenAI weight-sparse transformer request." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio is a different model family and task." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not the same change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT request is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support target different models." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture addition is not the same as adding a sparse transformer model." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct architectures with different implementation needs." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support is unrelated to Voxtral TTS support." + }, + { + "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 differ in both model family and modality." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT is not the same underlying request as Qwen3-TTS support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are only loosely related; not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are different changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS support and ASR support are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models, so not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to DeepSeek-OCR2." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support is not the same as the weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio request different models and likely different code paths." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "ASR support is unrelated to SAM3-LiteText." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request and EUPE perception encoder are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different modalities and models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support is unrelated to DeepSeek-OCR2." + } + ] + }, + "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": 14, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "6658af031150217ced8fe72d37f47c3914a50e95ad48f4f35711c24160143df4", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct issue reports touching different components and bug types; none look like duplicates of the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the reports span unrelated areas (Llama4 norm behavior, Mask2Former loss handling, ModernBERT config typing, a quantization typo, and a tokenizer warning regression).", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a safe cluster representative because there is no shared bug or code path across these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and defects: Llama4 norm semantics vs ModernBERT config type-hint correctness." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A model loss-parameter bug and a tokenizer regex warning regression are separate code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unrelated issues: unused ignore_value in Mask2Former vs a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different bug classes and modules: loss handling vs a config annotation issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss code is unrelated to correcting a type hint on norm_eps." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings do not share the same underlying bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type-hint mistake is not the same as a typo in a quantization operation name." + } + ] + }, + "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": 14, + "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": "d059631273127e4ccb067ad6053f73242467806506ceaa74dcfb02c3fea8d0ed", + "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 describe the same underlying problem: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2. No duplicate relationship is supported by the titles or available metadata.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different problem domains: decoding behavior vs model support request. The shared evidence is only weak title similarity, not 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": 8, + "component_count": 14, + "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": "b7a0cd17bdc0eca6d60c1fa68df1b187f0c5ee5e9c6acf07c69ddceaffa75237", + "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 customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: one targets input-column pruning/customizability in Trainer, the other targets FLOPs counting for custom trainer classes. Shared theme is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 14, + "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": "73af4585b6689c78e3d0fea10f3248f9f604e095ae640e3e273868974fdd2173", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They concern different model families and different auto-class capabilities.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the two tickets ask for different model support in different auto classes, so they should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if a representative is needed, issue 43684 is a clearer standalone registration request, but it should not absorb 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different API targets (registration for Qwen3-Omni vs sequence classification support for Qwen3.5); not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 14, + "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": "c1db08501838b8d1b61ae45ba0fc7cd912b92f4706cb0275ccd9107783903653", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains one unrelated-looking issue ('Fett') and three near-identical placeholder issues titled 'huggingface '. With no bodies, targets, or file references, the safest read is that the huggingface items are the only plausible duplicates, but there is not enough concrete evidence to merge any pair with confidence.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the three identical 'huggingface ' reports and is the most reasonable representative for that likely duplicate cluster; 43835 has a different title and looks unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue to keep as the cluster representative because it is the earliest of the matching-title issues and has no evidence of being distinct from 43846/43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body/detail evidence; this does not look like the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive evidence of a shared bug or report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no substantive evidence of a shared bug or report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but there is no body or target evidence to confirm they are the same underlying issue; too little information to merge." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but the available metadata is too thin to safely conclude these are the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The titles match, but there is not enough concrete evidence to confirm a true duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 14, + "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": "d0f082238dff6040eb2e79771ae6ddb9525cb49e2ac8c779a90db1f9be16c8c7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"\" issues form a likely duplicate-spam subgroup, but the packet only supports high similarity rather than exact duplication. The other two issues have different titles and do not look like the same underlying report.", + "confidence": 0.8, + "canonical_issue_reason": "issue:44371 is the earliest of the highly similar \"\" issues and is a reasonable representative of that likely duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best representative for the likely duplicate spam subgroup because it is earliest and matches the other two \"\" issues in the limited metadata shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same \"\" title and identical minimal metadata; likely duplicate spam reports, though the body text is not visible here." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same \"\" title and identical minimal metadata; likely duplicate spam reports, though the body text is not visible here." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different title and no evidence that the documentation suggestion is the same report as the spam issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different title and no indication it is the same underlying issue as the \"\" report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and \"\" are unrelated on the face of the packet." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and \"\" are unrelated on the face of the packet." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Same \"\" title and identical minimal metadata; likely duplicate spam reports, though the body text is not visible here." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different title and no evidence that it is the same report as the spam issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different title and no evidence that it is the same report as the spam issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is directionally plausible, but the writeup overstates the evidence. The packet only shows identical titles and equal body lengths for the three \"\" items; it does not expose the actual body text or any explicit linkage. Calling them \"exact duplicates\" and \"the same spam report\" is stronger than what the packet supports. The safer wording would be that they appear highly similar or likely duplicate spam reports, while the other two have different titles and are not clearly the same issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 14, + "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": "c28c5ff211d3f984c8e638f1585ac868965da7104519ccaf3857237af2c87eff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look like duplicates of the same request: they have identical titles and very similar body content, with no visible evidence of distinct underlying work.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the better canonical issue because it shares the same title as #45151 and has slightly more external attention (1 inbound reference vs. 0).", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative for this cluster for the same reason: same request, plus marginally more linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and strongly similar content suggest the same underlying issue/request; this is a reasonable duplicate match, though the evidence is only soft." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports strong similarity, but the analyst is a bit too confident for a soft match: only soft_similarity is present, and there\u2019s no deterministic linkage or other distinguishing evidence. Phrasing like \u201ceffectively identical\u201d and the 0.98 confidence overstate what the packet proves. " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 14, + "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": 14, + "component_count": 14, + "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": "d935e3c283a5e01ec84b71f69e1cb43ee80da1f65e7475f7356fe9c0e58a2005", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern 4-bit inference, but they describe different failures and code paths: one is a Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it describes a concrete, likely upstream configuration bug with a clear mechanism (`llm_int8_skip_modules` clearing the default exclusion) and broader applicability than the Gemma4-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the strongest representative for the cluster: it has the clearer root-cause description and is not tied to a single model family or module layout.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: Gemma4 audio-module `torch.finfo()` on `uint8` weights vs. BitsAndBytesConfig `lm_head` exclusion being cleared and causing an AssertionError. Same broad area, 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": 1, + "component_count": 25, + "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-39895-12", + "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" + ], + "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:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "89399897cfe3c9dc2ab8eac4f5cb32919fa3032c844f5935fe36fe6b7f032a01", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32873, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32873, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated PRs (model additions, refactors, docs, and tests). The only true duplicate-style pair is the `fixed_cross_entropy` kwargs fix: PRs 43251 and 43254 address the same code path and are plausibly mergeable into one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative of the only real duplicate pair: it has the explicit issue link, a clear `fixed_cross_entropy` kwargs pass-through change, and a slightly fuller implementation context.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the duplicate pair because it directly fixes the same `loss_utils.fixed_cross_entropy` path as 43254 and is the more explicit, issue-linked version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model/docs addition and an executorch dynamic-shapes test are unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "A tokenizer method addition for Mistral common is unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API work and executorch export tests touch different code paths." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are unrelated to the MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs plumbing is unrelated to adding a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "The cross-entropy kwargs fix and Mistral4 test/model changes are separate bugs/changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests are unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "A new model addition and a config-resolution order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactoring are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Adding MobileLLM and fixing Mistral4 tests are separate model efforts." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition and the model-creation skill docs are not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and a new-model skill document are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactoring and Mistral4 test fixes do not address the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model updates and CLIP-like `layrnorm` renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes and config-resolution ordering are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Adding MobileLLM and fixing Mistral4 tests are different model-specific changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `loss_utils.fixed_cross_entropy` to forward supported `cross_entropy` kwargs for the same issue; they target the same code path and are mergeable into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted pair, 43251/43254, is supported by the shared `loss_utils.fixed_cross_entropy` edit and common issue target 43240, and the other pairs are reasonably described as unrelated based on their filenames/diffs. No obvious overstatement beyond the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 25, + "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-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "0e326ed65acd29634b8f23ef19080e471471d8101d5e8a767ca63fa5cce0320e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs overlap on the VibeVoice family and shared plumbing, but they target different changes: one adds the base VibeVoice model, the other adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. They are related, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical representative for the core VibeVoice implementation: it introduces the base model, docs, and auto-mapping integration. PR 42781 is a distinct follow-up feature focused on realtime support and the acoustic tokenizer.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best single representative of the underlying core feature because it covers the foundational VibeVoice integration. PR 42781 is a separate extension rather than the same change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. Shared files reflect common infrastructure, but the concrete feature scope differs and they would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 25, + "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": "90b3197db5b5e65697c0274d8104792e8877b24c2867c21ce3f0c565e7501dc1", + "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 pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, different code paths, and different documentation/tests.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the clearer standalone feature PR, with a focused DINOv3 image-classification scope and substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the best representative of the cluster only in the sense that it is more self-contained and better-scoped; it is not a duplicate of PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features for different model families (TimesFM covariates vs DINOv3 image classification); no shared bug or mergeable code-path 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": 4, + "component_count": 25, + "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": 25, + "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-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "bd95b45c458a92b821abe01f81e0db7a79f0363b9f20801d8fec555ef94e95dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition pull requests for different code paths (DeepSeekOCR vs Isaac). The overlap in boilerplate auto-registration/docs files is incidental, not evidence of a duplicate change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41797 is the stronger representative of the cluster by review activity and overall maturity, but it is a DeepSeekOCR integration and not the same change as Isaac.", + "best_issue_reason": null, + "best_pr_reason": "PR 41797 is the best standalone PR in the cluster on completeness/review signal, but it should not be conflated with PR 45186 because they implement different models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Reject: these are different model integrations with different filenames, titles, and implementation targets. Shared auto/registry/doc scaffolding is expected and does not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 25, + "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": "35e5b2fdc40d7c9f05e53aaa501aaf19073439ab9907d89d10fa14d979dff577", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions, but they target different action families and different maintenance goals: one is a Node 24 compatibility sweep for core workflow actions, the other bumps docker/build-push-action and a few related workflow dependencies. They are related in theme but not the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:42975 is the better canonical representative because it is the more central, broader workflow-actions compatibility upgrade and affects many common CI workflows.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 is the best overall representative of the cluster: it has the clearest single migration goal (Node 24-compatible GitHub Actions) and the wider cross-workflow impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both update workflow actions, but 42975 upgrades core actions/checkout, cache, and upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action versions in docker/image workflows. Different action ecosystems and different concrete changes, so not the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 25, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:45630" + ], + "prepared_review_unit_hash": "bc78d513262d493a9a34744ebf0ff31c03f8bd10ecd28f2436312014ed33b058", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17625, + "estimated_input_tokens": 4407, + "estimated_eval_tokens": 9070 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17625, + "estimated_input_tokens": 4407, + "estimated_eval_tokens": 9070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five PRs are separate model-addition changes, not duplicates. The only overlap is the usual Transformers boilerplate (docs, auto mappings, tests), but each PR targets a different model family and codepath.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, Molmo2, CTSM, and Kimi2-6 are distinct model additions with different configs/modeling files and separate targets.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; each PR is a standalone model integration rather than a duplicate of another.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are unrelated model additions; shared auto/docs boilerplate is not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 add different models with different implementations and artifacts." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model integrations, not one concrete bugfix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different model families/releases with different codepaths; similarity is only boilerplate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct additions; overlapping docs/auto files do not indicate the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM add different models and cannot plausibly be merged as one change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are unrelated model additions; shared transformer scaffolding is expected boilerplate." + } + ] + }, + "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": 25, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "569d063804485ce8219b8fb25bf5d9fdb14c3efa5548a4467dfbc41349c125fc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are not duplicates of one another: two are test-only edits with placeholder assertions, while the third is a substantive FP8/dequantization fix in a different code path. The cluster looks like low-quality soft similarity rather than one underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best representative because it contains the only clearly substantive implementation fix (model loading / FP8 dequant padding) and touches real runtime code, unlike the other two PRs which are mostly test placeholders.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest single PR in the set: it addresses a concrete technical problem with code changes in core loading and finegrained FP8 integration, with supporting tests. The other PRs do not appear to fix the same bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different edits: Whisper tokenization/runtime behavior versus CLIP/ViT test stubs. They do not describe the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/timestamp handling is unrelated to FP8 dequantization and model-loading padding fixes; no shared concrete code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One is test placeholder churn for CLIP/ViT, the other is a real FP8 dequant/loading fix. They are not mergeable as one fix and do not target the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 25, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "a5f36c85c1d79de8048a3aad1a6bc6df55d756bfcb36a676874dd9f316ae7458", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are unrelated synthetic/don't-merge changes that only overlap on a shared test filename. They do not fix the same bug or implement the same change, so none should be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs target different areas (packaging/versioning, comment-driven CI workflow, and a PR CI caller plus unrelated edits).", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most coherent standalone change and the closest to a real repository fix, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different changes: 43488 is setup/dependency/version-bump oriented, while 43532 rewrites CI comment handling and related workflow logic. Shared vit test filename is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "No same underlying bug/change: 43488 updates packaging metadata and deps, whereas 45476 adds a new PR CI workflow and unrelated code/test edits." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI/testing files, but they address different code paths: comment-triggered self-CI vs a new PR CI caller workflow. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 25, + "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": "83ab1c3708109244e9f2657acfdfe05127621e27e7a2b4f88ad2b555f9d07743", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different pipelines: promptable concept segmentation vs promptable visual segmentation. They share scaffolding changes in docs/registry utilities, but they target different APIs, filenames, and model/test sets, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more integrated feature addition among the two separate pipeline PRs, but it is not a duplicate of 43612.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, 43613 is the better one to surface because it covers a fuller pipeline integration and more model/test support; however, it remains a distinct change from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features and code paths: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different pipeline modules, docs, model files, and tests. Shared registry/docs edits are insufficient 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": 25, + "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": "360e4f4563064f8ad354ecb55675fc7b3756e32b9a9dbff51c607fd893ea267b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate Trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling behavior, the other factors out signature-column inspection for column filtering. They are related to `trainer.py` but address different code paths and bugs.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a duplicate of the other. PR #43651 is about loss scaling during training steps for custom trainers; PR #43663 is about signature-column extraction for filtering inputs, especially with PEFT models.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative for the loss-scaling change because it introduces the new `_loss_is_scaled_for_ga` hook in the training step path. PR #43663 is the best representative for the column-filtering refactor because it adds `_get_signature_columns` as a separate override point. Each is the clearest canonical item for its own change, but they are not the same underlying PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py`, but one changes gradient-accumulation loss normalization and the other changes input signature column filtering. Different behaviors, different call sites, and not the same concrete bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 25, + "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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "bb74750cd955e06f1edf487578f6147a88c95ac2d6d7f100ae43de664b0c3b5c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are variations of the same CLI type-annotation NameError fix in `src/transformers/cli/serve.py`, with 43842 being the narrowest and clearest patch. 43836 is broader but still targets the same runtime annotation-evaluation problem.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43842` is the most focused, clearly scoped fix for the `TypeAdapter` NameError: it imports `TypeAdapter` only under `TYPE_CHECKING` and quotes the annotation, directly matching the reported runtime-import failure.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43842` is the best representative PR because it addresses the concrete failure mode with the smallest change set and the clearest title/body alignment to the bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both patch the same `serve.py` annotation-evaluation NameError around `TypeAdapter`/CLI import time. They use different implementations (`from __future__ import annotations` vs quoted annotations), but they are solving the same underlying bug and could plausibly be merged into one fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same `transformers cli serve` type-annotation NameError in the same file. `43836` is broader and more refactor-like, but its quoted-TypeAdapter workaround is the same underlying fix class as `43842`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are clearly about the same CLI `TypeAdapter`/annotation NameError, with `43842` the narrowest fix. The soft-edge verdicts are also conservative enough; they describe the same underlying bug without claiming identical implementations." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 25, + "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": 25, + "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:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "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", + 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"summary": "This cluster is mostly a set of model-specific output-tracing refactors under the same umbrella issue, but the concrete code paths are usually different. The only clear duplicates are within GPTJ/CodeGen and GPT-Neo; the rest should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical representative: it has an explicit tracking issue, touches the core GPTJ/CodeGen output-tracing refactor, and has a true duplicate-style overlap with 44722.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest global representative for this cluster because it is the most complete concrete implementation of the shared GPTJ/CodeGen output-tracing change and cleanly anchors the duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same umbrella refactor theme, but different models and code paths (CVT/FNet vs GPTJ); not one mergeable change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and files; only the shared issue label matches, not the underlying bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPTJ output-tracing refactors in the same file; 44085 looks like the GPTJ slice of 44066's broader GPTJ/CodeGen change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but for different vision models and separate code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPTJ/CodeGen output tracing are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPTJ/CodeGen vs EfficientNet; no shared concrete code-path problem." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations despite similar refactor wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ/CodeGen and MGP-STR are different model families and different forward paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "MPT output tracing is a separate model-specific refactor, not the same change as GPTJ/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both PRs target GPT-Neo's output-tracing refactor in the same file and appear to overlap on the same concrete implementation." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPTJ/CodeGen vs GPT-Neo; same umbrella pattern, different model-specific code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPTJ/CodeGen output tracing are unrelated changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPTJ/CodeGen touch different models and different forward logic." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPTJ are separate model implementations; no shared underlying bug." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated code paths; only the refactor pattern is similar." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model families with different output handling." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo output tracing is separate from GPTJ/CodeGen; similar decorator migration only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPTJ/CodeGen are different code paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model families; no same underlying bug." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPTJ are different models, so this is not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model-specific output tracing refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated code paths despite similar refactor language." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ and MGP-STR are different model families; not a duplicate change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different architectures and do not share the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations; only the umbrella issue is shared." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44161", + "accept": false, + "reason": "MPT and LongT5 are different model families with separate output-tracing code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 do not share the same concrete bug or fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model-specific output handling changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPTJ/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 do not share the same underlying code-path problem." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are separate model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model families and fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model-specific output-tracing changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44074", + "accept": false, + "reason": "GPT-Neo and TextNet are separate model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model families; shared issue target is just umbrella grouping." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The canonical/representative choices are supported by the packet, and the only accepted soft edges are the two same-model overlaps with shared files/issue context (GPTJ/CodeGen and GPT-Neo). The cross-model rejections are cautious and consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 25, + "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": "1a8ec5328f39833263149c348bfd3c2e8bf9f749560d265e188fd9a0fc235bc6", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84884, + "estimated_input_tokens": 21221, + "estimated_eval_tokens": 42698 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "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 part of the same broad migration pattern to standardized output tracing, but they touch different model implementations and different code paths, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest representative of the set because it has the clearest scoped refactor, an explicit issue target, and a more concrete implementation change in SpeechT5.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best standalone PR to track this work because it is the most explicitly tied to a specific task and appears more complete than the other similarly named refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but one is FocalNet and the other is ImageGPT; 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They could coexist in separate PRs." + } + ] + }, + "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": 25, + "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": "56bec37046a24cac0f3aef64095c14cf4c286c9776e739bdc106c73a8eab4d9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the newer PR also adds test coverage.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR: it fixes the same bug as #45086 but is more complete, with test coverage and a clearer title/reproduction context.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall representative because it addresses the concrete code-path bug directly and includes validation, while #45086 is the earlier minimal patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same file and code path; the second PR is essentially the same patch plus tests, so they are mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 25, + "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": "fc9b1583a87af08f923334243e05b6bce86a9a238eb9eba85a845f313a5efb98", + "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": "Both PRs touch NemotronH, but they are not the same change: #45115 is a narrow refactor to inherit from GraniteMoeHybrid and update conversion mappings, while #45569 is a larger architectural split into NemotronHDense/NemotronHSparse with docs and test updates. Related area, but not a duplicate change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the broader end-state refactor and more complete implementation; #45115 is a narrower precursor focused on inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the most representative and comprehensive PR in the cluster, covering the model split plus docs/tests, whereas #45115 is a limited structural refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Same model family, but different concrete change sets and scopes: one refactors NemotronH toward GraniteMoeHybrid, the other splits NemotronH into dense/sparse variants with broader API/docs/test updates. Not mergeable as one 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": 20, + "component_count": 25, + "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": "d98028daaa0886f8fd66e32aa2fbb8a413e577b7e328cc0f6c96b9734fd00554", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer configuration support, the other adds broader heterogeneous model/runtime support that likely builds on it. They are not the same underlying change, so this is not a duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader end-to-end change, touching cache/modeling/masking plus tests for heterogeneous behavior, so it is the better representative PR for the cluster. PR 45333 is a narrower foundational config-only piece.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the most complete implementation of the heterogeneous feature set in this cluster and best captures the overall work. PR 45333 is useful groundwork but not the main user-facing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Different scope and likely dependency chain: 45333 adds per-layer config plumbing, while 45332 adds broader modeling/cache support. They are related, but not the same concrete fix/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": 21, + "component_count": 25, + "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": "4367f3fd7cdd6bb8bef75ea4b9aec4d4088df0e06db845e82338f83c18ce3cb1", + "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 target different changes: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols/helpers for model utilities and PEFT integration. They are not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more concrete and representative typing change: it adds shared typing helpers/protocols and updates specific call sites, whereas #45415 is a broad type-checking/config sweep across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the better representative for this cluster because it makes a focused code change in the typing layer instead of a wide lint/type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They share a typing theme and some files, but #45415 is a broad type-checking enablement sweep while #45425 adds specific typing protocols and related code updates. Different concrete changes, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 25, + "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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "ea9c697b5955024aa34eb08b9df3ca5e131cc0a0ee0e29bbb3b44ccab8f74acc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP and related models, while the other only adds XPU test expectations for Qianfan OCR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the substantive code fix: it patches device placement in model-parallel forward paths across several model implementations, addressing a concrete runtime bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best overall candidate because it changes production code to resolve the underlying bug; PR #45615 is tests-only and does not fix the code path itself.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Reject: they target different problems. #45487 fixes token type id/device handling in model parallel execution, while #45615 only updates expected outputs for XPU integration tests in Qianfan OCR." + } + ] + }, + "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": 25, + "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": "b54b89bf068b785ef6230723022e4f4a5b2d4a3f9d8bb3c05c68eb3741039059", + "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 broad EP/model-loading level, but they fix different bugs: PR 45548 preserves distributed_config during config serialization and adds a has_ep flag for DeepSpeed ZeRO-3/accelerate launch loading, while PR 45662 prevents expert parameters from being overwritten by rank-0 broadcast in EP + FSDP2 loading.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different concrete code-paths and failure modes: 45548 is about config serialization and EP detection during loading, while 45662 is about post-shard wrapping to avoid expert weights being overwritten under FSDP2. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 25, + "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": "c2e5e57c354c65043464bee80ceb77bf902a280202a053c433a06bc497ca7bda", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info collision in testing debug logs. PR 45639 fixes the file handling in `testing_utils.py`; PR 45645 includes that same fix and also updates CI log collection to read multiple `captured_info*.txt` files, making it the broader and more complete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe fix in `testing_utils.py` and also updates the workflow so CI can collect the new per-worker log files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall match: it addresses the same underlying xdist collision bug as 45639, but also covers the downstream CI artifact handling needed for the fix to work end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions when writing `captured_info` debug logs. 45645 builds on the same code-path fix in `testing_utils.py` and adds workflow support for multiple output files, so they could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 25, + "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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "b52ca6e04dd943e7cbb6fcbfa4fd68de7103de43e930c9387db6e618a3dfe6df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantizer helper, but they fix different bugs: one excludes audio tower/embed_audio modules from quantization, while the other makes user-supplied skip_modules additive with the default auto-detected skips and adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45734 is the better cluster representative because it fixes the core skip_modules regression in the quantizer flow and includes test coverage; PR 45683 is a separate audio-module exclusion change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45734 best captures the main quantizer behavior bug and is more complete due to the added regression test; PR 45683 addresses a different model-specific audio-path issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Different underlying bugs: 45683 skips audio modules for multimodal models, while 45734 changes how skip_modules combines with default protected modules to prevent lm_head quantization. Shared file/issue target is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/manifest.json b/snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..16cd95b880dc69344c35e9b86acc0aeae5162137 --- /dev/null +++ b/snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260501t114022z", + "artifacts": { + "hybrid": "snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-01T11:41:31Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260501T114022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260501T114022Z/manifest.json b/snapshots/20260501T114022Z/manifest.json index 8033614915d98e52dcf4efa93109649463b11f92..0df9f64237ff2db00d355298a3a60fb0b53ee03b 100644 --- a/snapshots/20260501T114022Z/manifest.json +++ b/snapshots/20260501T114022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 61 }, "extracted_at": "2026-05-01T11:40:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260501t114022z", + "runs": { + "hybrid-model-20260501t114022z": { + "analysis_id": "hybrid-model-20260501t114022z", + "artifacts": { + "hybrid": "snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260501T114022Z/analysis-runs/hybrid-model-20260501t114022z/manifest.json", + "model": null, + "published_at": "2026-05-01T11:41:31Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260501T114022Z", "watermark": {